CN112578690B - A system and method for intelligent management and control of building energy consumption - Google Patents
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Abstract
本发明公开了一种楼宇能耗智能管控系统及方法,采集各区域的温度、声音、图像和湿度信息,采集电表回路开关状态信息、采集供水回路的压力和流量数据、检测供水管线的状态;根据接收的环境影响参数信息和居住信息,判断是否有火灾、管道漏水或区域断电的事件发生,根据采集的信息数据确定事件的类型和发生地点;接收事件的类型和发生地点,根据事件的类型确定应急预案,根据应急预案确定需要疏导的区域大小;根据接收的环境影响参数信息和居住信息,进行用户的行为模型挖掘,掌握并预测用户行为,根据预测结果,进行相应空间的资源调配,对相应的空间进行资源的供应或中断,实现能耗的管控。
The invention discloses an intelligent management and control system and method for building energy consumption, which collects temperature, sound, image and humidity information of each area, collects switch state information of an electric meter circuit, collects pressure and flow data of a water supply circuit, and detects the state of a water supply pipeline; According to the received environmental impact parameter information and residential information, determine whether there is a fire, pipeline leakage or regional power failure, and determine the type and location of the event according to the collected information data; Determine the type of emergency plan, and determine the size of the area that needs to be dredged according to the emergency plan; according to the received environmental impact parameter information and residential information, conduct user behavior model mining, grasp and predict user behavior, and allocate resources according to the prediction results. Supply or interrupt resources for the corresponding space to control energy consumption.
Description
技术领域technical field
本发明涉及一种楼宇能耗智能管控系统及方法。The invention relates to an intelligent management and control system and method for building energy consumption.
背景技术Background technique
随着各类建筑的不断发展,建筑规模越来越大,层次越来越高,建筑的标准也越来越高。With the continuous development of various types of buildings, the scale of buildings is getting bigger and bigger, the levels are getting higher and higher, and the standards of buildings are getting higher and higher.
对于大型建筑物,影响建筑能耗的因素有很多,比如建筑类型、各房间的用途、房间的层高、墙体厚度、房间温度、房间湿度、居住人员密度、照明时间、共用空间的温度和湿度、各资源使用周期、建筑电能消耗或/和建筑用热量等。如何对上述大量的影响因素进行有机的融合或排序,如何进行综合平衡,以获得较为优选的、经济、高效的能耗管控是现在面临的重要问题。For large buildings, there are many factors that affect building energy consumption, such as building type, purpose of each room, room floor height, wall thickness, room temperature, room humidity, occupant density, lighting time, temperature of common spaces and Humidity, use cycle of each resource, building electrical energy consumption or/and building heat, etc. How to organically integrate or sort the above-mentioned large number of influencing factors, and how to carry out a comprehensive balance to obtain a more optimal, economical and efficient energy consumption management and control is an important issue facing now.
发明内容SUMMARY OF THE INVENTION
本发明为了解决上述问题,提出了一种楼宇能耗智能管控系统及方法,本发明通信网络和末端传感器对楼宇内公共设备和房间设备进行状态监测和智能控制,构建大数据系统,采集用户行为、环境状态等数据,分析数据并辅助进行资源分配和管理。In order to solve the above problems, the present invention proposes an intelligent management and control system and method for building energy consumption. The communication network and terminal sensors of the present invention perform state monitoring and intelligent control of public equipment and room equipment in the building, construct a big data system, and collect user behaviors. , environmental status and other data, analyze the data and assist in resource allocation and management.
为了实现上述目的,本发明采用如下技术方案:In order to achieve the above object, the present invention adopts the following technical solutions:
本发明的第一目的是提供一种楼宇能耗智能管控系统,包括:The first object of the present invention is to provide an intelligent management and control system for building energy consumption, including:
环境影响参数采集单元,包括设置于各区域的相应传感器,接收采集的温度、声音、图像和湿度信息;The environmental impact parameter collection unit, including corresponding sensors arranged in each area, receives the collected temperature, sound, image and humidity information;
居住信息采集单元,包括采集电表回路开关状态信息的用电信息采集模块、安装在各节点的采集供水回路的压力和流量数据、检测供水管线的状态的供水信息采集模块、以及集中供暖系统和中央空调系统工作状态的暖通信息采集模块;The residential information collection unit includes an electricity consumption information collection module that collects the switch status information of the electric meter circuit, a water supply information collection module installed at each node to collect the pressure and flow data of the water supply circuit, a water supply information collection module that detects the state of the water supply pipeline, and a central heating system and a central heating system. HVAC information collection module for the working status of the air conditioning system;
事件预判单元,被配置为根据接收的环境影响参数信息和居住信息,判断是否有火灾、管道漏水或区域断电的事件发生,根据采集的信息数据确定事件的类型和发生地点;The event pre-judgment unit is configured to judge whether there is an event of fire, pipeline leakage or regional power failure according to the received environmental impact parameter information and residential information, and determine the type and location of the event according to the collected information data;
事件处理单元,被配置为接收事件的类型和发生地点,根据事件的类型确定应急预案,根据应急预案确定需要疏导的区域大小,并将预案信息和区域信息传输给信息交互单元;The event processing unit is configured to receive the type and location of the event, determine the emergency plan according to the type of the event, determine the size of the area that needs to be dredged according to the emergency plan, and transmit the plan information and the area information to the information interaction unit;
资源调度单元,被配置为根据接收的环境影响参数信息和居住信息,进行用户的行为模型挖掘,掌握并预测用户行为,根据预测结果,进行相应空间的资源调配;The resource scheduling unit is configured to mine the user's behavior model according to the received environmental impact parameter information and residence information, grasp and predict the user's behavior, and allocate resources for the corresponding space according to the prediction result;
信息交互单元,被配置为通知相应区域的人员相应的事件信息和预案中的疏导措施,协同处理事件,接收资源调配指令,对相应的空间进行资源的供应或中断,实现能耗的管控。The information exchange unit is configured to notify the personnel in the corresponding area of the corresponding event information and the grooming measures in the plan, process the event collaboratively, receive resource allocation instructions, supply or interrupt resources for the corresponding space, and realize energy consumption management and control.
