WO2001075592A2 - Exchanging information between sources and consumers of a computer user's context - Google Patents
Exchanging information between sources and consumers of a computer user's context Download PDFInfo
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- WO2001075592A2 WO2001075592A2 PCT/US2001/010779 US0110779W WO0175592A2 WO 2001075592 A2 WO2001075592 A2 WO 2001075592A2 US 0110779 W US0110779 W US 0110779W WO 0175592 A2 WO0175592 A2 WO 0175592A2
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/016—Input arrangements with force or tactile feedback as computer generated output to the user
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F1/00—Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
- G06F1/16—Constructional details or arrangements
- G06F1/1613—Constructional details or arrangements for portable computers
- G06F1/163—Wearable computers, e.g. on a belt
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/011—Arrangements for interaction with the human body, e.g. for user immersion in virtual reality
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
- G06F3/0481—Interaction techniques based on graphical user interfaces [GUI] based on specific properties of the displayed interaction object or a metaphor-based environment, e.g. interaction with desktop elements like windows or icons, or assisted by a cursor's changing behaviour or appearance
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
Definitions
- Wearables also may have access to a wide variety of non-conventional output devices, such as display eyeglasses and tactile output devices.
- a position mapping application for a wearable computer may utilize data received from a global positioning system device in order to plot its user's physical location and to dete ⁇ nine whether that position is within a specified region.
- the global positioning system device produces data that is consumed by the position mapping application.
- the position mapping application would be designed to interact directly with the global positioning system device sensor to obtain the needed data.
- the application may be required to instruct the device to obtain position information, retrieve the information obtained by the device, convert it to conventional latitude and longitude representation, and determine whether the represented location is within the special region.
- the two applications' interactions with the device could interfere with one another.
- Figure 1 illustrates an embodiment of the characterization module executing on a general-purpose body-mounted wearable computer.
- Figure 2 is a block diagram illustrating an embodiment of the characterization module executing on an exemplary computer system.
- Figure 3 is a data flow diagram showing a sample exchange of attributes performed by the characterization module.
- Figure 4 is a data structure diagram showing an example context server table used to maintain a portion of the state of the characterization module.
- Figure 5 is a data structure diagram showing an example attribute instance table used to maintain a portion of the state of the characterization module.
- Figure 6 is a data structure diagram showing an example context client table used to maintain a portion of the state of the characterization module.
- Figure 7 is a data structure diagram showing updated contents of the attribute instance table.
- Figure 8 is a flow diagram of an embodiment of the GetAttribute function.
- Figure 9 is a data structure diagram showing updated contents of the attribute instance table.
- Figure 10 is a data structure diagram showing an example condition table that contains a portion of the state of the characterization module.
- Figure 11 is a data structure diagram showing an example condition monitor table that maintains a portion of the state of the characterization module.
- Figure 12 is a data structure diagram showing updated contents of the condition monitor table.
- Figure 13 is a data flow diagram showing the operation of the facility without a characterization module.
- Figure 14 is a data structure diagram showing an example attribute request table used to maintain a portion of the state of the characterization module.
- Figure 15 illustrates an example of a plain-language, hierarchical, taxonometric attribute nomenclature.
- Figure 16 illustrates an example of an alternate hierarchical taxonomy related to context.
- Figure 17 is a flow diagram of an embodiment of the Characterization Module routine.
- Figure 18 is a flow diagram of an embodiment of the Notification Processing subroutine.
- Figure 19 is a flow diagram of an embodiment of the Dynamically Specify Available Clients, Servers, and Attributes subroutine.
- Figure 20 is a flow diagram of an embodiment of the Process Distributed Characterization Module Message subroutine.
- Figure 21 is a flow diagram of an embodiment of the Process Attribute Value Or Value Request Message subroutine.
- Figure 22 is a flow diagram of an embodiment of the Process Received Attribute Value subroutine.
- Figure 23 is a flow diagram of an embodiment of the Process Additional Information About Received Value subroutine.
- Figure 24 is a flow diagram of an embodiment of the Mediate Available Values subroutine.
- Figure 25 is a flow diagram of an embodiment of the Pull Attribute Value From Server subroutine.
- Figure 26 is a flow diagram of an embodiment of the Push Attribute Value To Client subroutine.
- Figure 27 is a flow diagram of an embodiment of the Context Client routine.
- Figure 28 is a flow diagram of an embodiment of the Context Server routine.
- a characterization module operating in a wearable computer system receives context information from one or more context servers (or “suppliers"), and provides that information to one or more context clients (or “consumers”).
- This context information represents a particular context (or “state” or “condition") of the wearable, the user of the wearable, the surrounding physical environment and/or the available electronic data environment (or “cyber- enviiOinnent”).
- the context is represented (or "modeled”) with a variety of attributes (or “variables”) each modeling a single aspect of the context.
- the facility By facilitating the exchange of context information, the facility reduces dependencies of context client applications on specific sensors and other input sources, resolves conflicts between context client applications that consume the same context data, resolves conflicts between multiple sensors or other input sources that produce the same data, and isolates the generation of derived attributes from context client applications.
- a context is modeled or represented with multiple attributes that each correspond to a specific element of the context (e.g., ambient temperature, location or a current user activity), and the value of an attribute represents a specific measure of that element.
- a specific element of the context e.g., ambient temperature, location or a current user activity
- an attribute that represents the temperature of the surrounding air an 80° Fahrenheit value represents a specific measurement of that temperature.
- Each attribute preferably has the following properties: a name, a value, an uncertainty level, units, and a timestamp.
- the name of the air temperature attribute may be "ambient-temperature," its units may be degrees Fahrenheit, and its value at a particular time may by 80.
- Associated with the current value may be a timestamp of 02/27/99 13:07 PST that indicates when the value was generated, and an uncertainty level of +/- 1 degrees.
- Context servers supply values for attributes by receiving and processing input information from sensors or other sources. Attribute values provided by a context server may either be “measured” (or “observed”) in that they are directly received from an input source, or may instead be “derived” in that they are the result of performing processing on one or more measured attribute values. Indeed, a derived attribute value may be produced by performing additional processing on one or more other derived attribute values.
- Context attributes or "condition variables" are discussed in greater detail in both U.S. Patent Application No. 09/216,193, filed December 18, 1998 and entitled “METHOD AND SYSTEM FOR CONTROLLING PRESENTATION OF INFORMATION TO A USER BASED ON THE USER'S CONDITION", and provisional U.S. Patent Application No.
- the characterization module When the characterization module obtains an attribute value from a context server, it caches the value for use when responding to future requests from context clients for a value of the attribute. Thus, when the characterization module receives a request from a context client for the value of an attribute, the characterization module dete ⁇ nines whether it has a cached value for the attribute and, if so, whether the value is sufficiently accurate (e.g., the value does not have too high of an uncertainty) and/or sufficiently recent (e.g., the value is not too old). If the value is not sufficiently accurate or recent, the characterization module requests and receives an updated value for the attribute from the context server that supplied the value. When the characterization module has a sufficiently accurate and recent value, it supplies the value to the context client.
- the characterization module has a sufficiently accurate and recent value
- the determination of whether a value is sufficiently accurate and recent can be made in a variety of ways, such as by using thresholds for recency or uncertainty that can be specified by the context client during the request, by a context server for all values of an attribute or for a specific attribute value, or by the characterization module.
- two or more different context servers may supply to the characterization module their own distinct values for a single attribute.
- a first context server can supply a value for a user.location attribute based on data received from a global positioning system device
- a second context server can supply a value for the user.location attribute based on data received from an indoor positioning device.
- the first and second context servers could use the same input information when determining the value for a single attribute, but could use different methods to perform the determining and could thus arrive at different values.
- each of the context servers is said to supply values for a separate "instance" of the attribute.
- the characterization module preferably provides a variety of different approaches, called “mediators,” for deternnning what attiibute value to provide when a context client requests a value for an attribute that has more than one instance.
- the characterization module performs similar processing to that described above.
- the characterization module can maintain a unique cached value for each attribute instance. If the characterization module receives a request for a value of a particular attribute instance, the request is handled as discussed above. If the characterization module instead receives a attribute value request for an attribute with multiple instances and the request does not specify a particular instance, the characterization module checks the accuracy of each cached attribute instance and requests an updated value for any instance with a value that is not sufficiently accurate. If multiple sufficiently accurate values are available, the characterization module produces a mediated value that is returned to the context client.
- the mediator to be used for the mediation can be selected in a variety of ways, such as being a default mediator of the characterization module, being requested by a context client, being specified by one or more of the context servers, or being chosen by the characterization module.
- a context client may receive an attribute value only after an explicit request, while in other embodiments a context client may be forwarded attribute values without a request (e.g., if the client had previously expressed an interest in receiving values for the attribute and a value has just become available).
- context servers may supply attribute values only when requested, while in other embodiments the context servers may supply attribute values without a request (e.g., if sensor input information is received from which a new value is produced).
