CN106055491B - A kind of entropy extraction method and circuit based on SRAM PUF - Google Patents
A kind of entropy extraction method and circuit based on SRAM PUF Download PDFInfo
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F12/00—Accessing, addressing or allocating within memory systems or architectures
- G06F12/16—Protection against loss of memory contents
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- H—ELECTRICITY
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- H04L9/06—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols the encryption apparatus using shift registers or memories for block-wise or stream coding, e.g. DES systems or RC4; Hash functions; Pseudorandom sequence generators
- H04L9/0643—Hash functions, e.g. MD5, SHA, HMAC or f9 MAC
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
- H04L9/32—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols including means for verifying the identity or authority of a user of the system or for message authentication, e.g. authorization, entity authentication, data integrity or data verification, non-repudiation, key authentication or verification of credentials
- H04L9/3271—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols including means for verifying the identity or authority of a user of the system or for message authentication, e.g. authorization, entity authentication, data integrity or data verification, non-repudiation, key authentication or verification of credentials using challenge-response
- H04L9/3278—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols including means for verifying the identity or authority of a user of the system or for message authentication, e.g. authorization, entity authentication, data integrity or data verification, non-repudiation, key authentication or verification of credentials using challenge-response using physically unclonable functions [PUF]
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Abstract
The present invention provides a kind of entropy extracting method and circuit based on SRAM PUF, the application is by being arranged the extraction conditions such as predetermined reading times, threshold value to control power down time and number of power failures, effective concussion node in SRAM is filtered out first, then it carries out the second wheel to concussion node further according to the requirement of minimum entropy to screen, it is ensured that oscillation node can satisfy extraction and require.The present invention cannot reach the node of requirement by shaking after screening out power down in SRAM, the entropy information of effectively concussion node is extracted for use as true random number or authentication information is generated, it can be while guaranteeing to generate the randomness of random sequence, simplify and calculate step, accelerates the speed for generating random number.The node in SRAM is screened again moreover, this method may be implemented to change extraction conditions in real time by circuit design, can still be exported according to the information filtered out before during screening again, guarantees that output will not stop.
Description
Technical field
The present invention relates to information security field, in particular to a kind of entropy extracting method and circuit based on SRAM PUF.
Background technique
In recent years, with smart card, RFID (Radio Frequency IDentification radio frequency identification) label
With the extensive use of the physical entities such as sensor network nodes, how effectively certification is implemented to these physical entities and be to ensure that system
The key factor of safety.However, tradition is based on close due to the problems such as generally existing computing capability of this kind of entity is poor, resource is limited
There is very big obstacle in application in the authentication method that code is learned.It uses for reference currently widely used based on human body unique features fingerprint or rainbow
For film to the personal thought for implementing certification, there has been proposed single object is uniquely identified based on the inherent physique of physical entity
Entity is managed, realizes the method effectively authenticated to physical entity.Here it is it has been proposed that physics unclonable function (Physical
Unclonable Function, PUF) concept.
SRAM (Static Random Access Memory), i.e. static random access memory.It is a kind of with quiet
The only memory of access facility, the data of its storage inside can be saved by not needing refresh circuit.When SRAM power down for a period of time after,
Uncertain variation can occur for the data stored in SRAM, this is determined by manufacturing.So correctly extracting
The entropy of SRAM PUF is highly useful for use as true random number or authentication information.
Due to production technology, the factors such as power down time and temperature all whether SRAM interior joint, which can occur, oscillation to be generated
It influences.Different process, oscillating characteristic of the node of the SRAM of different manufacturers production in power down same time are all different.Even
All there is a certain distance in this characteristic of same technique, the same batch SRAM of same producer's production, this is also the PUF of SRAM
What characteristic was determined.The size of the entropy for the SRAM that power down time length will affect, that is, the randomness of phase data.
Temperature change can also influence SRAM oscillating characteristic to a certain extent.Thus need to carry out the node in SRAM certain screening
It is just adapted to extract the requirement of random sequence.
Since existing technology can not correctly extract the randomness of SRAM node, thus current random sequence is extracted
Technology generated is not real random number yet.And these pseudo random numbers are applied to random number generator and authentication gesture
Demand must be unable to satisfy.Thus it is badly in need of that the characteristic of SRAM PUF can be used for the technology of random number extraction.
Summary of the invention
The present invention is directed to the unknown situation of oscillating characteristic after SRAM power down, the node data after proposing a kind of pair of power down into
Row hierarchical screening, to extract those really methods of the entropy informations of unpredictable unclonable concussion nodes and its corresponding
Circuit.