进一步的,所述环境影响参数采集单元,包括设置于楼宇内各个楼层处的多个温度传感器、湿度传感器、图像采集模块、红外线传感器、紫外线传感器和声音采集模块。Further, the environmental impact parameter acquisition unit includes a plurality of temperature sensors, humidity sensors, image acquisition modules, infrared sensors, ultraviolet sensors, and sound acquisition modules disposed on each floor of the building.
进一步的,所述供水信息采集模块包括设置于各供水总管道的供水溢流传感器,以及设置于各供水支路、采集相应供水支路流量与压力的传感器。Further, the water supply information collection module includes a water supply overflow sensor arranged in each water supply main pipeline, and a sensor arranged in each water supply branch to collect the flow and pressure of the corresponding water supply branch.
进一步的,所述用电信息采集模块包括通过采集电表回路信息的采集器,获知当前电力回路的开关状态。Further, the electricity consumption information collection module includes a collector that collects the circuit information of the electricity meter to obtain the current switch state of the electricity circuit.
进一步的,所述环境影响参数采集单元包括多个图像采集模块,所述图像采集模块组成监控网络,能够全方位地记录行人移动轨迹,各个图像采集模块相互配合能够对处于不同头部姿态的人脸进行检测。Further, the environmental impact parameter acquisition unit includes a plurality of image acquisition modules, the image acquisition modules form a monitoring network, and can record pedestrian movement trajectories in an all-round way. face detection.
进一步的,每个区域设置的传感器或采集器都具有唯一的ID和IP地址,采集与之对应区域的环境影响参数采集单元的信息。Further, the sensors or collectors set in each area have a unique ID and IP address, and collect the information of the environmental impact parameter collection unit in the corresponding area.
进一步的,所述事件预判单元接收所述环境影响参数采集单元相应区域的红外线传感器、紫外线传感器、温度传感器和图像采集模块的信息,依次根据紫外、红外和温度信息判断是否有火灾,若三个值均超过设定阈值,则结合图像采集模块的信息,确认是否发生火灾突发事件。Further, the event pre-judgment unit receives the information of the infrared sensor, ultraviolet sensor, temperature sensor and image acquisition module in the corresponding area of the environmental impact parameter acquisition unit, and judges whether there is a fire according to the ultraviolet, infrared and temperature information in turn. If each value exceeds the set threshold, then the information of the image acquisition module is combined to confirm whether a fire emergency has occurred.
进一步的,所述事件预判单元接收采集的声音信息,从声音信息中提取声音特征,与提前录入的烟雾报警器以及燃气泄漏报警器的声音特征进行匹配,如果匹配成功,则表示发生火灾或燃气泄漏突发事件。Further, the event prediction unit receives the collected sound information, extracts sound features from the sound information, and matches the sound features of the smoke alarm and gas leak alarm recorded in advance. If the matching is successful, it means that a fire or Gas leak emergencies.
进一步的,所述事件预判单元接收各供水总管道的供水溢流传感器与设置于各电表回路中的电流/电压传感器的信息,判断各个相应区域是否发生供水管道破裂或超过预定面积的停电突发事件。Further, the event prediction unit receives the information of the water supply overflow sensor of each water supply main pipeline and the current/voltage sensor arranged in each electric meter loop, and judges whether the water supply pipeline ruptures or the power outage exceeding the predetermined area occurs in each corresponding area. event.
进一步的,所述事件处理单元,根据突发事件的判断结构和类型,确定处理措施,具体包括:Further, the event processing unit determines processing measures according to the judgment structure and type of the emergency, specifically including:
根据火情位置和大小,进行相应区域人员的疏散,启动火灾喷淋系统,同时启动火灾应急预案,通知远程控制中心;According to the location and size of the fire, evacuate the personnel in the corresponding area, activate the fire sprinkler system, activate the fire emergency plan, and notify the remote control center;
根据漏水或跳闸事件,及时进行区域断水或断电的止损操作,把事件详情和维修建议通知维护人员进行抢修,反馈记录维修情况。According to the water leakage or trip event, stop the loss operation of regional water cut or power outage in time, notify the maintenance personnel of the incident details and maintenance suggestions for emergency repair, and feedback and record the maintenance situation.
本发明的第二目的是提供一种楼宇能耗智能管控方法,包括:The second object of the present invention is to provide a method for intelligent management and control of building energy consumption, including:
采集各区域的温度、声音、图像和湿度信息;Collect temperature, sound, image and humidity information of each area;
采集电表回路开关状态信息、采集供水回路的压力和流量数据、检测供水管线的状态;Collect the switch status information of the meter circuit, collect the pressure and flow data of the water supply circuit, and detect the status of the water supply pipeline;
根据接收的环境影响参数信息和居住信息,判断是否有火灾、管道漏水或区域断电的事件发生,根据采集的信息数据确定事件的类型和发生地点;According to the received environmental impact parameter information and residential information, determine whether there is a fire, pipeline leakage or regional power failure, and determine the type and location of the event according to the collected information data;
接收事件的类型和发生地点,根据事件的类型确定应急预案,根据应急预案确定需要疏导的区域大小;Receive the type and location of the event, determine the emergency plan according to the type of event, and determine the size of the area that needs to be evacuated according to the emergency plan;
根据接收的环境影响参数信息和居住信息,进行用户的行为模型挖掘,掌握并预测用户行为,根据预测结果,进行相应空间的资源调配;According to the received environmental impact parameter information and residential information, conduct user behavior model mining, grasp and predict user behavior, and allocate resources in the corresponding space according to the prediction results;
通知相应区域的人员相应的事件信息和预案中的疏导措施,协同处理事件,接收资源调配指令,对相应的空间进行资源的供应或中断,实现能耗的管控。Notify the personnel in the corresponding area of the corresponding event information and the grooming measures in the plan, process the event collaboratively, receive resource allocation instructions, supply or interrupt resources for the corresponding space, and achieve energy consumption control.