- Request-based processing is a type of "pull" data flow model, and some forms of processing that occur without explicit requests are referred to as a "push" or "event-driven” data flow model.
- context servers and context clients perform various interactions with the characterization module (e.g., supplying attribute values and requests) by calling functions provided by the characterization module (e.g., via Component Object Module interfaces). These functions are said to collectively comprise an "application programming interface" (or "API") to the characterization module. In alternate embodiments, such interactions can be performed using other mechanisms, such as passing messages or objects.
- API application programming interface
- Those skilled in the art will appreciate that an API can be created to support a pull data model, a push data model, or a hybrid system including both push and pull functionality.
- each executing context server may register with the characterization module by calling a RegisterContextServer function and supplying parameters to identify itself. If a particular context server is not executing, a context client that desires a value of an attribute or attribute instance supplied by the context server may cause the context server to be launched by using a LaunchContextServer function. After registration, a context server may indicate an ability to supply values for an attribute to the characterization module by using a CreateAttributelnstance function. A particular context server can provide values for a number of different attributes by calling the CreateAttributelnstance function multiple times.
- a context client may call a RegisterContextClient function in order to identify itself and one or more attributes whose values it seeks to consume.
- a context client may also call a EnumerateAttributes function to obtain a list of the attributes available from the characterization module.
- a context client may call a GetAttribute function and use parameters to identify the attribute and any attribute processing that should be applied, such as a specific mediator to be used if values are available for multiple instances of the attribute. For attributes that have multiple instances in the characterization module, a
- context client may also call a GetAllAttributelnstances function to obtain a value for each instance of the attribute.
- a context client may call a CompleteContextServerEvaluation function.
- a context client or other program may call a GetCharacterizationModuleAttribute function.
- a context client that consumes a particular attribute value may also create a condition in the characterization module (not to be confused with the current modeled condition of the user or the environment that is represented by various attribute values) for testing that attribute by calling a CreateCondition function.
- a context client Once a context client has created a condition, it can evaluate the condition by calling an EvaluateCondition function using parameters to identify the condition, and may also proceed to create a condition monitor that monitors the condition and notifies the context server when the condition is satisfied by calling a CreateConditionMonitor function.
- a context server may call a StopConditionMonitor function, and to resume its operation, may call a StartConditionMonitor function.
- the context server may remove a condition monitor that it created by calling a RemoveConditionMonitor function and, correspondingly, may remove a condition that it created by calling a RemoveCondition function.
- a context client may unregister with the characterization module by calling an UnregisterContextClient function.
- a context server may similarly remove attribute instances that it has registered by calling a RemoveAttributelnstance function. Before it does, however, it may first call a CheckAttributelnstanceDependencies function to determine whether any context clients currently depend upon that attribute instance.
- a context server may unregister with the characterization module by calling an UnregisterContextServer function.
- attribute value information in a more permanent fashion than a temporary cache.
- the characterization module may be useful for the characterization module to keep a log of all attribute values received and sent, or of all interactions with context clients and context servers.
- Figure 1 illustrates an embodiment of the characterization module which executes on a general-purpose body-mounted wearable
- the computer 120 worn by user 110.
- Many wearable computers are designed to act as constant companions and intelligent assistants to a user, and are often strapped to a user's body or mounted in a holster.
- the computer system may also be incorporated in the user's clothing, be implanted in the user, follow the user, or otherwise remain in the user's presence.
- the user is human, but in additional preferred embodiments, the user may be an animal, a robot, a car, a bus, or another entity whose context is to be modeled. Indeed, the computer system may have no identifiable user, but rather operate as an independent probe, modeling and/or reporting on the context in an arbitrary location.
- the wearable computer 120 has a variety of user-worn user input devices including a microphone 124, a hand-held flat panel display 130 with character recognition capabilities, and various other user input devices 122.
- the computer has a variety of user-worn output devices that include the hand-held flat panel display, an earpiece speaker 132, an eyeglass-mounted display 134, and a tactile display 136.
- the computer can also receive information from various user sensor input devices 116 and from environment sensor input devices 128, including video camera 121.
- the characterization module can receive and process the various input information received by the computer, either directly or from context servers that process the input information and generate attribute values, and can supply the received information to context clients or directly to the user by presenting the information on the various output devices accessible to the computer.
- computer 120 is accessible to a computer 150 (e.g., by being in line-of-sight wireless proximity or by being reachable via a long-distance communication device such as a cellular phone) which also has a variety of input and output devices.
- a computer 150 e.g., by being in line-of-sight wireless proximity or by being reachable via a long-distance communication device such as a cellular phone
- the computer 150 is non-portable, although the
- body-mounted computer of the user can similarly communicate with a variety of other types of computers, including body-mounted computers of other users.
- the devices from which the non-portable computer can directly receive information include various user input devices 152 and various user sensor input devices 156.
- the non-portable computer can output information directly to a display 160, a speaker 162, an olfactory device 164, and a printer 166.
- the body- mounted computer can communicate with the non-portable computer via a wireless transmission medium.
- the characterization module can receive information from the user input devices 152 and the user sensor devices 156 after the information has been transmitted to the non-portable computer and then to the body-mounted computer.
- the body-mounted computer may be able to directly communicate with the user input devices 152 and the user sensor devices 156, as well as with other various remote environment sensor input devices 158, without the intervention of the non-portable computer 150.
- the body-mounted computer may be able to supply output information to the display 160, the speaker 162, the olfactory device 164, and the printer 166, either directly or via the non-portable computer, and directly to the telephone 168.
- attribute values of the characterization module can be updated to reflect that the remote devices are not currently available.
- the characterization module or an application such as a context server (not shown) executing on the computer 120 to monitor the user and the environment, and to maintain a model (not shown) of the current context.
- the model may be represented in a single location (e.g., the current cached values of all of the context attributes and attribute instances), while in other embodiments the model may be
- a model of the current context can include a variety of context attributes that represent information about the user, the computer, and the user's environment at varying levels of abstraction.
- information about the user at a low level of abstraction can include raw physiological data (e.g., heart rate and EKG) and geographic information (e.g., location and speed), while higher levels of abstraction may attempt to characterize or predict the user's physical activity (e.g., jogging or talking on a phone), emotional state (e.g., angry or puzzled), desired output behavior for different types of information (e.g., to present private family information so that it is perceivable only to myself and my family members), and cognitive load (i.e., the amount of attention required for the user's current activities).
- raw physiological data e.g., heart rate and EKG
- geographic information e.g., location and speed
- higher levels of abstraction may attempt to characterize or predict the user's physical activity (e.g., jogging or talking on a phone), emotional state (
- the model can similarly hold environment information at a low level of abstraction, such as air temperature or raw data from a motion sensor, or at higher levels of abstraction, such as the number and identities of nearby people, objects, user mood, and locations.
- the model of the current context can include information added explicitly from other sources (e.g., application programs), as well as user-specified or system-learned defaults and preference information.
- computer systems 120 and 150 are merely illustrative and are not intended to limit the scope of the present invention.
- the computer systems may contain additional components or may lack some illustrated components.
- the characterization module could be implemented on the non-portable computer, with the body-mounted computer replaced by a thin computer client such as a transmitter/receiver for relaying information between the
- the body-mounted computer may be connected to one or more networks of other devices through wired or wireless communication means (e.g., wireless RF, a cellular phone or modem, infrared, physical cable, a docking station, etc.), either with or without support from other computers such as the computer 150.
- wired or wireless communication means e.g., wireless RF, a cellular phone or modem, infrared, physical cable, a docking station, etc.
- the body-mounted computer of a user can make use of output devices in a smart room, such as a television and stereo when the user is at home, if the body-mounted computer is able to transmit information to those devices via a wireless medium or if a cabled or docking mechanism is available.
- kiosks or other information devices can be installed at various locations (e.g., in airports or at tourist spots) to transmit relevant information to body-mounted computers within the range of the information device.
- Those skilled in the art will also appreciate that specialized versions of the body-mounted computer, characterization module, context clients and/or context servers can be created for a variety of purposes.
- FIG. 2 illustrates an exemplary computer system 200 on which an embodiment of the characterization module is executing.
- the computer includes a memory 230, a CPU 210, a persistent storage device 250 such as a hard drive, and input/output devices including a microphone 222, a video camera 223, a computer-readable media drive 224 (e.g., a CD-ROM drive), a visual display 225, a speaker 226, and other devices 228.
- the memory preferably includes the characterization module 231, as well as information reflecting the current state of the characterization module (characterization module state) 232.
- the memory further contains software modules 233, 234, and 237 that consume attribute values and are therefore context clients, and software modules 235, 236, and 237 which provide attribute values and are therefore context servers.
- While items 231-237 are preferably stored in memory while being used, those skilled in the art will appreciate that these items, or portions of them, can be transferred between memory and the persistent storage device for purposes of memory management and data integrity. Alternately, in other embodiments some or all of the software modules may execute in memory on another device, and communicate with the characterization module via inter-computer communication.