A kind of entropy extracting method based on SRAM PUF, which comprises the steps of:
Initialization: the value of predetermined reading times, threshold value and minimum entropy is arranged in the first step;
Second step, finds concussion node: carrying out power down process to SRAM, and stores after each power down each node in SRAM
Address and corresponding data value stop power down after number of power failures reaches predetermined reading times;
Third step, screening: counting the data of each node stored in previous step, if the variation time of node data value
Count threshold value of missing a gate, then it is assumed that the node infrequently shakes, and screens out the node;If the change frequency of node data value reaches door
Threshold value, then it is assumed that the node is concussion node, stores the concussion address of node;
4th step judges minimum entropy: the minimum entropy of concussion node is calculated, if the value of minimum entropy less than 0.4, prompts to replace
The first step is come back to after SRAM, replacement SRAM to be handled;If the value for the minimum entropy being calculated is more than or equal to 0.4, complete
At screening;
Output: 5th step reads the data of concussion node according to the concussion address of node stored in third step, by data
It is exported after carrying out hash function processing;If receiving replay request, second step is jumped to, is successively carried out by sequence of steps again
Processing.
Wherein, the predetermined reading times of data are set as 40-200 times after SRAM power down described in the second step.It is secondary
The number person of can be used provides, it is proposed that 100 times, number is difficult to extract randomness very little, and number increases unnecessary meter too much
It calculates.
Wherein, the threshold value is the 5%-30% of number of power failures.
Wherein, the value of minimum entropy is not less than 0.4 in the 4th step.
Wherein, in any step of the entropy extracting method based on SRAM PUF, if being connected to and requiring initializing signal
The first step is jumped to immediately, re-starts processing by sequence of steps.
The invention also includes a kind of, and the entropy based on SRAM PUF extracts circuit, which is characterized in that including SRAM, reads mould
Block, node screening module, output module, push-up storage, random access memory and control module;Control module is first received and is set
The value of predetermined reading times, threshold value and the minimum entropy set, then controls SRAM power down by read module, and read module is read
It takes each address of node and corresponding data value after each power down of SRAM and transmits each address of node and corresponding data value
It is stored to push-up storage;Stop power down, node sieve when the number of power failures of SRAM reaches the predetermined reading times of setting
Modeling block reads the data value of each node after each power down stored in push-up storage, and change frequency is reached threshold
The node address of value is stored in random access memory;Node screening module then calculates minimum entropy, if the value of the minimum entropy calculated is less than
0.4 sends the signal of prompt replacement SRAM to control module, and the signal of screening is otherwise sent completely to control module;Export mould
Block reads the data value of respective nodes in SRAM according to the address stored in random storage by read module, and data are carried out
It is exported after hash function processing;When control module is connected to replay request, SRAM power down is controlled again through read module, again
Node is screened, is exported again after the data value of respective nodes is carried out hash function processing again.
Wherein, control module stores the value of predetermined reading times, threshold value and minimum entropy;Control module controls reading simultaneously
Modulus block real time modifying power down time;When being screened each time, control module all can be by newest predetermined reading times, minimum
The value and threshold value of entropy are sent to node screening module.
The mechanism of action of the present invention is: after a power failure, certain nodes just lose data in the very short time to SRAM, and another
A little nodes can still save data in the relatively long time.These nodes can be to digital level 0 after power down in SRAM
Or 1 have certain skewed popularity, with the presence of the very strong skewed popularity of node, these nodes are known as stationary nodes, and other are saved
The not apparent skewed popularity of point, is considered as oscillation node.In order to extract real random sequence, need to the node in SRAM
It is screened.The exclusive or of value and last value after calculate node power down
Wherein, i indicates i-th of node, and i is the integer (sum that n is SRAM interior joint) within the scope of 1~n.If XOR
Indicate that the node changes for 1, i.e. oscillation is primary.Be arranged between during power down it is too long in the case where, in addition to concussion node
Other than value can change, certain stationary nodes are it can also happen that accidental oscillation.And during power down between it is too short in the case where, vibration
It swings node to be likely to fail complete power down, i.e., is not vibrated when next time powers on.
Moreover, by testing muti-piece SRAM, it has been found that those points that oscillation section occurs not all are built-in oscillations
's.In 100 tests, the number that statistics XOR is 1 and 0 changes Probability p intoX=1And pX=0Form, and both compare size and obtain
pmax
pmax=max (pX=1,pX=0) (2)
It is not difficult to find out that pmaxThe probability that value be 1 is should 1/2.But in actual test, some nodes only vibrate several times, and
Also the number of some nodes variation reaches more than 40 times simultaneously, and the probability that exclusive or value is 1 is not 1/2.