作为可选择的实施方式,根据接收的环境影响参数信息和居住信息,判断是否有火灾、管道漏水或区域断电的事件发生,根据采集的信息数据确定事件的类型和发生地点的具体过程包括:预先配置所有的采集元件参数的数据最大阈值和最小阈值,当接收数据超出设置的阈值范围时,进行相应设备报警,通过预先存储的传感器ID信息找到传感器所在位置,确定事件发生位置。As an optional embodiment, according to the received environmental impact parameter information and residential information, it is determined whether there is an event of fire, pipeline leakage or regional power failure, and the specific process of determining the type and location of the event according to the collected information data includes: The maximum and minimum data thresholds of all acquisition element parameters are pre-configured. When the received data exceeds the set threshold range, the corresponding equipment will be alarmed, and the location of the sensor can be found through the pre-stored sensor ID information to determine the location of the event.
与现有技术相比,本发明的有益效果为:Compared with the prior art, the beneficial effects of the present invention are:
1、本发明能够正确预判突发事件的程度和制定相匹配的应急处理措施,有效保证楼宇的安全保障;1. The present invention can correctly predict the degree of emergencies and formulate matching emergency treatment measures to effectively ensure the safety of buildings;
2、本发明能够融合各个传感信息,对各类型的事件的影响环境参数进行有效、有序的筛选,保证了处理过程的简便化和直接化,能够兼顾信息采集的正确性和及时性;2. The present invention can fuse various sensing information, and effectively and orderly screen the environmental parameters affected by various types of events, which ensures the simplicity and directness of the processing process, and can take into account the correctness and timeliness of information collection;
3、本发明能够基于通信网络和末端传感器对楼宇内公共设备和房间设备进行状态监测和智能控制,构建大数据系统,采集用户行为、环境状态等数据,分析数据并辅助进行资源分配和管理,实现经济、高效的能耗管控。3. The present invention can monitor and intelligently control the public equipment and room equipment in the building based on the communication network and terminal sensors, build a big data system, collect data such as user behavior and environmental status, analyze the data and assist in resource allocation and management, Realize economical and efficient energy consumption control.
附图说明Description of drawings
构成本申请的一部分的说明书附图用来提供对本申请的进一步理解,本申请的示意性实施例及其说明用于解释本申请,并不构成对本申请的不当限定。The accompanying drawings that form a part of the present application are used to provide further understanding of the present application, and the schematic embodiments and descriptions of the present application are used to explain the present application and do not constitute improper limitations on the present application.
图1为人机交互系统架构图;Figure 1 is the architecture diagram of the human-computer interaction system;
图2为门禁系统和人员信息采集单元的架构图;Figure 2 is the architecture diagram of the access control system and the personnel information collection unit;
图3为大数据处理流程图;Figure 3 is a flow chart of big data processing;
具体实施方式:Detailed ways:
下面结合附图与实施例对本发明作进一步说明。The present invention will be further described below with reference to the accompanying drawings and embodiments.
应该指出,以下详细说明都是例示性的,旨在对本申请提供进一步的说明。除非另有指明,本文使用的所有技术和科学术语具有与本申请所属技术领域的普通技术人员通常理解的相同含义。It should be noted that the following detailed description is exemplary and intended to provide further explanation of the application. Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this application belongs.
需要注意的是,这里所使用的术语仅是为了描述具体实施方式,而非意图限制根据本申请的示例性实施方式。如在这里所使用的,除非上下文另外明确指出,否则单数形式也意图包括复数形式,此外,还应当理解的是,当在本说明书中使用术语“包含”和/或“包括”时,其指明存在特征、步骤、操作、器件、组件和/或它们的组合。It should be noted that the terminology used herein is for the purpose of describing specific embodiments only, and is not intended to limit the exemplary embodiments according to the present application. As used herein, unless the context clearly dictates otherwise, the singular is intended to include the plural as well, furthermore, it is to be understood that when the terms "comprising" and/or "including" are used in this specification, it indicates that There are features, steps, operations, devices, components and/or combinations thereof.
在本发明中,术语如“上”、“下”、“左”、“右”、“前”、“后”、“竖直”、“水平”、“侧”、“底”等指示的方位或位置关系为基于附图所示的方位或位置关系,只是为了便于叙述本发明各部件或元件结构关系而确定的关系词,并非特指本发明中任一部件或元件,不能理解为对本发明的限制。In the present invention, terms such as "upper", "lower", "left", "right", "front", "rear", "vertical", "horizontal", "side", "bottom", etc. The orientation or positional relationship is based on the orientation or positional relationship shown in the accompanying drawings, and is only a relational word determined for the convenience of describing the structural relationship of each component or element of the present invention, and does not specifically refer to any component or element in the present invention, and should not be construed as a reference to the present invention. Invention limitations.