- a pre-defined set of attributes are available for use by context servers and context clients. This allows a common meaning to be shared between context clients and context servers as to those attributes and their values, and can also allow a context client to request a pre-defined attribute without having to dete ⁇ nine whether the attribute has been created by a context server supplying values for the attribute.
- a plain-language, hierarchical, taxonometric attribute nomenclature is used to name attributes, such as the example attribute nomenclature illustrated in Figure 15.
- the names within the nomenclature are preferably specific so that there is no ambiguity as to what they represent, and the ability to extend the nomenclature by adding new attribute names that conform to the hierarchical taxonomy of the nomenclature is preferably supported.
- the nomenclature preferably has attribute names relating to a variety of aspects of the user.
- the nomenclature preferably has a variety of types of attribute names, including: attribute names relating to the user's location, such as user.location.latitude, user.location.building, and user.location. street; attribute names relating to the user's movement, such as user. speed and user. direction; attribute names for various user moods, such as user.mood.happiness, user.mood. anger, and user.mood. confusion; attribute names for user activities, such as user, activity, driving, user, activity, eating, and
- attribute names for aspects of the local environment such as environment.local.temperature and environment.local.ambient_noise_level
- attribute names for remote environments such as environment.place.chicago.time and environment.place.san_diego.temperature
- attribute names relating to a future context such as those that predict or estimate a situation (e.g., environment.local.next_ week.temperature)
- attribute names relating to specific applications such as an email application (e.g., application.mail. available, application.mail.new_messages_waiting, and application.mail.messages_waiting_to_be_ sent); etc.
- the attribute nomenclature used by the facility provides effective names for attributes relating to the user, the computer system, and the environment. Additional attributes are illustrated in Figure 15, and Figure 16 illustrates an alternate hierarchical taxonomy related to context, such that various attributes could be added for each of the illustrated categories. Those skilled in the art will appreciate that for both Figure 15 and Figure 16, other categories and attributes could be added and existing categories and attributes could be removed or could have alternate names.
- Figure 3 is a data flow diagram showing a sample exchange of attributes performed by the characterization module.
- the diagram shows characterization module 300, as well as five other software
- context server 330 are said to be context servers, in that they provide attribute values to the characterization module.
- context server 330 provides values for a user.in_region attribute 331.
- context servers may provide values for more than one attribute.
- context server 320 provides values for a user.location attribute 321 and an user. elevation attribute 322.
- values for a single attribute may be provided by more than one context server.
- context server 310 provides values for user.location attribute 311, while context server 320 provides values for user.location attribute 321.
- Attributes 311 and 321 will be represented by the characterization module as multiple instances of a single user.location attribute.
- the characterization module preferably provides functionality for mediating between these two separate instances when the value of the user.location attribute is requested by a context client.
- Software modules 330, 340, and 350 are said to be context clients because they consume attribute values.
- context client 340 consumes user.location attribute 341 values.
- certain software modules may act both as a context server and as a context client.
- software module 330 is both a context server and a context client, as it provides values for the user.in egion attribute
- context client 350 consumes values for both user.injregion attribute 351 and user. elevation attribute 352.
- any of the context clients may request that the characterization module enumerate the available attributes. In response to such a request, the characterization module would enumerate the user.location attribute, the user. elevation attribute, and the user.in_region attribute.
- FIG. 19 Figure 4 is a data structure diagram showing an example context server table used to maintain a portion of the state of the characterization module.
- Each row of the table corresponds to a registered context server.
- Each row contains a context server name field 411 containing the name of the context server, a version field 412 identifying the version of the context server, an installation date 413 identifying the date on which the context server was installed on the computer system, a filename 414 identifying a primary file in the file system representing the context server, and a request handler field 415 containing a reference to a request handler function on the context server that may be called by the characterization module to send messages to the context server (e.g., a request evaluation of one or all of the attributes provided by the context server).
- Other versions of the context server table may lack some of the illustrated fields (e.g., the version field), or may contain additional fields (e.g., a registered attributes field that contains the names of all of the attributes for which the context server is currently registered to supply values).
- Figure 5 is a data structure diagram showing an example attribute instance table used to maintain a portion of the state of the characterization module.
- the attribute instance table contains a row for each attribute or attribute instance for which a context server is currently registered to supply values.
- Each of these rows contains the following fields: an attribute name field 511 containing the name of the attribute, a context server name field 512 identifying the context server that created the attribute instance, a value field 513 containing the value of the attribute last provided by the context server, and uncertainty field 514 identifying the level of uncertainty of the value, a timestamp 515 indicating the time at which the value is effective, a units field 516 identifying the units for the value and the uncertainty, and an indication 517 of the number of context clients consuming values for the attribute
- row 501 indicates that an instance of the user.location attribute from the gps context server has a multi-part value of 47° 36.73' N and 122° 18.43' W degrees and minutes, in alternate embodiments multi-part values may not be used, such as instead having two attributes to represent this context element (e.g., user.location.latitude and user.location.longirude).
- field 517 indicates the number of context clients consuming values for an attribute, in alternate embodiments this number could be dynamically calculated rather than being stored (e.g., by using the attribute request table discussed below), or an identifier for each context client could instead be stored rather than merely a number.
- versions of the attribute instance table may lack some of the illustrated fields, such as the units field if all the instances of an attribute are restricted to having the same units and if such common information about all the attribute instances is stored elsewhere.
- some versions of the attribute instance table could include additional information, such as a separate row for each attribute with multiple instances that contains common information about all of instances, and additional fields such as a context client field that contains the name of each context client registered to receive values for the attribute or instance of that row.
- Other versions of the attribute instance table could include other additional fields such as an optional specified context client field so that the context server can indicate one or more context clients that are able to receive values for the attribute (e.g., a list of authorized clients).
- Figure 6 is a data structure diagram showing an example context client table used to maintain a portion of the state of the characterization module. Each row corresponds to a registered context client, and contains a context client name field 611 identifying the name of the registered context client as well as a message handler field 612 containing the reference to a message handler provided by the context
- context client table may lack some of the illustrated fields, or may contain additional fields (e.g., a registered attributes field that contains the names of all of the attributes for which the context server is currently registered to receive values).
- Figure 7 is a data structure diagram showing updated contents of the attribute instance table illustrated in Figure 5. It can be seen that, in response to registration of a location nap context client consuming values for the user.injregion attribute, the characterization module has incremented the number of context clients consuming the user.in_region attribute from 0 to 1.
- Figure 14 is a data structure diagram showing an example attribute request table used to maintain a portion of the state of the characterization module.
- the attribute request table contains a row for each attribute for which a context client is currently registered to receive values. Each of these rows contains the following fields: an attribute name field 1411 containing the name of the attribute, and a context client name field 1412 identifying the context client that registered a request to receive values for the attribute.
- a context client can request values for an attribute without specifying a particular instance, as in row 1401, or can instead request values for a specific attribute instance, as in row 1403.
- Other versions of the attribute request table may lack some of the illustrated fields, or may contain additional fields such as an optional field to specify one or more particular context servers that can supply the values for the attribute (e.g., a list of authorized context servers).
- FIG 8 is a flow diagram of one embodiment of the GetAttribute function.
- step 801 if the requested attribute exists, then the facility continues in step 803, else the facility continues in step 802 to return an "attribute not found" error.
- step 803 if a single instance of the attribute was requested, then the facility continues in step 804, else
- step 804 if the requested instance exists, then the facility continues in step 806, else the facility continues in step 805 to return an "attribute instance not found" error.
- step 806 if the age criterion specified for the attribute request is satisfied, then the facility continues in step 807 to return the requested attribute instance, else the facility continues in step 808 to "freshen" the attribute instance by calling the appropriate context server's request handler to request evaluation of the attribute instance.
- step 809 if the age criterion is satisfied by the freshened attribute instance, then the facility continues in step 807 to return the freshened attribute instance, else the facility continues in step 810 to return the freshened attribute instance with an "age not satisfied" error.
- step 811 where a single attribute instance was not requested, if any registered instances of the attribute satisfy the age criterion, then the facility continues in step 816, else the facility continues in step 812.
- step 812 the facility freshens all registered instances of the requested attribute.
- step 813 if any of the attributes freshened in step 812 satisfy the age criterion, then the facility continues in step 816, else the facility continues in step 814.
- step 814 the facility applies the requested attribute mediator to select one instance, or otherwise derive a value from the registered instances.
- step 815 the facility returns the instance with an "age not satisfied" error.
- step 816 where one or more instances satisfy the age criterion, if more than one instance satisfies the age criterion, then the facility continues in step 817, else the facility continues in step 807 to return the attribute instance that satisfies the age criterion.
- step 817 the facility applies the requested attribute mediator to select one instance from among the instances that satisfy the age criterion, or to otherwise derive a value from the instances that satisfy the age criterion. After step 817, the facility continues in step 807 to return the value produced by the mediator.