Thus, it is intended that those can be screened out accidentally since extraneous factor causes the node of oscillation.And in fact, this
Address date amount corresponding to a little nodes accidentally shaken is huge.This undoubtedly increases subsequent arithmetic pressure, slows down
Speed.
In method provided by the present invention, by second step to the power down process of SRAM, counts available and go out to shake section
After putting and depositing these storage concussion addresss of node, it is also necessary to calculate the minimum entropy of this block SRAM by the 4th step again.If calculating
Minimum entropy out does not reach requirement, then illustrates that this block SRAM does not adapt to the demand of this extraction, need replacing others
SRAM.By the screening of this two step, the concussion number of nodes that we obtain has greatly reduced, and can guarantee random storage
The node stored in device is to meet the requirements.Such processing can provide convenience for subsequent entropy.
Wherein calculate minimum entropy (Hmin)totalFormula are as follows:
Wherein, i indicates i-th of node, and i is the integer (sum that n is SRAM interior joint) within the scope of 1~n;piMax is
The corresponding p of node imax。
The entropy of SRAM overall data is variation.When without screening, changes of entropy amplitude is larger, starts setting up threshold value
Afterwards, changes of entropy amplitude starts to become smaller, and starts have preferable consistency.But if threshold value setting is excessively high, entropy can go out again
The larger situation of existing amplitude of variation.Thus, the threshold value in the present invention is set as the 10% of number of power failures.
In this method, when receiving replay signal, control module can reactivate node screening module, carry out again
The screening process of two steps to the 5th step, and update the node address stored in random access memory (RAM).And it is being screened again
This period, the case where circuit is still exported according to the information that filters out of last time, stopped there is no output.
For existing entropy extracting method, advantage is the present invention:
Due to taking node concussion situation and the screening of minimum entropy two-wheeled to guarantee that the concussion node filtered out is all met the requirements,
The pressure of subsequent calculating can thus be mitigated.The present invention improves the randomness of output data, while it is random also to accelerate generation
Several speed.
Further, since the value of predetermined reading times, threshold value and minimum entropy can be set in control module, so that of the invention
The node that concussion number is not up to threshold requirement can be gradually rejected by way of being stepped up threshold, that is, passes through setting threshold
Value controls the node address data volume for extracting entropy.This makes the present invention guarantee data randomness, guarantee safety
In the case of, the step of generating random sequence can be simplified, improve the speed for generating random number.
Secondly as the screening conditions of node can re-start sieve when obtaining new threshold value taking human as input, circuit
Choosing, and update oscillation node address.In this method, when receiving replay signal, control module can also reactivate node sieve
Modeling block carries out second step to the screening process of the 5th step again, and updates the concussion node stored in random access memory (RAM)
Address.And in this period screened again, circuit is still exported according to the information that the last time filters out, no
There can be the case where output stops.
Detailed description of the invention
Attached drawing is used to provide further understanding of the present invention, and constitutes part of specification, and with it is of the invention
Embodiment together, is used to explain the present invention, and is not construed as limiting the invention.In the accompanying drawings:
Fig. 1 is the block diagram that the entropy based on SRAM PUF extracts circuit;
Fig. 2 is the flow chart of the entropy extracting method based on SRAM PUF.
Specific embodiment
It is specific as follows the invention discloses a kind of entropy extracting method and its circuit based on SRAM PUF:
Circuit corresponding to a kind of entropy extracting method based on SRAM PUF, including SRAM, read module, node screen mould
Block, output module, push-up storage, random access memory and control module;Control module first receives the predetermined reading of setting
The value of number, threshold value and minimum entropy, then controls SRAM power down by read module, and read module reads SRAM and falls every time
It each address of node and corresponding data value and each address of node and corresponding data value is transferred to first in first out deposits after electricity
Reservoir storage;Stop power down when the number of power failures of SRAM reaches the predetermined reading times of setting, node screening module is read first
Into the data value for first going out each node after each power down for storing in memory, and change frequency is reached to the node address of threshold value
It is stored in random access memory;Node screening module then calculates minimum entropy, if the value of the minimum entropy calculated is unsatisfactory for requiring (to be less than
0.4) signal that prompt replacement SRAM, is then sent to control module, is otherwise then sent completely the signal of screening to control module;It is defeated
Module reads the data value of respective nodes in SRAM according to the address stored in random storage by read module out, and by data
It is exported after carrying out hash function processing;Once control module is connected to replay request, just controlled immediately again through read module
Node is screened in SRAM power down again as procedure described above, again carries out the data values of respective nodes after hash function processing again
Output.