本发明中,术语如“固接”、“相连”、“连接”等应做广义理解,表示可以是固定连接,也可以是一体地连接或可拆卸连接;可以是直接相连,也可以通过中间媒介间接相连。对于本领域的相关科研或技术人员,可以根据具体情况确定上述术语在本发明中的具体含义,不能理解为对本发明的限制。In the present invention, terms such as "fixed connection", "connected", "connected", etc. should be understood in a broad sense, indicating that it can be a fixed connection, an integral connection or a detachable connection; it can be directly connected, or through the middle media are indirectly connected. For the relevant scientific research or technical personnel in the field, the specific meanings of the above terms in the present invention can be determined according to the specific situation, and should not be construed as a limitation of the present invention.
以教学宿舍楼为待管理的楼宇作为具体实施例进行详细的描述。The teaching dormitory building is taken as the building to be managed as a specific embodiment for detailed description.
首先,提供一种楼宇能耗智能管控系统,该处理系统具有以下的功能:First, an intelligent management and control system for building energy consumption is provided, and the processing system has the following functions:
(1)人机交互:降低人际交流成本与门槛,针对不同职责的后勤工作人员分配对应的管理职责权限,实现多个层级用户的无障碍交流、人机交互工作,显著提高后勤工作效率;(1) Human-computer interaction: Reduce the cost and threshold of interpersonal communication, assign corresponding management responsibilities to logistics staff with different responsibilities, realize barrier-free communication and human-computer interaction for users at multiple levels, and significantly improve the efficiency of logistics work;
如图1所示,人机交互至少包括语音通讯模块,具体包括语音采集的麦克风阵列,利用麦克风阵列的空域滤波特性,在目标说话人方向形成拾音波束,抑制波束之外的噪声和反射声。As shown in Figure 1, the human-computer interaction at least includes a voice communication module, specifically a microphone array for voice acquisition, and uses the spatial filtering characteristics of the microphone array to form a pickup beam in the direction of the target speaker to suppress noise and reflected sound outside the beam. .
还包括语音处理单元,被配置为对采集的声音进行降噪、回声消除、语音唤醒等语音前端处理,输出降噪后的音频信号、声源角度数据和唤醒触发信号。It also includes a voice processing unit, which is configured to perform voice front-end processing such as noise reduction, echo cancellation, and voice wake-up on the collected sound, and output the noise-reduced audio signal, sound source angle data, and wake-up trigger signal.
语音交互可用于的拟交互范围可以包括:离线唤醒、房间区域状态查询、接受控制指令、反馈控制结果、请求身份验证、危险人员提示、人员撤离提示、设备状态查询、设备维修方案建议、房间资源查询、能耗使用提醒或/和后勤人员考勤请求。The scope of interaction that can be used for voice interaction can include: offline wake-up, room area status query, receiving control instructions, feedback control results, requesting identity verification, prompting dangerous personnel, prompting personnel evacuation, equipment status query, equipment maintenance plan suggestions, room resources Inquiries, energy usage reminders or/and attendance requests for logistics personnel.
(2)楼宇自主管理:通过通信网络和末端传感器对楼宇内公共设备和房间设备进行状态监测和智能控制。(2) Building autonomous management: State monitoring and intelligent control of public equipment and room equipment in the building through the communication network and terminal sensors.
其中,末端传感器至少包括设置于楼宇内各个楼层处的多个红外线传感器、紫外线传感器、温度传感器、图像采集模块和声音采集模块;还包括设置于各供水总管道的供水溢流传感器与设置于各电表回路中的电流/电压传感器。Wherein, the end sensor at least includes a plurality of infrared sensors, ultraviolet sensors, temperature sensors, image acquisition modules and sound acquisition modules arranged on each floor of the building; it also includes a water supply overflow sensor arranged in each water supply main pipeline and a water supply overflow sensor arranged in each water supply main pipeline. Current/Voltage Sensors in Meter Loops.
通信网络可以是无线传输网络,也可以是物联网与无线传输网络的结合。The communication network can be a wireless transmission network, or a combination of the Internet of Things and a wireless transmission network.
(3)机器视觉识别:实时识别楼宇人员,并读取身份、权限等信息,智能识别楼宇火灾等安全事件,辅助后勤服务与安保部门;协助进行后勤工作自动分工管理,进而实现故障检测与止损,并基于流程分配维修工作及情况通报。(3) Machine vision recognition: Real-time identification of building personnel, and read information such as identity, authority, etc., intelligently identify security events such as building fires, assist logistics services and security departments; assist in automatic division of logistics management, and then realize fault detection and termination. damage, and assign maintenance work and briefings based on the process.
其中,识别楼宇人员具体通过设置于大门门禁处的视频采集模块、图像采集模块和身份识别系统。Among them, the identification of building personnel is specifically through the video acquisition module, image acquisition module and identification system set at the gate access control.
具体包括前端图像采集摄像头和后端图像处理系统组成。前端由多个图像采集摄像头组成监控网络,能够全方位地记录行人移动轨迹,多摄像头配合能够对处于不同头部姿态的人脸进行更为可靠有效的检测。后端图像处理系统采用机器学习对检测到的人脸图像进行识别,对该行人的身份进行比对确认,根据不同的人员分组采取不同的后续处理。完成人脸识别需进行以下过程:人脸图像采集及检测、人脸图像预处理、人脸图像特征提取以及匹配与识别。系统采用网络信息加密传输,支持远程进行控制和管理。Specifically, it consists of a front-end image acquisition camera and a back-end image processing system. The front-end is composed of multiple image acquisition cameras to form a monitoring network, which can record pedestrian movement trajectories in an all-round way. The back-end image processing system uses machine learning to identify the detected face images, compares and confirms the identity of the pedestrian, and takes different follow-up processing according to different groups of people. The following processes are required to complete face recognition: face image acquisition and detection, face image preprocessing, face image feature extraction, and matching and recognition. The system adopts the encrypted transmission of network information and supports remote control and management.