- Figure 9 is a data structure diagram showing updated contents of the attribute instance table illustrated in Figure 7. It can be seen in attribute instance table 900 that, upon reevaluation by the ips context server of its instance of the user. elevation attribute, the characterization module replaced the former contents of the value, uncertainty and timestamp fields of row 903 with the values resulting from the reevaluation.
- Figure 10 is a data structure diagram showing an example condition table that contains a portion of the state of the characterization module.
- Condition table 1000 has a row for each condition created by a context client.
- Row 1001 contains a condition name field 1011 containing the name of the condition, a context client name 1012 identifying the context client that created the condition, a first logical parameter field 1013 and a second logical parameter field 1014 identifying attributes or conditions that are to be compared, a comparison value 1015 that specifies a value to which an attribute listed in the first logical parameter is compared if no second logical parameter is listed, and a logical operator 1016 identifying the logical operator to be applied in the comparison.
- Figure 11 is a data structure diagram showing an example condition monitor table that maintains a portion of the state of the characterization module.
- Condition monitor table 1100 has a row 1101 corresponding to a condition and containing each of the following fields: a condition monitor name field 1111 containing the name of the condition monitor; a context client name field 1112 containing the name of the context client that created the condition monitor; a condition name field 1113 that contains the name of the condition monitored by the condition monitor; a behavior field 1114 that indicates whether the condition monitor is triggered when the condition becomes true, when it becomes false, or when it changes value in either direction; a frequency field 1115
- condition monitors can be used in a variety of ways. For example, when a context client is notified via the triggering of the trigger handler function that the value has changed, the context client can then retrieve the new value.
- Figure 12 is a data structure diagram showing updated contents of the condition monitor table illustrated in Figure 11. It can be seen from stop field 1218 of row 1201 in condition monitor table 1200 that the region_analysis context client has stopped, or suspended the operation of, the region_boundary_cross condition monitor, perhaps in response to the observation that the user is now asleep and his or her location will remain constant.
- the facility is described as being implemented using a characterization module that is called by context servers and context clients, that caches attribute values, and that maintains status information about the operation of context servers and context clients.
- a characterization module that is called by context servers and context clients, that caches attribute values, and that maintains status information about the operation of context servers and context clients.
- the facility operates without the use of such a characterization module.
- context servers communicate directly with context clients.
- Figure 13 is a data flow diagram showing the operation of the facility without a characterization module. It can be seen in Figure 13 that context servers 1310, 1320, and 1330 provide attributes directly to context clients 1330, 1340, and 1350. For example, it can be seen that context server 1320 provides a user. elevation attribute 1322 directly to context client 1350. In this embodiment, the context client may itself
- context clients may themselves interrogate context servers for an enumeration of their attributes, and mediate between attribute instances provided by different context servers.
- context client 1340 may mediate between the instance 1311 of the user.location attribute provided by context server 1310 and the instance 1321 of the user.location attribute provided by context server 1320.
- the facility may operate with a partial characterization module.
- a partial characterization module may include various combinations of the functionalities of routing communication between context servers and the context clients that consume their attribute values, caching attribute values, enumerating available attributes, and providing attribute mediation.
- the facility may provide a characterization module that implements a "push" information flow model in which, each time an attribute value provided by a context server changes, the new value is automatically provided to context clients.
- the facility provides a characterization module that implements a "pull" information flow model, in which attribute values are only obtained by the characterization module from the context servers when they are requested by a context client.
- characterization modules are provided that support a variety of other information flow models.
- Figure 17 is a flow diagram of an embodiment of the Characterization Module routine 1700.
- the routine receives messages from context clients (CCs) and from context servers (CSes), as well as instructions from users, and processes the messages or instructions.
- CCs context clients
- CSes context servers
- a CM could wait to execute code that would provide functionality until the functionality was requested, such as by
- the routine begins in step 1705, where the characterization module (CM) performs various startup operations (e.g., setting up tables in which to temporarily cache state information, retrieving previous state information, launching CSes or CCs that have previously registered with the CM, etc.).
- the routine then continues to step 1710 to determine if the newly started CM is to take the place of another previously executing CM (e.g., based on a user indication when the new CM was started). If so, the routine continues to step 1715 to swap places with the other executing CM.
- CM characterization module
- One method of executing a swap that would be transparent to the CCs and CSes interacting with the other CM would be to request the other CM to transfer all of its current state information to the new CM (e.g., registrations of CCs, CSes, and attributes, conditions and notification requests, cached values for attributes and attribute properties, etc.), to then update the other CCs and CSes so that the messages they previously sent to the other CM will now be sent to the new CM, and to then have the other CM shutdown.
- the new CM e.g., registrations of CCs, CSes, and attributes, conditions and notification requests, cached values for attributes and attribute properties, etc.
- step 1715 the routine continues to step 1720 to receive an indication from a user or a message from a CC or CS.
- the routine then continues to step 1725 where it performs the Notification Processing subroutine to notify any CCs or CSes about the received message or user indication if appropriate.
- CCs and CSes can submit notification requests so that they will be notified by the CM upon a particular type of occurrence.
- Such notification requests could include occurrences such as when an attribute value changes, when a particular CC or CS registers or unregisters, when values for an attribute become available or unavailable (e.g., due to registration or unregistration), when a CC registers or unregisters to receive values for an attribute, when the availability of particular
- the notification requests can be created based not only on explicit requests, but also after the occurrence of a particular type of event (e.g., if a CC requests a value for an attribute for which no CSes are currently supplying values, a notification request could be automatically created to alert the CC if a CS later registers to supply values for the attribute).
- additional information about the notification requests can be supplied (e.g., a number of times that the submitter wants to receive notifications for the request, or an expiration date after which the notification will be removed or become inactive).
- step 1725 the routine continues to step 1730 to determine if a registration or unregistration message was received. If so, the routine continues to step 1735 to execute the Dynamically Specify Available Clients, Servers, and Attributes subroutine.
- CCs and CSes can register and unregister dynamically as they become available or unavailable, and can similarly modify the status of the attributes that they have registered with the CM. If a registration or unregistration message was not received in step 1730, the routine instead continues to step 1740 to determine if an attribute value or a request for an attribute value has been received from a CC or CS. If so, the routine continues to step 1745 to execute the Process Attribute Value Or Value Request Message subroutine.
- This subroutine will satisfy requests for attribute values if possible (e.g., by supplying a cached value or requesting one or more CSes to supply the value) and will return the requested value or an error message. Similarly, when attribute values are pushed to the CM from a CS, the CM will send the values if appropriate to CCs that have registered an interest in receiving values for the attribute.
- step 1740 determines if a request has been received to establish or modify a condition that monitors attribute values or other conditions, or to establish or modify a condition monitor. If so, the routine continues to step 1755 to process the request.
- conditions and condition monitors can be created, removed, and have their operation suspended (e.g., by deactivating them) or resumed (e.g., by activating them).
- step 1750 the routine continues instead to step 1760 to determine if a message related to one or more other executing CMs has been received, and if so continues to step 1765 to process the message by executing the Process Distributed Characterization Module Message subroutine. Characterization modules can interact for a variety of reasons, as explained in greater detail below. If a message related to another CM has not been received, the routine continues instead to step 1770 to determine if a request has been received to establish or modify a notification request. If so, the routine continues to step 1775 to process the notification-related request.
- step 1780 dete ⁇ nine if a shutdown message was received (e.g., from a user). If so, the routine continues to step 1790 to perform shutdown operations (e.g., notifying all registered CCs and CSes to unregister, or saving current state information), and then continues to step 1795 and ends. If it was instead determined that a shutdown message was not received, the routine continues to step 1782 to determine if another supported operation has been requested. If so, the routine continues to step 1784 to perform the other operation, and if not the routine continues to step 1786 to send an error message to the requester. For example, other types of operations may be a request to receive CCs and CSes to unregister, or saving current state information.
- step 1782 determine if another supported operation has been requested. If so, the routine continues to step 1784 to perform the other operation, and if not the routine continues to step 1786 to send an error message to the requester.
- other types of operations may be a request to receive
- any CC or CS may need to satisfy security requirements (e.g., by verifying their identity as an authorized module) before being allowed to request information or functionality from the CM or to provide information to the CM.
- Figure 18 is a flow diagram of an embodiment of the Notification Processing subroutine 1725.
- the subroutine examines the message or user indication received by the CM, determines whether any active notification requests are satisfied by the type of message or indication or by information contained in the message or indication, and notifies the submitters of any such requests when the requests are satisfied.
- the subroutine begins in step 1805 where it receives an indication of the message or user indication received by the CM.
- the subroutine continues to step 1810 to compare the received message or user indication to the notification requests that are currently stored and active.
- the subroutine then continues to step 1815 to retrieve any additional information that may be needed to determine if a notification request has been satisfied (e.g., a previous value for an attribute to determine how the attribute value has changed).