In the circuit, control module stores the value of predetermined reading times, threshold value and minimum entropy;Control module is simultaneously
Control read module real time modifying power down time;When being screened each time, control module all can be by newest predetermined reading time
Number, the value of minimum entropy and threshold value are sent to node screening module.
In the specific implementation process, we carry out power down process to SRAM first, and by the way that threshold value is arranged, those are changed
Number is not up to the node revocation of threshold, counts available concussion node and deposits these storage concussion addresss of node.In test
It was found that available concussion node can fall sharply with the raising of threshold value.Oscillation number of nodes probably accounts for the 3% of total node number
To 5%, if threshold setting is excessively high, the node that can often vibrate those is screened out, and remaining number of nodes tails off significantly, is used for
The node address data volume for extracting entropy tails off, and safety is deteriorated significantly, increases security risk.Thus threshold value is traditionally arranged to be
The 5%-30% of number of power failures is more reasonable.
In order to improve reliability and safety, the entire strategy that extracts needs to consider several interactive information.It is to extract first
Out after entropy information, external randomizer or identity authorization system can propose the requirement replayed.At this point, this module needs
Screening step before abandoning the node address data of storage and repeating.Its minor node screening conditions can obtained taking human as input
It when to new threshold value, also needs to re-start screening, updates oscillation node address.And screened again this
The case where period, circuit are still exported according to the information that the last time filters out, and are stopped there is no output.
Fig. 1 is the realization circuit block diagram of entropy extracting method of the present invention.Specifically, extracting circuit in entropy proposed by the present invention
In, read module controls the power down of node and specific power down time on SRAM;Node screening module is responsible for being fallen according to node
Situation sieve series after electricity goes out suitable node and records;Output module is gone according to the node address that node screening module obtains
The continuous value read after corresponding oscillation node power down;FIFO (push-up storage) is responsible for number of nodes when temporary screening
According to;RAM (random access memory) is responsible for the determining oscillation node address of storage screening;Control module controls other all modules, control
Make control signal and the interaction of intermodule of other modules.
As shown in Figure 1, the control signal that read module is provided according to control module, carries out power down control to SRAM.And it reads
Data in SRAM after all node power down out provide correspondence according to the access of FIFO (push-up storage) and output module
Output, FIFO has read request, then all data issued FIFO, if output module has request, just given according to output module
Node address out is by the data of corresponding node to output module.
Push-up storage (FIFO) stores the data after each power down of SRAM, sends interactive signal after being filled with 100 times
Node screening module is given, node screening module is waited to read data.Predetermined reading times are repaired by node screening module repeatedly
Change.
It is interacted between node screening module and read module by push-up storage FIFO, FIFO will each time
Node data it is temporary, be filled with after 100 times and all give node screening module, node screening module is to these node datas elder generation
Oscillation node is found out after being counted, and node screening is then carried out to the oscillation node that statistics obtains according to threshold value, has been screened
At the rear calculating for carrying out minimum entropy, then it is compared with the minimum entropy condition of input.If minimum entropy condition is unsatisfactory for illustrating
The SRAM used is unavailable, and node screening module reports an error to control module, and one piece of SRAM is changed in request;If it is satisfied, then will oscillation
Address of node is sent to RAM and is saved, while sending a completion signal to control module.
The control signal that output module is given according to control module, it is continuous to access the oscillation stored in random access memory ram
Node address, and ask request read module to read the node data of corresponding address with these addresses, then these data are carried out
Hash function processing, data, which are processed into specific length by the burst of data for meeting entropy condition of a uncertain length, expires entropy
True random number is last transmitted to output of the control module as circuit.This output can be used for randomizer and identity
Authentication information.
Random access memory ram storage oscillation address of node, and carried out more when node screening module provides new address
Newly.
Control module needs the parameter setting to node screening module to control, and specifically includes and makes a reservation for reading time repeatedly
Number, minimum entropy condition, threshold value and screening commencing signal.When specific works, control module is requested and is joined according to the replay of input
It is several that other modules are controlled, it sends electric control signal to read module, controls it to the power down read-write of SRAM and under
The output control of grade module.The screening opportunity of control module also control node screening module and screening conditions, are in addition to this controlled
Molding block also controls output module and carries out output control.Since SRAM reading rate is slower in circuit, it may appear that clock mismatches
The problem of, so a PLL (Phase Locked Loop, phaselocked loop) is also devised in control module, when being used to unified integration
Clock signal interacts the data of each intermodule correctly rapidly.