首先通过前端图像采集系统采集楼宇内的住户人员及工作人员的脸部图像,通过深度学习算法提取特征,进行身份注册。系统工作时,前端摄像头实时采集图像,采用深度学习算法对图像中出现的人体以及人脸进行识别,获取人脸特征之后,在已经注册的住户数据表及工作人员数据表中进行检索比对。First, the front-end image acquisition system is used to collect the facial images of the residents and staff in the building, and the features are extracted through the deep learning algorithm for identity registration. When the system is working, the front-end camera collects images in real time, and uses deep learning algorithms to identify the human body and face appearing in the image. After obtaining the facial features, it searches and compares the registered household data table and staff data table.
若该人脸属于住户列表,开启门禁;若该人脸属于工作人员列表,则对该工作人员进行打卡考勤,并接入工作人员的绩效系统;对于校内危险人员及校外可疑人员,则调用前端摄像头对该行人进行全楼宇无缝跟踪,并向楼宇安保部门发送警告。If the face belongs to the household list, open the access control; if the face belongs to the staff list, the staff member will be clocked in and connected to the staff performance system; for the dangerous personnel on campus and suspicious personnel outside the campus, the front end will be called. The cameras seamlessly track the pedestrian throughout the building and send a warning to building security.
(4)基于规范标准的事件管理:针对后勤管理中突发事件应对的情况,设计标准事件处理规范,检测突发事件情况并自主启动解决流程,协调组织人员进行处理,评估该事件处理情况。(4) Incident management based on normative standards: For the emergency response situation in logistics management, design a standard incident handling specification, detect the emergency situation and start the resolution process autonomously, coordinate and organize personnel to handle it, and evaluate the handling of the incident.
为了完成上述功能,需要投入的配套设施具有:设置于楼宇各个区域(尤其是重要区域,如居住区、楼道口等)的烟感报警器、自动喷淋头、手动报警器、通讯模块和扩展摄像头;以及设置于大门处的门禁系统和人机交互屏幕。In order to complete the above functions, the supporting facilities that need to be invested include: smoke alarms, automatic sprinklers, manual alarms, communication modules and extensions installed in various areas of the building (especially important areas, such as residential areas, corridor entrances, etc.). cameras; and access control systems and human-computer interaction screens installed at the gates.
具体的,进行人机交互时以语音交互为主,配合图像等手段构建人机交互系统。语音交互模块采用基于硬件识别的智能语音系统,实现非特定人(SI)的语音识别。Specifically, the human-computer interaction is mainly based on voice interaction, and a human-computer interaction system is constructed with images and other means. The voice interaction module adopts the intelligent voice system based on hardware recognition to realize the voice recognition of non-specific person (SI).
语音交互模块配备VUI(Voice User Interface)编辑器让用户更方便修改识别流程、随时可以增删控制指令,基于识别分数的拒识算法可以大幅度降低误触发率,提高安全系数;此外,语音交互模块增加语音应答的功能,用户可以方便地对语音应答的内容进行更改,更好的实现人机交互的功能;人机交互配有图形显示界面对人机交互内容及楼宇内相关信息等进行显示,以达到更加直观的交互效果。The voice interaction module is equipped with a VUI (Voice User Interface) editor, which makes it easier for users to modify the recognition process and add or delete control instructions at any time. The rejection algorithm based on the recognition score can greatly reduce the false trigger rate and improve the safety factor; in addition, the voice interaction module Adding the function of voice response, users can easily change the content of the voice response to better realize the function of human-computer interaction; the human-computer interaction is equipped with a graphical display interface to display the human-computer interaction content and related information in the building, etc. in order to achieve a more intuitive interaction effect.
在本实施例中,将上述人机交互系统作为信息交互单元,通知相应区域的人员相应的突发事件信息和预案中的疏导措施,协同处理突发事件。In this embodiment, the above-mentioned human-computer interaction system is used as an information interaction unit, and the personnel in the corresponding area are notified of the corresponding emergency information and the grooming measures in the plan, so as to coordinately handle the emergency.
本实施例中,通过通信网络和末端传感器对楼宇内公共设备和房间设备进行状态监测和智能控制,管控的系统主要为电力系统、供水系统和暖通系统、数据采集系统。In this embodiment, the state monitoring and intelligent control of the public equipment and room equipment in the building are performed through the communication network and terminal sensors, and the management and control systems are mainly the power system, the water supply system, the HVAC system, and the data acquisition system.
通过采集器采集的电表回路信息,可以获知当前电力系统的开关状态,并可以通过管理员配置自动控制参数进行自动控制,自动控制参数包括定时参数、分时控制参数等。Through the meter loop information collected by the collector, the current switching status of the power system can be known, and the automatic control parameters can be configured by the administrator for automatic control. The automatic control parameters include timing parameters, time-sharing control parameters, etc.
楼宇内控制的电力子系统包括以下子系统:室内照明子系统、公共区域照明子系统、多媒体设备子系统、生活热水器子系统、电梯子系统、通风机子系统以及消防设备子系统。The power subsystems controlled in the building include the following subsystems: indoor lighting subsystem, public area lighting subsystem, multimedia equipment subsystem, domestic water heater subsystem, elevator subsystem, ventilator subsystem and fire equipment subsystem.
