CN109491249A - It is a kind of that there are the design methods of multi-agent system event trigger controller when DoS attack - Google Patents

It is a kind of that there are the design methods of multi-agent system event trigger controller when DoS attack Download PDF

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CN109491249A
CN109491249A CN201811451504.XA CN201811451504A CN109491249A CN 109491249 A CN109491249 A CN 109491249A CN 201811451504 A CN201811451504 A CN 201811451504A CN 109491249 A CN109491249 A CN 109491249A
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follower
attack
dos attack
event trigger
leader
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CN109491249B (en
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刘皓
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Benxi Steel Group Information Automation Co ltd
Dragon Totem Technology Hefei Co ltd
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Shenyang Aerospace University
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    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/04Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
    • G05B13/042Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators in which a parameter or coefficient is automatically adjusted to optimise the performance

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Abstract

The present invention relates to network control system technical fields, the average residence time method specifically relied on using mode, for the multi-agent system with leader, there are Denial of Service attack (Denial-of-Service, DoS) the case where, the method for determining consistency event trigger controller includes the following steps: that step 1 establishes leader-follower's multi-Agent System Model and design trigger conditions;Step 2 establishes DoS attack model and switching system model;Step 3 designs event trigger controller and corresponding switching condition.A kind of average residence time method relied on using mode proposed by the present invention, solving leader-follower's multi-agent system, there are the design problems of consistency event trigger controller when DoS network attack.