The detailed process referring to described in Fig. 2, present invention also provides corresponding entropy extracting method, this method includes following step
It is rapid:
Initialization: the value of predetermined reading times, threshold value and minimum entropy is arranged in the first step.In general, SRAM power down
The predetermined reading times of data are set as 40-200 times afterwards, and number can voluntarily be provided by user.But in view of predetermined reading time
Number is difficult to extract the randomness of SRAM node very little, and number then will increase unnecessary computation burden too much, thus set herein
Setting predetermined reading times is 100 times.The threshold value of setting is usually the 5%-30% of number of power failures (i.e. predetermined reading times).No
It crosses, is concussion node since threshold value setting can make the node screened not very little, and after setting then makes screening too much
Available number of nodes is very little, thus sets the 10% of number of power failures for threshold value herein, i.e. threshold value is 10.Generally, as long as
The value of minimum entropy is not less than 0.4, so that it may think that the SRAM can be used.Thus the value of minimum entropy is set as 0.4 herein.
Second step, find concussion node: this step includes " starting to store power failure data " to " being filled with data " in flow chart
Two small steps.Power down process is carried out to SRAM first, and stores after each power down each address of node and corresponding data in SRAM
Value stops power down after number of power failures reaches predetermined reading times, carries out the screening of next step (when being filled with data).
Third step, screening: this step " starting to screen " i.e. shown in the flowchart step.This step in previous step to storing
The data of each node counted, the threshold value if change frequency of node data value is missed a gate, then it is assumed that the node is infrequently
Concussion, screens out the node;If the change frequency of node data value reaches threshold value, then it is assumed that the node is concussion node, storage
The concussion address of node;
4th step judges minimum entropy: calculating the minimum entropy of concussion node;If the value for the minimum entropy being calculated less than 0.4,
Replacement SRAM is then prompted, the first step is come back to after replacement SRAM and is handled;If the value satisfaction for the minimum entropy being calculated is wanted
It asks, that is, is more than or equal to 0.4, then it represents that complete screening, the node address stored in previous step can be used.Herein, minimum entropy
Calculating process is referring to the related content in specification, and details are not described herein.
5th step, output.The right half part of the corresponding flow chart of this step.First, in accordance with the concussion node stored in third step
Address read concussion node data, then by data carry out hash function processing, finally export.Once receiving replay to ask
It asks, then jumps to second step, successively handled by sequence of steps again.
The value that corresponding node in SRAM after read-write power down is gone according to the address saved in random access memory, before this value is exactly
Literary meaning can be used for the information of randomizer or authentication.In addition, if control module receives replay request,
Second step is jumped to, is successively handled by sequence of steps again.
For entire circuit when being broadcast signal again, control module can activate node to screen again it can be seen from process
Module repeats the screening process of the foregoing description.It is completed between screening again in the request regenerated to circuit, exports mould
Block still has and can be calculated and be exported according to the node that last time filters out, and just will be updated node address until completing screening again.
Entire circuit module will do it the judgement of minimum entropy in screening, if minimum entropy condition is unsatisfactory for, circuit output
It can report an error, notice needs artificial replacement SRAM.The shake filtered out is guaranteed by the screening of the two-wheeled of concussion node and minimum entropy in this way
It swings node all to meet the requirements, from the pressure for thus mitigating subsequent calculating, further ensures the randomness of output data, while also adding
The fast speed for generating random number.
Those of ordinary skill in the art will appreciate that: the foregoing is only a preferred embodiment of the present invention, and does not have to
In the limitation present invention, although the present invention is described in detail referring to the foregoing embodiments, for those skilled in the art
For, still can to foregoing embodiments record technical solution modify, or to part of technical characteristic into
Row equivalent replacement.All within the spirits and principles of the present invention, any modification, equivalent replacement, improvement and so on should all include
Within protection scope of the present invention.
Claims (6)
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| CN107390063B (en) * | 2017-08-03 | 2020-11-06 | 恒宝股份有限公司 | Power failure test method and device |
| CN108681441B (en) * | 2018-04-25 | 2021-06-01 | 东南大学 | Random number generator based on BR-PUF |
| CN117494234B (en) * | 2023-10-12 | 2024-11-19 | 成都海泰方圆科技有限公司 | Entropy acquisition method and device and electronic equipment |
| CN118784242B (en) * | 2024-06-27 | 2025-11-28 | 国家电网有限公司 | SRAMPUF-based security parameter generation system and SRAMPUF-based security parameter generation method |
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| CN106055491A (en) | 2016-10-26 |
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