通过安装在各节点的采集器采集回的压力、流量数据检测供水管线的状态,及时发现跑冒滴漏异常现象,并针对大量跑水事故自动处理,根据节点流量和压力数据及时关闭阀门,减少损失。同时对楼宇内用水子系统进行实时监测,对于异常用水情况告警,子系统包括:清洁用水子系统和生活用水子系统。Through the pressure and flow data collected by the collector installed at each node, the status of the water supply pipeline is detected, and the abnormal phenomenon of running, dripping and leakage is detected in time, and a large number of running water accidents are automatically dealt with, and the valve is closed in time according to the node flow and pressure data to reduce losses. . At the same time, the water subsystem in the building is monitored in real time, and the abnormal water consumption is alarmed. The subsystems include: clean water subsystem and domestic water subsystem.
楼宇内集中供暖系统管控主要包括基于采集的压力、流量的管线检测和末端暖气阀的自动控制,管线检测和供水系统类似,暖气阀的自动控制主要为分时分温控制。中央空调系统管控包括中央空调机组控制、供冷管线检测和末端风机控制,机组控制主要通过设定机组自动运行参数,末端风机控制包括基于室内人员状态和温度进行设备开关和温度设定,对于安装单体空调房间,通过红外控制设备进行远程控制。The management and control of the central heating system in the building mainly includes the pipeline detection based on the collected pressure and flow and the automatic control of the terminal heating valve. The pipeline detection is similar to the water supply system. The control of the central air-conditioning system includes the control of the central air-conditioning unit, the detection of the cooling pipeline, and the control of the end fan. The unit control is mainly by setting the automatic operation parameters of the unit. The end fan control includes equipment switching and temperature setting based on the status of indoor personnel and temperature. For installation Single air-conditioned room, remote control through infrared control equipment.
根据各个、各类型传感器的运行状态和网络通讯状态,并及时反馈报警信息;识别和传输计量装置运行状态,支持对传感器连接的计量装置的故障定位和诊断,并及时将故障信息传输到远程控制端;支持数据采集器远程升级和重启,并且能根据故障原因,设备自行重启,将重启信息上传远程控制端,解决数据卡死的问题;针对传输网络故障等原因未能成功传输的数据,则待传输网络恢复正常后利用采集器存储的数据进行断点续传。According to the operating status and network communication status of each and every type of sensor, and timely feedback the alarm information; identify and transmit the operating status of the metering device, support the fault location and diagnosis of the metering device connected to the sensor, and transmit the fault information to the remote control in time It supports the remote upgrade and restart of the data collector, and can restart the device by itself according to the cause of the failure, and upload the restart information to the remote control terminal to solve the problem of data stuck; After the transmission network returns to normal, use the data stored in the collector to resume the transmission from a breakpoint.
作为突发事件管理系统,本发明的核心处理系统结合楼宇管理站、机器视觉和人机交互系统,指定事件应对标准机制,基于后勤管理规章制度和管理专业设计,辅助管理人员发现突发事件(管道漏水、区域断电等),自主启动对应预案,基于人机交互系统组织多部门后勤服务人员联动,协同处理事件,并反馈处理结果。As an emergency management system, the core processing system of the present invention combines a building management station, a machine vision and a human-computer interaction system to specify a standard mechanism for responding to events, and based on logistics management rules and regulations and management professional design, it assists managers in discovering emergencies ( Pipeline leakage, regional power failure, etc.), start the corresponding plan independently, organize multi-departmental logistics service personnel to link up based on the human-computer interaction system, coordinate processing events, and feedback processing results.
针对火灾情况,及时启动自动喷淋设备,通知楼宇管理人员和上级保卫部门,按照校园应急预案辅助组织人员撤离、消防人员引导等;In response to the fire situation, start the automatic sprinkler equipment in time, notify the building management personnel and the higher-level security department, and assist in organizing the evacuation of personnel and the guidance of firefighters in accordance with the campus emergency plan;
火灾突发事件的处理具体包括以下步骤:The handling of fire emergencies includes the following steps:
紧急事件发现:结合红外线传感器、紫外线传感器、温度传感器和图像采集模块的信息,依次根据紫外、红外和温度信息判断是否有火灾,若三个值均超过设定阈值,则结合图像采集模块的信息,确认是否发生火灾突发事件。Emergency detection: Combine the information of the infrared sensor, ultraviolet sensor, temperature sensor and image acquisition module, and judge whether there is a fire according to the ultraviolet, infrared and temperature information in turn. If the three values all exceed the set threshold, then combine the information of the image acquisition module. , to confirm whether a fire emergency has occurred.
同时,集成烟感报警器和手动报警装置,及时发现火情位置,估计火情大小。At the same time, the integrated smoke alarm and manual alarm device can detect the location of the fire in time and estimate the size of the fire.
向值班室发送语音提示,告知火情发生和位置,启动自动喷淋。Send a voice prompt to the duty room to inform the fire occurrence and location, and start the automatic sprinkler.
启动火灾应急预案,向上级部门发送火灾提示。Start the fire emergency plan and send fire alerts to the higher authorities.
人工或自动启动撤离楼宇的语音提示,通过设置于楼宇中各区域的语音提示装置提示相关楼层的师生相应的撤离路线和注意事项。Manually or automatically activate the voice prompt to evacuate the building, and prompt the teachers and students on the relevant floor with the corresponding evacuation routes and precautions through the voice prompt devices set in each area of the building.