- step 1820 determines if any of the notification requests have been satisfied. If not, the subroutine continues to step 1895 and returns, but if so the subroutine continues to step 1825 to select the next satisfied notification request, beginning with the first. The subroutine then continues to step 1830 to send a notification to the supplier of the request that the request was satisfied, and can include additional information about the occurrence that satisfied the request. The subroutine then continues step 1835 to dete ⁇ nine whether the notification request should be removed (e.g., if it was defined as a one-time request, or has expired).
- step 1840 the subroutine continues to step 1840 to remove the request, and if not the subroutine continues to step 1845 to determine if the notification request should be deactivated for the current time (e.g., so that a similar occurrence can be monitored at a later time).
- step 1855 the subroutine continues to step 1855 to dete ⁇ nine if there are more satisfied notification requests. If so, the subroutine returns to step 1825, and if not the subroutine continues to step 1895 and returns.
- the subroutine could periodically check the various stored notification requests (e.g., as a background process) to determine if their status should be modified (e.g., activated, deactivated, or removed).
- FIG 19 is a flow diagram of an embodiment of the Dynamically Specify Available Clients, Servers, and Attributes subroutine 1735.
- the subroutine receives registration or unregistration requests for CCs, CSes, and/or attributes, and satisfies the requests as appropriate.
- the subroutine begins in step 1905 where it receives a registration or unregistration message.
- the subroutine continues to step 1910 to determine if security authorization is needed (e.g., for any CC or CS, or for CCs and CSes executing on a different computer from the CM). If so, the subroutine continues to step 1915 to dete ⁇ nine if the security
- step 1920 authorization has been satisfied (e.g., by the submitter of the message supplying a password or a verified digital signature). It is determined in step 1920 that the security authorization has not been satisfied, the subroutine continues to step 1925 where it sends an error message to the submitter. However, if it is instead determined that the security standard has been satisfied, or if security authorization was not needed in step 1910, the subroutme continues to step 1930 to determine the type of the registration or unregistration message.
- step 1940 determines if the message is to register the CC. If so, the subroutine continues to step 1941 to register the new client if possible (e.g., if all necessary information has been provided and there is not another registered CC with the same unique identifier). If it is determined in step 1942 that an error occurred during the registration attempt, the subroutine continues to step 1944 to send an error message to the submitter. If no error occurred, the subroutine instead continues to step 1946 to dete ⁇ nine if the registration request includes one or more attributes of interest to be registered for the client. If so, the subroutine continues to step 1982 to register those attributes.
- step 1940 If it was instead determined in step 1940 that the received message was not to register the client, the subroutine continues to step 1948 to determine if the message was to unregister the client. If so, the subroutine continues to step 1950 to unregister the client, and then continues to step 1952 to determine if any registered attributes remain for the client. If so, the subroutine continues to step 1994 to unregister each of those attributes.
- step 1930 If it was instead determined in step 1930 that the received message was related to a CS, the subroutine continues to step 1960 to determine whether the message is to register the CS. If so, the subroutine continues to step 1961 to register the new server if possible. It is determined in step 1962 that an e ⁇ or occu ⁇ ed during the registration
- the subroutine continues to step 1964 to send an e ⁇ or message to the submitter. If no e ⁇ or occu ⁇ ed, however, the subroutine instead continues to step 1966 to determine if the registration request includes one or more attributes to register for which the server is available to supply values. If so, the subroutine continues to step 1982 to register those attributes. If it was instead determined in step 1960 that the received message was not to register the CS, the subroutine continues to step 1968 to determine if the message was to unregister the server. If so, the subroutine continues to step 1970 to unregister the server, and then continues to step 1972 to dete ⁇ nine if any registered attributes remain for the server. If so, the subroutine continues to step 1994 to unregister those attributes.
- step 1980 determines whether the message is to register those attributes. If so, the subroutine continues to step 1982 to select the next attribute, beginning with the first. The subroutine then continues to step 1984 to determine if at least one instance of the attribute is cu ⁇ ently registered. If so, the subroutine continues to step 1986 to register a new instance of the attribute, and if not the subroutine continues to step 1988 to register the first instance for the attribute. After steps 1986 or 1988, the subroutine continues to step 1990 to determine if there are more attributes to be registered, and if so returns to step 1982. If it is instead determined in step 1980 that the received message was not to register the attributes, the subroutine continues to step 1992 to dete ⁇ nine if the message was to unregister the attributes, and if so continues to step
- CCs, CSes or attributes e.g., various properties for the attribute.
- Figure 20 is a flow diagram of an embodiment of the Process Distributed Characterization Module Message subroutine 1765.
- the subroutine receives information from another CM or an instruction about another CM, and processes the information or instruction as appropriate.
- the subroutine begins in step 2005 where it receives an indication of the received information or instruction.
- the subroutine then continues to step 2010 to determine if security authorization is needed. If so, the subroutine continues to step 2012 to determine if the security has satisfied. It is determined at step 2014 that the security authorization has not been satisfied, the subroutine continues to step 2016 to send an e ⁇ or message to the submitter. If it is instead determined that the security authorization has been satisfied or was not needed in step 2010, the subroutine continues to step 2018 to determine whether information from another CM has been received.
- step 2018 If it is determined in step 2018 that an instruction about another CM has been received, the subroutine continues to step 2020 to determine if the instruction is to register or unregister as a CC or CS of the other CM. If so, the subroutine continues to step 2022 to rename any attributes in the request if necessary. For example, if a current CM 1 wants information about an attribute user.mood.happiness for its own user from another CM 2, CM 1 will have to modify the name of the attribute (e.g., to CM 1. user.mood.happiness) it requests since CM 2's attribute user.mood.happiness will refer to the user of CM 2.
- step 2020 determines the instruction is to register or unregister as a CC or CS of the other CM. If so, the subroutine continues to step 2022 to rename any attributes in the request if necessary. For example, if a current CM 1 wants information about an attribute user.mood.happiness
- step 2022 the subroutine then continues to step 2024 to send a request to the other CM to reflect the
- step 2026 determines whether the instruction is to send an attribute value or an attribute value request to the other CM. If so, the subroutine continues to step 2028 to rename any attributes in the request if necessary, and then continues to step 2030 to determine whether a request or an attribute value is being sent. If an attribute value is being sent, the subroutine sends the value to the other CM in step 2032, and if a request is being sent the subroutine sends the request in step 2034. After step 2034, the subroutine continues to step 2036 to receive the requested value or an e ⁇ or message, and if the value is received rather than an e ⁇ or message, the subroutine sends the received value to the requester at step 2038.
- step 2026 the subroutine continues to step 2040 to determine if a group-wide attribute is to be modeled (e.g., troop morale for a group of soldiers that would require information for many or all of the soldiers). If so, the subroutine continues to step 2042 to request attribute values from the other CMs that are needed for the modeling, and then continues to step 2044 to receive the requested values or e ⁇ or messages. If the necessary values are received to perform the modeling, in step 2046 the subroutine determines the value of the group-wide attribute and in step 2048 sends the value to the requester. In alternate embodiments, any such modeling of attributes may be performed only by CSes, with the CM merely requesting values from other CMs as instructed and supplying the received values to the appropriate CS.
- a group-wide attribute e.g., troop morale for a group of soldiers that would require information for many or all of the soldiers.
- step 2040 If it is instead determined in step 2040 that the received instruction is not to model a group-wide attribute, the subroutine
- step 2050 determines if the instruction is to aggregate information from subordinate CMs (e.g., in a hierarchical organization such as a business or the military, the hierarchy of users can be reflected in a hierarchy of their CMs) or specialized CMs (e.g., a CM specialized to monitor a user's health and to detect health problems). If so, the subroutine continues to step 2052 to request the information from the other CMs as needed, and continues to step 2054 to receive the requested information or e ⁇ or messages. If the necessary information is received, in step 2056 the subroutine aggregates the information, and in step 2058 sends the aggregated information to the requester. In alternate embodiments, any such aggregating of information may be performed only by CSes, with the CM merely requesting information from other CMs as instructed and supplying the received values to the appropriate CS.
- subordinate CMs e.g., in a hierarchical organization such as a business or the military, the hierarchy of users can
- step 2050 the subroutine continues to step 2050 to aggregate information. If it is instead determined in step 2050 that the received instruction is not to aggregate information, the subroutine continues to step 2060 to determine if the received instruction is to use the processing capabilities of another computer or CM. If so, the subroutine continues to step 2062 to request the other computer or CM to perform an indicated task. The subroutine then continues to step 2064 where it receives the results of the task, and uses those results as if the task have been performed locally. If it is instead determined in step 2060 that the received instruction is not to use the processing abilities of another computer, the subroutine continues to step 2065 to determine if the received instruction is to send information to a module such as a thin client.
- a module such as a thin client.
- step 2067 the subroutine continues to step 2067 to send the indicated information (e.g., from a CC), and if not the subroutine continues to step 2069 to perform another task as indicated.
- the subroutine continues to step 2067 to send the indicated information (e.g., from a CC), and if not the subroutine continues to step 2069 to perform another task as indicated.