Description

It is a kind of that there are the designs of multi-agent system event trigger controller when DoS attack Method
Technical field
The present invention relates to network control system technical field, the average residence time method relied on using mode, for Multi-agent system with leader the case where there are Denial of Service attack (Denial-of-Service, DoS), determine one The method for causing sexual behavior part trigger controller.
Background technique
Multi-agent system is one important research direction of network control system, and leader-follower's system is more Unified important subject of smart system has extensive practical application value, such as how unmanned formation control, collection team control System, intelligent vehicle formation control etc..
Since the ability of intelligent body data processing is limited, if data volume is excessive, processing speed will appear delay or even make At network congestion, therefore the calculating for taking method appropriate to reduce data volume has actual meaning.Event triggering control is solution Certainly the problem provides good thinking, so that data are only just transmitted when meeting certain trigger condition, are calculated, it can be significantly Reduction data transmission, storage and calculating.However, current most of leaders-follower's multi-agent system, does not account for Therefore the case where there are DoS network attacks between leader and follower studies the situation with very strong realistic meaning.
The invention proposes a kind of average residence time methods relied on using mode, and it is more to solve leader-follower There are the design problems of consistency event trigger controller when DoS network attack for multiagent system.
Summary of the invention
Present invention aims at a kind of average residence time method relied on based on mode is proposed, for multi-agent system The design of consistency event trigger controller, solves between former leader and follower that there are cannot achieve one when DoS attack The problem of cause property control.Technical solution of the present invention is implemented as follows:
1) leader-follower's multi-Agent System Model and design trigger conditions are established;
2) DoS attack model and switching system model are established;
3) event trigger controller and corresponding switching condition are designed.
The step one are as follows: consideration leader is high order system, and is not influenced dynamically by follower, and model isThe model of i-th of follower isTherefore, multi-agent system The consistency control protocol of i follower is designed as Corresponding trigger conditions are designed asWherein
The step two are as follows: assuming that DoS attack meets: (1)(2)When in the presence of attack, communicating interrupt between leader and follower communicates topological structure Variation, system becomes unstable from stabilization at this time, thus described using switching system there are the leader-when DoS attack with With person's multi-agent system;System when attack corresponds to the unstable stator system of switching system, not under fire when system it is corresponding Stablize subsystem;Also, switching system model can be expressed as follows:
The step three are as follows: in step 2, feedback oscillator be it is unknown, adopt and be designed in the following method;It gives Determine parameter alpha > 0, β > 0, μ1The < of > 1 and 0 μ2< 1, if there is matrix X1> 0, X2> 0 and Y1, Y2 make
X1≤μ2X2, X2≤μ1X1
Wherein,P=1,2;So, controller gain can be designed asP=1,2;If leader-follower's multiple agent consistency is met, the switching signal of switching system It also needs to meet
This method is suitable for controlling there are UAV Formation Flight extensive when network attack or intelligent vehicle formation control.
Beneficial effects of the present invention:
The present invention designs a kind of consistency event trigger controller, and there are DoS for the person of acting as the leader-follower multi-agent system When attack, which can guarantee that multi-agent system still can guarantee consistency.By the multiple agent by DoS attack System is described using switching system, and the average residence time method relied on using mode is given and meets system conformance Switching condition, and guarantee trigger conditions there is no Zeno phenomenon.Due to the design of event trigger controller, so that being The data volume of system processing can greatly be reduced, and saved and calculated and transmit energy.The present invention is suitable for there are big when network attack The control of scale UAV Formation Flight or intelligent vehicle formation control, have great practical application value.
Detailed description of the invention
In order to facilitate the understanding of those skilled in the art, the present invention will be further described below with reference to the drawings.
Fig. 1 is the distributed event triggering transmission policy of i-th of follower.
Specific embodiment
For implementer's case of the invention is more clearly understood, specific embodiment is given below: of the invention The distributed event triggering transmission policy of i-th of follower is as shown in Figure 1.
1) leader-follower's multi-Agent System Model and design trigger conditions are established
Assuming that leader meetsThe kinetics equation of i-th of follower is
Wherein,N is the number of follower.The purpose of the present invention is there are when DoS attack, still It can be realized lim supt→∞| | z (t) | |≤δ, z (t)=col { z1(t), z2(t) ... zN(t) }, zi(t)=xi(t)-x0 (t)。
For follower i, following measurement error is considered:
Wherein,For k-th of event triggering moment of follower i.DefinitionIt selects as follows Consistency control protocol
Wherein, matrix K is the feedback oscillator for needing to design.
The event triggering moment of follower iIt can adopt and determine in the following method:
It should be noted that only existingCurrent state information is sent to its neighbour by moment, i-th of follower, and Control data are updated, then measurement error is re-set as zero.In addition, the trigger conditions of design must assure that removal Zeno phenomenon, otherwise system is unable to operate normally, that is, needs to meet
2) DoS attack model and switching system model are established
Assuming that the DoS attack moment isDefine Rn=[rn, rnn), indicate n-th of period of DoS attack.τn Lasting actual interval is attacked for n-th, and meets τn< rn+1-rnAnd τmax≥τn≥τmin> 0.Next definitionWithWhereinWithPoint Not Biao Shi communicating interrupt and connection time interval.Therefore, the control protocol of follower i can be expressed as
Wherein,
Assuming that DoS attack meets following frequency constraint and duration constraints:
Wherein, 0≤T1≤T2, Nσ2(T1, T2) indicate in time interval [T1, T2) interior DoS attack number.
Define zi(t)=xi(t)-x0(t),With z (t)=col { z1(t), z2(t) ... zN (t) }, then available
There are when DoS attack it can be seen from formula (8), leader-follower's multi-Agent System Model can be by switching System describes.The switching system includes two subsystems, a stable subsystem and a unstable stator system.Multiple agent There is corresponding unstable stator system when attack in system.
3) event trigger controller and corresponding switching condition are designed
Assuming that leader-follower's system communicates topology in no DoS attack there are spanning tree, leader's intelligent body is root Node.Given parameters α > 0, β > 0, μ1The < of > 1 and 0 μ2< 1, if there is matrix X1> 0, X2> 0 and Y1, Y2 make
X1≤μ2X2, X2≤μ1X1 (11)
Wherein,P=1,2, and DoS attack meets constraint condition (6) (7),So, leader-follower's multiple agent consistency can obtain To satisfaction, and z (t) meetsWherein,
Therefore, controller gain can be designed asP=1,2.In addition, the trigger conditions of selection are full FootWherein,
Present invention disclosed above preferred embodiment is only intended to help to illustrate the present invention.There is no detailed for preferred embodiment All details are described, are not limited the invention to the specific embodiments described.Obviously, according to the content of this specification, Many modifications and variations can be done.These embodiments are chosen and specifically described to this specification, is in order to better explain the present invention Principle and practical application, so that skilled artisan be enable to better understand and utilize the present invention.The present invention is only It is limited by claims and its full scope and equivalent.