针对后勤服务中漏水、跳闸等事件,及时进行区域断水断电等止损操作,把事件详情和维修建议通知维护人员进行抢修,反馈记录维修情况。针对设备损坏等事件,及时通报维修人员,辅助提供维修方案或厂家人员,反馈记录维修情况。In response to events such as water leakage and tripping in logistics services, stop loss operations such as regional water and power outages in a timely manner, notify maintenance personnel of incident details and maintenance suggestions for emergency repairs, and feedback and record the maintenance situation. For equipment damage and other events, notify maintenance personnel in a timely manner, assist in providing maintenance plans or manufacturer personnel, and feedback and record the maintenance situation.
具体的,根据楼宇设备管控系统,发现故障报警信息,初步诊断分析报警信息,对于漏水区域及时进行断水处理。向楼管值班人员发送事件信息和位置,值班人员通知维护人员处理。Specifically, according to the building equipment management and control system, the fault alarm information is found, the alarm information is initially diagnosed and analyzed, and the water is cut off in time for the water leakage area. Send the event information and location to the building management on-duty staff, and the on-duty staff will notify the maintenance staff to handle it.
针对楼宇使用过程中建筑设施升级施工事件,辅助管理施工人员,查实身份和权限,提供断电断水等施工辅助,记录并上报施工进展。In view of the upgrading of building facilities during the use of the building, assist in the management of construction personnel, verify identities and permissions, provide construction assistance such as power outages and water cuts, and record and report construction progress.
值班人员登记施工时间、位置、人员等信息,通过门禁的视频采集模块、图像采集模块和身份识别系统对施工人员核实身份,给予相应的门禁权限;The on-duty personnel register the construction time, location, personnel and other information, verify the identity of the construction personnel through the video acquisition module, image acquisition module and identification system of the access control, and give the corresponding access control authority;
利用设置于楼宇的声音传感器和图像传感器,收集施工进展定时上报楼宇管理人员,形成有效监督。Using the sound sensor and image sensor installed in the building, the construction progress is collected and reported to the building management personnel regularly to form effective supervision.
针对后勤管理人员定期不定期巡检工作,辅助安排巡检日程事项,及时通报组织相关部门和人员,通过视频手段自动巡检楼宇区域、设备情况等部分内容,评价巡检效果并反馈。Aiming at regular and irregular inspections by logistics managers, assist in arranging inspection schedules, notify relevant departments and personnel of the organization in a timely manner, automatically inspect building areas, equipment conditions and other parts through video means, evaluate inspection results and give feedback.
结合视频或图像采集信息对安保、保洁、维护人员安排巡检时间,发送提示指令。Combined with video or image collection information, security, cleaning, and maintenance personnel arrange inspection time and send reminder instructions.
上述事件的处理过程中,大数据的采集是指利用多个数据库来接收发自客户端(Web、App或者传感器等)的数据,可以通过这些数据库来进行简单的查询和处理工作。对关系突发事件管控系统的数据类型、数据大小、读写量级、读写比例、并发数、一致性、延迟度、分析的复杂度乃至需不需要引入较复杂的数据挖掘算法等进行甄别,构建满足能耗管控系统需要的数据采集硬件、数据传输硬件和数据采集检测软件,实现大数据采集。During the processing of the above events, the collection of big data refers to the use of multiple databases to receive data from clients (Web, App, or sensors, etc.), and simple queries and processing can be performed through these databases. Identify the data type, data size, read/write magnitude, read/write ratio, concurrency, consistency, latency, analysis complexity, and even the need to introduce more complex data mining algorithms in relational emergency management and control systems , build data acquisition hardware, data transmission hardware and data acquisition and detection software that meet the needs of energy consumption management and control system to realize big data acquisition.
由于采集的环境信息和人员信息的大数据可能由TB级(或者甚至PB级)信息组成,包括结构化数据(数据库、日志、SQL等)以及非结构化数据(、传感器、多媒体数据)。这些数据缺乏索引或者其他组织结构,可能由很多不同文件类型组成,使存储数据的成本在不断地增加,数据存储容量爆炸性增长且难以预估,越来越复杂的环境使得存储的数据无法管理,对数据库的存储功能构成了挑战。Because the big data of collected environmental information and personnel information may consist of terabytes (or even petabytes) of information, including structured data (databases, logs, SQL, etc.) and unstructured data (sensors, multimedia data). This data lacks an index or other organizational structure, and may be composed of many different file types, which makes the cost of storing data increasing, the data storage capacity grows explosively and is difficult to predict, and the increasingly complex environment makes the stored data unmanageable. It poses a challenge to the storage function of the database.
如图3所示,本系统在处理过程中对这些数据进行分区操作,通过建立广泛的索引与缓存机制,加大虚拟内存和分批处理,使用临时表和中间表优化查询语句,使用文本格式进行处理,定制清洗规则和出错处理机制,使用数据仓库和多维数据库完成数据的存储。As shown in Figure 3, the system performs partition operations on these data in the processing process. By establishing extensive indexing and caching mechanisms, increasing virtual memory and batch processing, using temporary tables and intermediate tables to optimize query statements, and using text format Perform processing, customize cleaning rules and error handling mechanisms, and use data warehouses and multidimensional databases to complete data storage.
在本实施例中,对楼宇内所有的传感器信息数据存入hadoop数据库,并把上传数据进行提前录入,并采用HDFS来进行分布式管理,将所有的传感器参数设置数据最大阈值和最小阈值,当接收数据超出设置的阈值范围时,通过实时数据平台发出设备报警,通过提前录入的传感器信息找到传感器所在位置,进而确定问题位置信息。在数据库不断被调用和新数据不断存储的过程中,通过传感器实时上传的数据走向即可预测该传感器是否会出现问题。In this embodiment, all sensor information data in the building is stored in the hadoop database, and the uploaded data is recorded in advance, and HDFS is used for distributed management, and the maximum and minimum data thresholds are set for all sensor parameters. When the received data exceeds the set threshold range, the device alarm is issued through the real-time data platform, and the location of the sensor is found through the sensor information entered in advance, and then the problem location information is determined. In the process that the database is constantly being called and new data is constantly being stored, whether there will be a problem with the sensor can be predicted through the trend of the data uploaded in real time by the sensor.