- the indicated information e.g., from a CC
- step 2069 the subroutine continues to step 2069 to perform another task as indicated.
- other types of tasks could be to instruct another CM to swap itself out or to modify its
- step 2070 determines if a registration or unregistration request has been received. If so, the subroutine continues to step 2071 to rename any attributes if necessary, and then continues to step 2072 to resubmit the request as if from a CC or a CS using the renamed attributes. If the information was not a registration or unregistration request, the subroutine continues to step 2073 to dete ⁇ nine if an attribute value or an attribute value request has been received. If so, the subroutine continues to step
- step 2075 determines whether an attribute value or an attribute value request has been received. If an attribute value has been received, the subroutine continues to step 2076 where it resubmits the value as being from a CS, and if not the subroutine continues to step 2077 where it resubmits the attribute value request as being from a CC. After step 2077, the subroutine continues to step 2078 where it receives the requested value or an e ⁇ or message, and in step 2079 sends the received value to the requesting CM if an e ⁇ or message was not received.
- step 2073 If it was instead determined in step 2073 that an attribute value or attribute value request was not received, the subroutine continues to step 2080 to determine if the received information was an indication to modify the internal state of the CM. If so, the subroutine continues to step 2081 where it modifies the state as indicated. If the received instruction was not to modify the internal state, the subroutine continues to step 2082 to determine if the request is to swap the CM out to be replaced by the other requesting CM. If so, the subroutine continues to step 2084 to send the cu ⁇ ent state information from the CM to the requesting CM. In addition, the CM could perform other tasks if
- step 2086 to wait for an indication from the other CM to exit, and after receiving the indication, submits a shutdown request in step 2088. If the received instruction was not to swap out, the subroutine continues to step 2090 to perform the other task as indicated if appropriate.
- steps 2016, 2024, 2032, 2038, 2048, 2058, 2064, 2067, 2069, 2072, 2076, 2079, 2081, 2088, or 2090 the subroutine continues to step 2095 and returns.
- Figure 21 is a flow diagram of an embodiment of the Process Attribute Value Or Value Request Message subroutine 1745, as illustrated in the accompanying figure and described elsewhere.
- the subroutine receives an indication of an attribute value or a request for an attribute value, and processes the value or request as appropriate (e.g., pulling values from servers when needed to satisfy requests and pushing received values to clients when appropriate).
- the subroutine begins at step 2105 where it receives an indication of an attribute value or a request for an attribute value.
- the subroutine then continues to step 2110 to dete ⁇ nine if an attribute value or a request was received.
- step 2120 the subroutine continues to step 2120 to execute the Process Received Attribute Value subroutine, such as to store the value and to process additional associated information received about the value.
- the subroutine next continues in the illustrated embodiment to push the received value or a related value to clients as appropriate.
- Such values may merely be cached or otherwise stored until requested by a client. Alternately, even if received values are not generally pushed to clients, in other embodiments such values could be
- the subroutine continues to step 2122 to determine whether there are any previously specified requests or indications of interest related to the received value that would cause the received value or a related value to be pushed to one or more clients. If it is determined in step 2125 that there are any such requests or indications, the subroutine continues to step 2130 to determine if there are multiple attribute instance values available that meet the appropriate criteria (if any are specified) to satisfy the requests or indications. For example, a default or specified threshold for the freshness of values could be used as a criteria. If there are multiple values, the subroutine continues to step 2132 to execute the Mediate Available Values subroutine and produce a mediated value from the multiple available values, and in step 2134 selects the mediated value produced by the subroutine.
- step 2130 If it was instead determined in step 2130 that there are not multiple attribute instance values available for the received value, the subroutine continues to step 2136 to select the received value. After steps 2134 or 2136, the subroutine continues to step 2138 to select the next request of the identified requests, beginning with the first request. The subroutine then continues to step 2140 to execute the Push Selected Attribute Value To Client subroutine for the selected request, and then continues to step 2142 to determine if there are more identified requests. If so, the subroutine returns to step 2138 to select the next request.
- step 2110 If it was instead determined in step 2110 that a request for a value was received, the subroutine continues to step 2150 to identify all attribute instances that match the request (e.g., that satisfy one or more criteria for the value that are specified with the request). The subroutine then continues to step 2152 to determine if there are any such instances,
- step 2154 to send an e ⁇ or message to the requester.
- the subroutine next pulls cu ⁇ ent values for the identified attribute instances from servers as appropriate.
- Those skilled in the art will appreciate that in other embodiments only those values that have previously been received and stored may be supplied to clients. Alternately, even if cu ⁇ ent values are not generally pulled from servers, in other embodiments such values could be pulled from servers in limited circumstances, such as when explicitly requested by a client.
- step 2152 if it is determined in step 2152 that at least one attribute instance is identified, the subroutine continues to step 2156 to select the next such instance, beginning with the first.
- the subroutine in step 2158 determines if a new value is needed for the selected instance (e.g., the available value does not meet some specified criteria, such as an accuracy threshold specified by the requesting client). If so, the subroutine continues to step 2160 to execute the Pull Attribute Value From Server subroutine.
- step 2162 next waits for a value or e ⁇ or message response from the server, and determines if a value is received. If a value is received, the subroutine then continues to step 2164 to execute the Process Received Attribute Value subroutine.
- step 2164 or if it was determined in step 2158 that the instance does not need a new value or in step 2162 that a new value was received, the subroutine continues to step 2166 to determine if there are more instances identified. If so, the subroutine returns to step 2156 to select the next such instance, and if not continues to step 2168 to determine if there are multiple values now available for the request that meet any relevant criteria. While all identified attribute instance values that match the request are used in the illustrated embodiment, in other embodiments a different or additional selection process for the values could be used. For example, information about the
- various servers that can supply the attribute instance values may be available (e.g., dynamically), and if so only certain of the servers could be selected based on the information with only the values from those servers being used.
- step 2168 If it is determined in step 2168 that there are multiple values available, the subroutine continues to step 2170 to execute the Mediate Available Values subroutine to produce a mediated value from the multiple available values, and in step 2172 sends the produced mediated value and any additional information about the value (e.g., properties, an associated uncertainty value, an indication of the server that produced the value, an indication of the mediator used to produce the value, etc.) to the requester. If it was instead determined in step 2168 that there are not multiple values available, the subroutine continues to step 2174 to determine if a single value is available, and if not continues to step 2178 to send an e ⁇ or message to the requester.
- step 2170 execute the Mediate Available Values subroutine to produce a mediated value from the multiple available values
- step 2172 sends the produced mediated value and any additional information about the value (e.g., properties, an associated uncertainty value, an indication of the server that produced the value, an indication of the mediator used to produce the value, etc.)
- step 2176 the subroutine continues to step 2176 and sends the value and any additional information to the requester. After steps 2154, 2172, 2176 or 2178, or if it was determined in step 2125 that there were no requests identified or in step 2142 that there were no more requests, the subroutine continues to step 2195 and returns.
- Figure 22 is a flow diagram of an embodiment of the Process Received Attribute Value subroutine 2200, as illustrated in the accompanying figure and described elsewhere.
- the subroutine receives an attribute value from a server, stores the value if appropriate (e.g., in a cache or long-term storage), processes additional received information associated with the value if appropriate, and processes any conditions related to the received value.
- the subroutine begins in step 2205 where it receives an indication of a received attribute value.
- the subroutine then continues to step 2210 to determine if the attribute for which the value is received is registered, and if not continues
- step 2215 to send an e ⁇ or message to the server. If it is instead determined in step 2210 that the attribute is registered, the subroutine continues to step 2220 to determine if additional information about the value was received from the server. If so, the subroutine continues to step 2225 to execute the Process Additional Information About Received Value subroutine.
- step 2230 determines whether values for the attribute are being cached or otherwise temporarily stored. If so, the subroutine continues to step 2235 to cache the received value as well as any additional information received.
- the length of time used for caching can vary in a variety of ways, such as based on the type of information or for a particular attribute.
- step 2240 determines if values for the attribute are being stored in a long-term manner (e.g., being logged). If so, the subroutine continues to step 2245 to store the received value as well as any additional information received.
- step 2245 the subroutine continues to step 2250 to determine if the value and/or any additional information about the value triggers any active stored conditions.
- step 2255 if there are any such conditions, the subroutine continues to step 2260 to select the next such condition, beginning with the first.
- step 2265 the subroutine continues to step 2265 to send a message to the entity associated with the condition (e.g., a client that created the condition) to indicate that the condition is satisfied.
- step 2265 the subroutine continues to step 2270 to determine if the condition should now be removed. If so, the subroutine continues to step 2275 to remove the
- step 2280 determines if the condition should now be deactivated. If so, the subroutine continues to step 2285 to deactivate the condition. After steps 2275 or 2285, or if it was instead determined in step 2280 that the condition is not to be deactivated, the subroutine continues to step 2290 to dete ⁇ nine if there are more triggered conditions. If so, the subroutine returns to step 2260 to select the next such condition. After step 2215, or if it was instead determined in step 2255 that there were not any triggered conditions or in step 2290 that there were no more triggered conditions, the subroutine continues to step 2295 and returns.