Claims (5)

1. a kind of, there are multi-agent system consistency event trigger controller design methods when DoS attack, which is characterized in that it Include the following steps:
Step 1: leader-follower's multi-Agent System Model and design trigger conditions are established;
Step 2: DoS attack model and switching system model are established;
Step 3: design event trigger controller and corresponding switching condition.
2. according to claim 1, a kind of there are multi-agent system consistency event trigger controllers when DoS attack to set Meter method, which is characterized in that the step one are as follows: consideration leader is high order system, and not by the dynamic shadow of follower It rings, model isThe model of i-th of follower isTherefore, The consistency control protocol of i-th of follower of multi-agent system is designed asCorresponding trigger conditions are designed asWherein
3. according to claim 1, a kind of there are multi-agent system consistency event trigger controllers when DoS attack to set Meter method, which is characterized in that the step two are as follows: assuming that DoS attack meets: (1) (2)When in the presence of attack, communicating interrupt between leader and follower communicates topological structure It changes, system becomes unstable from stabilization at this time, therefore describes using switching system that there are leaders when DoS attack Person-follower's multi-agent system;System when attack corresponds to the unstable stator system of switching system, not under fire when system It is corresponding to stablize subsystem;Also, switching system model can be expressed as follows:
4. according to claim 1, a kind of there are multi-agent system consistency event trigger controllers when DoS attack to set Meter method, which is characterized in that the step three are as follows: in step 2, feedback oscillator be it is unknown, adopt in the following method into Row design;1 < of > 1 and 0 μ of given parameters α > 0, β > 0, μ2< 1, if there is matrix X1> 1, X2> 1 and Y1, Y2So that
X1≤μ2X2, X2≤μ1X1
Wherein,P=1,2;So, controller gain can be designed as P=1,2;If leader-follower's multiple agent consistency is met, the switching signal of switching system also needs to meet
5. described in claim 1, a kind of there are multi-agent system consistency event trigger controller design sides when DoS attack The application of method, which is characterized in that this method is suitable for controlling there are UAV Formation Flight extensive when network attack or intelligence Vehicle formation control.
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Cited By (19)

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CN110297497A (en) * 2019-06-11 2019-10-01 沈阳航空航天大学 The control method of multi-agent system consistency based on mixing trigger mechanism under network attack
CN110308659A (en) * 2019-08-05 2019-10-08 沈阳航空航天大学 Uncertain multi-agent system mixing with time delay and switching topology triggers consistent control method
CN110597109A (en) * 2019-08-26 2019-12-20 同济人工智能研究院(苏州)有限公司 Multi-agent consistency control method based on event triggering
CN110716582A (en) * 2019-10-16 2020-01-21 东南大学 Multi-agent consistency tracking protocol design method suitable for intermittent DoS attack on communication
CN111538239A (en) * 2020-03-29 2020-08-14 博智安全科技股份有限公司 Multi-agent navigation following consistency control system and method
CN111736593A (en) * 2020-04-09 2020-10-02 浙江工业大学 Stage mobile robot formation asynchronous control method for preventing uncertain DoS attack
CN111756032A (en) * 2020-05-19 2020-10-09 国网浙江省电力有限公司温州供电公司 Improved method based on event trigger control in deceptive network
CN111830976A (en) * 2020-07-01 2020-10-27 武汉理工大学 Unmanned ship control method based on T-S fuzzy system switching under DoS attack
CN112068441A (en) * 2020-09-18 2020-12-11 河南农业大学 Collaborative design method for security event driver and SDOFR controller
CN112068442A (en) * 2020-09-18 2020-12-11 河南农业大学 Method for designing event-driven SDOFQ controller under periodic DoS attack
CN112099356A (en) * 2020-09-18 2020-12-18 河南农业大学 Design method of event-driven SDOFQH controller under DoS attack
CN112327632A (en) * 2020-11-23 2021-02-05 哈尔滨理工大学 Multi-agent system tracking control method for false data injection attack
CN112462602A (en) * 2020-08-21 2021-03-09 浙江大丰实业股份有限公司 Distributed control method for keeping safety spacing of mobile stage fleet under DoS attack
CN113043280A (en) * 2021-04-21 2021-06-29 南京邮电大学 Control method for processing teleoperation system under DOS attack
CN113341729A (en) * 2021-06-24 2021-09-03 湖北科技学院 Fixed time consistency control method for multi-agent system
CN113885528A (en) * 2021-11-02 2022-01-04 苏州挚途科技有限公司 Fixed time convergence formation control system and method of dynamic event trigger mechanism
CN114070582A (en) * 2021-10-12 2022-02-18 曲阜师范大学 Event trigger control method and system
CN115065549A (en) * 2022-07-13 2022-09-16 南京邮电大学 Distributed event trigger consistency control method for networked multi-Euler-Lagrange system under DoS attack
CN115296886A (en) * 2022-08-02 2022-11-04 哈尔滨工业大学 Alliance chain DoS attack detection and mitigation method, electronic device and storage medium