数据处理过程中,从其数据采集、数据转换、数据分组、数据组织、数据计算、数据存储、数据检索和数据排序规则上设计相应的数据处理系统架构软件和系统集成软件,并在这些数据的准备阶段,完成这些数据的录入。待这些数据录入后,按程序的指示和要求对这些数据进行处理,最后输出满足需求的有效信息,完成基于大数据技术的数据的处理。In the process of data processing, design the corresponding data processing system architecture software and system integration software from its data acquisition, data conversion, data grouping, data organization, data calculation, data storage, data retrieval and data sorting rules, and in these data In the preparation stage, the entry of these data is completed. After the data is entered, the data is processed according to the instructions and requirements of the program, and finally the effective information that meets the needs is output to complete the data processing based on big data technology.
基于数据挖掘算法,分割、集群、孤立点分析精炼数据,挖掘价值。进而进行预测分析,数据挖掘可对数据承载信息更快更好地消化理解,进而提升判断的准确性,最终形成决策辅助系统,包括:Based on data mining algorithms, segment, cluster, and isolated points analyze and refine data to mine value. Further predictive analysis, data mining can digest and understand the information carried by the data faster and better, thereby improving the accuracy of judgment, and finally forming a decision-making assistance system, including:
用户行为模型挖掘。将隐藏于海量数据中的深层用户行为、用能习惯等知识挖掘出来,构建用户行为模型,实时掌握并精确预测用户行为,以图表形式展现给管理人员。User behavior model mining. Dig out the deep knowledge of user behavior and energy usage habits hidden in massive data, build a user behavior model, grasp and accurately predict user behavior in real time, and show it to managers in the form of charts.
楼宇空间资源分配决策。挖掘校园教室、实验室、图书馆等公共空间使用模型,基于用户行为模型辅助进行空间资源调配,以图表/3D形式展现,并输出参考分配方案。Building space resource allocation decision. Mining the use models of public spaces such as campus classrooms, laboratories, and libraries, and assisting in the allocation of space resources based on user behavior models, displaying them in the form of charts/3D, and outputting reference allocation plans.
供能辅助决策。挖掘校园内能耗使用情况,预测能耗使用情况,辅助进行能源供给决策,以图表/3D形式展现,并输出参考分配方案。Energy to assist decision-making. Excavate the energy consumption usage in the campus, predict the energy consumption usage, assist in the decision of energy supply, display it in the form of chart/3D, and output the reference distribution plan.
后勤服务需求预测。挖掘校园内保洁、安保等后勤服务需求,结合用户行为与分布,辅助进行后勤服务需求预测与分配,以图表/3D形式展现,并输出参考分配方案。Logistics service demand forecast. Excavate the needs of logistics services such as cleaning and security on campus, and combine user behavior and distribution to assist in the prediction and distribution of logistics service needs, display them in the form of charts/3D, and output a reference distribution plan.
突发事件预测。挖掘设备运营维护情况,预测设备可能发生故障风险,及时通知机器人系统分配人员,并提供事件处理相关策略,人机协同处理相关风险。Prediction of emergencies. Excavate the operation and maintenance of equipment, predict the risk of equipment failure, notify the robot system to assign personnel in a timely manner, and provide relevant strategies for incident handling, and human-machine collaborative processing of related risks.
在本实施例中,可以预先配置所有的采集元件参数的数据最大阈值和最小阈值,当接收数据超出设置的阈值范围时,进行相应设备报警,通过传感器ID信息找到传感器所在位置。In this embodiment, the maximum and minimum data thresholds of all acquisition element parameters can be pre-configured. When the received data exceeds the set threshold range, a corresponding device alarm is performed, and the sensor location is found through the sensor ID information.
根据接收的传感器采集信息,确定相应用户的使用习惯,对用户的具体行为进行刻画,包括相应用户各时段的用电情况、用水情况和身体温度,并进行分析计算,确定用户最舒适体温,以及用电、用水的高峰期和低谷期,根据确定结果调节水、电的用量。According to the information collected by the received sensors, the usage habits of the corresponding users are determined, and the specific behaviors of the users are described, including the electricity consumption, water consumption and body temperature of the corresponding users in various periods, and the analysis and calculation are carried out to determine the most comfortable body temperature of the user, and During the peak and trough periods of electricity and water consumption, the consumption of water and electricity shall be adjusted according to the determined results.
以上所述仅为本申请的优选实施例而已,并不用于限制本申请,对于本领域的技术人员来说,本申请可以有各种更改和变化。凡在本申请的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本申请的保护范围之内。The above descriptions are only preferred embodiments of the present application, and are not intended to limit the present application. For those skilled in the art, the present application may have various modifications and changes. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of this application shall be included within the protection scope of this application.
上述虽然结合附图对本发明的具体实施方式进行了描述,但并非对本发明保护范围的限制,所属领域技术人员应该明白,在本发明的技术方案的基础上,本领域技术人员不需要付出创造性劳动即可做出的各种修改或变形仍在本发明的保护范围以内。Although the specific embodiments of the present invention have been described above in conjunction with the accompanying drawings, they do not limit the scope of protection of the present invention. Those skilled in the art should understand that on the basis of the technical solutions of the present invention, those skilled in the art do not need to pay creative efforts. Various modifications or deformations that can be made are still within the protection scope of the present invention.
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