- attribute values are received by the characterization module from servers either when the characterization module requests a new value from the server or when the server pushes a new value to the characterization module.
- the server may later send updated values for the attribute to the characterization module without a later request from the characterization module, such as if a more accurate or updated value is obtained by the server.
- servers could provide other types of information that could be received and processed by the characterization module.
- a server could provide a variety of types of meta-information about attribute values to the characterization module, such as information about a technique used to generate a value or an indication that a new value is available without sending the value until requested.
- Figure 23 is a flow diagram of an embodiment of the Process Additional Information About Received Value subroutine 2225, as illustrated in the accompanying figure and described elsewhere. As illustrated and discussed elsewhere, a variety of types of information related to attribute values (e.g., uncertainty or accuracy information, a
- 43 timestamp of when the value was created or supplied or was most accurate, an indication that the value is a constant, indications of restrictions on whether the availability of the attribute instance or of the particular value should be available to any or to specified CCs, data type, units, a format version, a name, any generic attribute property supplied by the CS, etc.) can be received from CSes, can be used by the CM to dete ⁇ nine whether and how to supply the values to CCs, can be supplied to CCs, and can be used by CCs when processing the received attribute values. For example, units as indicated below could be specified.
- uncertainty of an attribute value can be indicated in a variety of ways.
- An example of an uncertainty specification is as follows. For each attribute instance there is a finite likelihood that the real quantity being measured is not the same as the value being expressed. For example, the speedometer of a car may show 30 mph when the "true" instantaneous speed is 32.56 mph. There are numerous factors that may give rise to these discrepancies, including the following: precision of measuring apparatus, conversion of continuous quantities to discrete values in the measurement process, random fluctuations, temporal variation, systematic e ⁇ ors, and measurement
- ⁇ the associated uncertainty, ⁇ , shall represent the likelihood that the following condition has a 68% probability of being true: ⁇ tme ⁇ o- ⁇ ⁇ ⁇ ⁇ tnle + ⁇
- a value timestamp can be indicated in a variety of ways.
- An example of a timestamp specification is as follows. Attribute values may be thought of as representations of a particular quantity at a point in time. Often this time is not proximate to that of use, so it can be useful to provide the proper timestamp along with the value.
- One version of a timestamp is defined as follows:
- the timestamp represents the moment at which the associated value would have been valid had it been measured directly at that moment.
- This definition results in some attributes having timestamps that do not co ⁇ espond to the time at which their values were calculated. For instance, an attribute that represents the acceleration of the user can be calculated by looking at the change in velocity over a period of time. The necessary computations may further delay the availability of the acceleration value. This timestamp is thus specified to represent the time
- additional information related to an attribute value can include history information (e.g., frequency of past use and past popularity information), an indication of the supplier of the attribute, indications of equivalent attributes (e.g., for mediation purposes or if a value for this attribute is not available at a later time), indications of clients that have registered for this attribute or consumed values for the attribute, descriptions of clients in order to track statistics, information to be used to evaluate characterization module efficiency and/or to facilitate process optimization, and indication of a verification of accuracy (e.g., from a third-party, or of the value generation technique that was used), a consumer rating or reputation based on input from other clients (e.g., efficiency or reliability), a cost to use the value (e.g., an actual price, or an amount of time needed to retrieve or process the value), future availability of the attribute value (e.g., how intermittent additional values may be), a version of the attribute, etc.
- history information e.g., frequency of past use and past popularity information
- an indication of the supplier of the attribute e.
- the subroutine illustrated in Figure 23 begins in step 2305 where additional information about an attribute value is received.
- the subroutine continues to step 2310 to determine if a timestamp is received, and if so continues to step 2315 to associate the timestamp information with the received value.
- step 2315 or if it was instead determined that a timestamp is not received, the subroutine continues to step 2320 to determine if uncertainty or other accuracy information is received, and if so continues to step 2325 to associate that information with the received value.
- step 2325 the subroutine continues to step 2330 to determine if accuracy decay information (e.g., the rate at which the accuracy of the value changes over time) is received, and if so continues to step 2335 to associate that information with the received
- accuracy decay information e.g., the rate at which the accuracy of the value changes over time
- step 2335 the subroutine continues to step 2340 to determine if information indicating that the value is a constant is received, and if so continues to step 2345 to associate that information with the received value.
- step 2345 or if it was instead determined that constant-related information is not received, the subroutine continues to step 2350 to determine if information about which clients are to have access to the supplied value is received, and if so continues to step 2355 to associate that information with the received value so that client access to the attribute value is so restricted.
- step 2355 the subroutine continues to step 2360 to associate any other received additional information with the received value, and then continues to step 2360 and returns.
- additional information can be associated with the received value in a variety of ways, such as by using a data structure to represent a received value that includes elements for the various types of associated information.
- Figure 24 is a flow diagram of an embodiment of the Mediate Available Values subroutine 2400, as illustrated in the accompanying figure and described elsewhere. As illustrated and discussed elsewhere, a variety of different types of mediators can be defined and specified. For example, some mediators include the following.
- mediators could similarly be used, including using the previously used value or a default value.
- other techniques could also be used, such as indicating that no value is available, asking a user to choose between available values or to provide additional instructions, repeatedly trying to obtain an appropriate value, attempt to identify new possible sources or a new mediation mechanism or technique, etc.
- the subroutine begins at step 2405 where an indication of the values available for the mediation are received.
- the subroutine then continues to step 2410 to dete ⁇ nine if a requester of the mediated value indicated a mediator to be used, and if so continues to step 2415 to select that mediator. If it is instead determined that the requester did not indicate a mediator to be used, the subroutine continues to step 2420 to determine if a supplier of one or more of values being mediated indicated a mediator to be used, and if so continues to step 2425 to select that mediator.
- step 2430 dete ⁇ nine if a default mediator is available, and if so continues to step 2435 to select that mediator. If it is instead determined that a default mediator is not available, the subroutine continues to step 2440 to determine the
- mediators that are available to be used and then in step 2445 selects one of the available mediators.
- the subroutine continues to step 2450 to apply the selected mediator to the available values in order to select one or the available values or to generate a related value based on the available values.
- the subroutine then continues to step 2455 to return the mediated value, and returns.
- mediators could be identified and/or obtained in other manners, such as by being specified by third-parties that are not acting as a client, server, or characterization module.
- Figure 25 is a flow diagram of an embodiment of the Pull Attribute Value From Server subroutine 2160, as illustrated in the accompanying figure and described elsewhere.
- the subroutine begins in step 2505 where an indication of a request for an attribute instance value is received.
- the subroutine then continues to step 2510 to determine if an ID for the request has been received. If not, the subroutine continues to step 2515 to generate a unique request ID.
- the subroutine continues to step 2520 to request an attribute value from the server registered for the attribute instance, including the unique ID with the request.
- the unique ID is included so that any circular references during the requests can be detected, as explained in greater detail below.
- step 2525 receives in response an attribute value and optionally additional information, or to instead receive an e ⁇ or message.
- step 2530 the received information or e ⁇ or message is sent to the requester of the value, and in step 2595 the subroutine returns.
- FIG 26 is a flow diagram of an embodiment of the Push Attribute Value To Client subroutine 2140, as illustrated in the accompanying figure and described elsewhere. In particular, in the first
- the subroutine receives an indication of an attribute instance value and of a client to receive that value.
- the subroutine then continues to the second step to determine if additional information is associated with the indicated value, and if so retrieves that additional information. After retrieving the additional information, or if it was instead determined that there is no associated additional information, the subroutine next sends the value and any available additional information to the indicated client. The subroutine then returns.
- Figure 27 is a flow diagram of an embodiment of the Context Client routine 2700.
- the routine receives messages from the CM as well as instructions from users, sends messages to the CM, and processes received messages and instructions.
- a CC could indicate to the CM an interest in receiving values for one or more attributes, but not begin to otherwise execute (e.g., by dynamically loading code) until a value for one of the attributes is supplied by the CM.
- the routine begins in step 2702 where the CC registers with the CM.
- the routine then continues to step 2704 where the CC optionally registers for one or more attributes of interest with the CM.
- the routine continues to step 2706 where it receives an indication of an instruction or of information received.
- the routine continues to step 2708 where it determines whether information or an instruction has been received.
- step 2710 determines if information about the satisfaction of a notification request has been received, and if so continues to step 2712 to process the notification satisfaction information and to take appropriate action. If notification information has not been received, the routine continues to step 2714 to determine if information about the satisfaction of a condition has been received, and if so continues to step 2716 to process the condition satisfaction information and to take appropriate action. If condition information has not been received, the routine
- step 2718 determines if a status message from the CM has been received (e.g., that a particular CS or a particular attribute has been unregistered), and if so continues to step 2720 to process the status information and to take appropriate action. If a status message has not been received, the routine continues to step 2722 to dete ⁇ nine if an attribute value has been pushed to the CC. If not, the routine continues to step 2724 to process the other information that has been received, and if so continues to step 2726 to determine if additional information related to the value has also been received. If additional information has been received, the subroutine continues to step 2730 to process the value and the additional information, and if not the routine continues to step 2728 to process the value.