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Publication number Priority date Publication date Assignee Title
CN110297497A (en) * 2019-06-11 2019-10-01 沈阳航空航天大学 The control method of multi-agent system consistency based on mixing trigger mechanism under network attack
CN110308659A (en) * 2019-08-05 2019-10-08 沈阳航空航天大学 Uncertain multi-agent system mixing with time delay and switching topology triggers consistent control method
CN110308659B (en) * 2019-08-05 2023-06-02 沈阳航空航天大学 Control method for mixing triggering consistency of uncertain multi-agent system with time delay and switching topology
CN110597109A (en) * 2019-08-26 2019-12-20 同济人工智能研究院(苏州)有限公司 Multi-agent consistency control method based on event triggering
CN110597109B (en) * 2019-08-26 2020-10-02 同济人工智能研究院(苏州)有限公司 Multi-agent consistency control method based on event triggering
CN110716582A (en) * 2019-10-16 2020-01-21 东南大学 Multi-agent consistency tracking protocol design method suitable for intermittent DoS attack on communication
CN110716582B (en) * 2019-10-16 2023-01-17 东南大学 Multi-agent consistency tracking protocol design method suitable for intermittent DoS attack on communication
CN111538239B (en) * 2020-03-29 2022-06-14 博智安全科技股份有限公司 Multi-agent navigation following consistency control system and method
CN111538239A (en) * 2020-03-29 2020-08-14 博智安全科技股份有限公司 Multi-agent navigation following consistency control system and method
CN111736593A (en) * 2020-04-09 2020-10-02 浙江工业大学 Stage mobile robot formation asynchronous control method for preventing uncertain DoS attack
CN111756032A (en) * 2020-05-19 2020-10-09 国网浙江省电力有限公司温州供电公司 Improved method based on event trigger control in deceptive network
CN111830976B (en) * 2020-07-01 2021-03-23 武汉理工大学 Unmanned ship control method based on T-S fuzzy system switching under DoS attack
CN111830976A (en) * 2020-07-01 2020-10-27 武汉理工大学 Unmanned ship control method based on T-S fuzzy system switching under DoS attack
CN112462602A (en) * 2020-08-21 2021-03-09 浙江大丰实业股份有限公司 Distributed control method for keeping safety spacing of mobile stage fleet under DoS attack
CN112462602B (en) * 2020-08-21 2022-05-17 浙江大丰实业股份有限公司 Distributed control method for keeping safety spacing of mobile stage fleet under DoS attack
CN112068441A (en) * 2020-09-18 2020-12-11 河南农业大学 Collaborative design method for security event driver and SDOFR controller
CN112068442B (en) * 2020-09-18 2021-08-24 河南农业大学 Method for designing event-driven SDOFQ controller under periodic DoS attack
CN112099356A (en) * 2020-09-18 2020-12-18 河南农业大学 Design method of event-driven SDOFQH controller under DoS attack
CN112068442A (en) * 2020-09-18 2020-12-11 河南农业大学 Method for designing event-driven SDOFQ controller under periodic DoS attack
CN112327632A (en) * 2020-11-23 2021-02-05 哈尔滨理工大学 Multi-agent system tracking control method for false data injection attack
CN113043280A (en) * 2021-04-21 2021-06-29 南京邮电大学 Control method for processing teleoperation system under DOS attack
CN113341729A (en) * 2021-06-24 2021-09-03 湖北科技学院 Fixed time consistency control method for multi-agent system
CN114070582A (en) * 2021-10-12 2022-02-18 曲阜师范大学 Event trigger control method and system
CN114070582B (en) * 2021-10-12 2024-01-19 曲阜师范大学 Event trigger control method and system
CN113885528A (en) * 2021-11-02 2022-01-04 苏州挚途科技有限公司 Fixed time convergence formation control system and method of dynamic event trigger mechanism
CN115065549A (en) * 2022-07-13 2022-09-16 南京邮电大学 Distributed event trigger consistency control method for networked multi-Euler-Lagrange system under DoS attack
CN115065549B (en) * 2022-07-13 2023-07-28 南京邮电大学 Distributed event trigger consistency control method for networked multi-Euler-Lagrange system under DoS attack
CN115296886A (en) * 2022-08-02 2022-11-04 哈尔滨工业大学 Alliance chain DoS attack detection and mitigation method, electronic device and storage medium

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