- a status message from the CM e.g., that a particular CS or a particular attribute has been unregistered
- step 2740 determines if the instruction is to send a notification-related request (e.g., to establish a request) to the CM, and if so the routine continues to step 2742 to send the request. If the instruction is not to send a notification-related request, the routine continues to step 2744 to determine if the instruction is to send a condition-related request (e.g., to temporarily suspend an existing condition), and if so the routine continues to step 2746 to send the request to the CM. If a condition-related request was not received, the routine continues to step 2748 to determine if an instruction to send an attribute value request was received, and if so continues to step 2750 to request the attribute value from the CM.
- a notification-related request e.g., to establish a request
- step 2750 the routine then continues to step 2752 to wait for the requested value or an e ⁇ or message. If it is determined in step 2754 that a value was received, the routine continues
- step 2726 the routine continues to step 2756 to process the e ⁇ or message.
- step 2758 determines if the instrument was to send another type of request. If so, the routine continues to step 2760 to send the request, and if not the routine continues to step 2762 to perform another instruction as indicated.
- a variety of other types of requests could be sent to the CM, such as to shutdown the CM or a CS, to launch a CS, to specify a default mediator for the CM, etc.
- steps 2712, 2716, 2720, 2724, 2728, 2730, 2742, 2746, 2756, 2760, or 2762 the routine continues to step 2770 to determine whether to continue.
- step 2772 unregisters the registered attributes for the CC, next to step 2774 to unregister the client with the CM, and then to step 2795 to end. If it is instead determined to continue, the routine continues to step 2776 to determine whether any cu ⁇ ently registered attributes should be unregistered, and if so continues to step 2778 to unregister the attributes with the CM. After step 2778, or if it was determined not to unregister any attributes, the routine continues to step 2780 to determine whether to register any additional attributes. If so, the routine continues to step 2782 to register for one or more attributes of interest. After step 2782, or if it was determined not to register any additional attributes, the routine returns to step 2706.
- Figure 28 is a flow diagram of an embodiment of the Context Server routine 2800.
- the routine receives messages from the CM as well as instructions from users, sends messages to the CM, and processes received messages and instructions.
- a CS could indicate to the CM an ability to supply values for one or more attributes, but not begin to otherwise execute (e.g., by dynamically loading code) until a value is requested.
- the routine begins in step 2802
- step 2804 registers with the CM for one or more attributes for which the CS has the ability to supply values.
- step 2806 receives an indication of an instruction or of information received.
- step 2808 determines whether information or an instruction has been received.
- step 2810 determines if the instruction is to send a notification-related request (e.g., to establish a request) to the CM, and if so the routine continues to step 2812 to send the request. If the instruction is not to send a notification-related request, the routine continues to step 2814 to determine if the instruction is to send a condition-related request (e.g., to temporarily suspend an existing condition), and if so the routine continues to step 2816 to send a request to the CM. If a condition-related request was not received, the routine continues to step 2818 to determine if the instruction was to send another type of request. If so, the routine continues to step 2820 to send the request, and if not the routine continues to step 2822 to perform another instruction as indicated.
- a notification-related request e.g., to establish a request
- step 2830 determines if information about the satisfaction of a notification request has been received, and if so continues to step 2832 to process the notification information and to take appropriate action. If notification information has not been received, the routine continues to step 2834 to determine if information about the satisfaction of a condition has been received, and if so continues to step 2836 to process the condition information and to take appropriate action. If condition information has not been received, the routine continues to step 2838 to determine if a status message from the CM has been received (e.g., that a particular CC has registered), and if so
- step 2840 to process the status information and to take appropriate action.
- step 2850 determines if a pull attribute value request has been received by HIQ CS, along with an ID that uniquely identifies the request.
- the unique ID in this example embodiment is used to allow the context server to determine if a circular reference exists when determining the requested attribute value. For example, consider the situation in which CS 1 is registered to supply values for attribute 1, and CS 2 is registered to supply values for attribute 2. In addition, imagine that the calculation of the value for attribute 1 depends on the value for attribute 2. Thus, when CS 1 receives a pull request to supply the value for attribute 1, it requests the value for attribute 2 from the CM, which in turn request the value from CS 2.
- CS 1 After receiving the value for attribute 2 from CS 2 via the CM, CS 1 can then calculate the value for attribute 1 and satisfy the initial request by supplying the value to the CM. If, however, CS 2 also depends on the value for attribute 1 in order to calculate the value for attribute 2, a circular reference may exist. In that situation, after CS 1 requests the value of the attribute 2 in order to calculate the value for attribute 1, CS 2 may in turn request the value of attribute 1 from CS 1 (via the CM), thus creating a loop such that neither attribute value can be calculated. In order to detect such circular references, the example routine uses a unique ID passed along with attribute value requests. Alternate equivalent ways of identifying circular references could instead be used, or no such processing could be performed.
- step 2852 determines if the received request ID matches a temporarily stored ID for the same attribute value. If so, a circular reference exists,
- step 2853 to return an e ⁇ or message. If the ID does not match, the routine continues to step 2854 to determine the input information needed (if any) to calculate the requested value. The routine then continues to step 2856 to determine if the value of another attribute is needed. If so, the routine in step 2858 temporarily stores an indication of the attribute whose value is being calculated and of the ID. The routine then continues to step 2860 to request the attribute value needed, including the received ID. In step 2862, the routine waits for the requested value or e ⁇ or message. After receiving the value or e ⁇ or message, the routine continues to step 2864 to dete ⁇ nine if more attribute values are needed, and if so to return to step 2860.
- step 2866 the routine continues to step 2866 to remove the temporarily stored attribute value and ID, and then continues to step 2868 to determine if any e ⁇ ors were received for needed attribute values such that sufficient information to calculate the value requested of the CS is not available. If so, the routine continues to step 2853 to signal an e ⁇ or.
- step 2856 the routine contmues to step 2870 to determine if any sensor values or other input information is needed to calculate the value requested of the CS. If so, the routine continues in steps 2872 through 2876 to request and receive the sensor or other input information that is needed. The routine then continues to step 2878 to determine if any e ⁇ ors were received for needed sensor values or other input information such that sufficient information to calculate the value request of the CS is not available. If so, the routine continues to step 2853. If no such e ⁇ ors occu ⁇ ed, or if it was instead determined in step 2870 that no sensor or other input information was needed, the routine continues to step 2887 to calculate the requested attribute value based on the received information. The routine then continues to step
- step 2889 to send the value and any additional information to the CM to satisfy the request.
- step 2880 determines if sensor or other input information has been pushed to the CS. If not, the routine continues to step 2882 to process the other information received, and if so continues to step 2884 to determine if the CS has sufficient information to calculate one or more attribute values based on the received input information and other stored information. If so, the routine continues to step 2887 to calculate those values and to push them to the CM, and if not the routine continues to step 2886 to store the sensor information for later use. In alternate embodiments, the CS could request other information that is needed to calculate an attribute value when sensor or other input information is received, rather than waiting until all necessary information has been received.
- step 2890 determines whether to continue. If not, the routine continues to step 2891 to unregister the registered attributes for the CS, next to step 2892 to unregister the server with the CM, and then to step 2899 to end. If it was instead determined to continue, the routine continues to step 2893 to determine whether any currently registered attributes should be unregistered, and if so continues to step 2894 to unregister the attributes with the CM. After step 2894, or if it was determined not to unregister any attributes, the routine continues to step 2896 to dete ⁇ nine whether to register any additional attributes. If so, the routine continues to step 2897 to register for one or more attributes of interest. After step 2897, or if it
- Example e ⁇ or messages include the following.
- Attribute does not exist - Occurs when the CM receives a request for an attribute that does not exist.
- Attribute instance does not exist - Occurs when the CM receives a request for a specific instance of an attribute which is not registered.
- Attribute mediator does not exist - Occurs when a request for an attribute mediator could not be fulfilled because the name does not correspond to an existing attribute mediator.
- CS does not exist - A request has been made for a CS that has not registered. CS not found - A request to launch a CS could not be completed because the CS was not found.
- Event does not exist - A request has been made for a non-existent event.
- the module receiving the e ⁇ or may make the request again but specify that diagnostics
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Priority Applications (3)
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AU8928601A AU8928601A (en) | 2000-04-02 | 2001-04-22 | Exchanging information between sources and consumers of a computer user's context |
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US09/724,932 US6747675B1 (en) | 1998-12-18 | 2000-11-28 | Mediating conflicts in computer user's context data |
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US09/724,902 US7231439B1 (en) | 2000-04-02 | 2000-11-28 | Dynamically swapping modules for determining a computer user's context |
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