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Security measures for large-scale networked systems based on a control theoretic approach

Research Project

Project/Area Number 15H04020
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Control engineering/System engineering
Research InstitutionTokyo Institute of Technology

Principal Investigator

Ishii Hideaki  東京工業大学, 情報理工学院, 准教授 (50376612)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥8,840,000 (Direct Cost: ¥6,800,000、Indirect Cost: ¥2,040,000)
Fiscal Year 2017: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2016: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2015: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Keywords制御工学 / ネットワーク化制御 / サイバーセキュリティ / マルチエージェント系 / 分散アルゴリズム / 制御理論 / 制御システム / マルチエージェントシステム
Outline of Final Research Achievements

In this research, we have studied cyber security measures for large-scale networked control systems in the presence of malicious attacks from the viewpoint of control theory. As cyber attacks, we have considered data manipulation in measurement and control signals as well as jamming attacks in wireless communication. We have developed control and estimation techniques to mitigate the effects of such attacks. The main results include (i) resilient consensus algorithms for networks containing faulty/attacked agents which may prevent regular agents from reaching consensus and (ii) stability analysis for linear systems under jamming attacks and random packet dropouts. Our methods guarantee given security levels and control performance even when resources for communication and computation may be restricted.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (64 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (13 results) Journal Article (25 results) (of which Int'l Joint Research: 11 results,  Peer Reviewed: 23 results,  Acknowledgement Compliant: 12 results,  Open Access: 4 results) Presentation (21 results) (of which Int'l Joint Research: 6 results,  Invited: 10 results) Book (1 results) Remarks (3 results) Funded Workshop (1 results)

  • [Int'l Joint Research] MIT(米国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] シュツットガルト大学(ドイツ)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] City University of Hong Kong(中国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] グローニンゲン大学(オランダ)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] CNR-IEIIT(イタリア)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] University of Stuttgart(ドイツ)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] CNR-IEIIT, Politecnico di Torino(イタリア)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Seville(スペイン)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] City University of Hong Kong/Zhejiang University(中国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Stuttgart(ドイツ)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] CNR-IEIIT, Politecnico di Torino(イタリア)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] University of Seville(スペイン)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] City University of Hong Kong(中国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Towards Systems Supporting Cyber Secure Cities2018

    • Author(s)
      石井秀明
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 57 Issue: 2 Pages: 101-105

    • DOI

      10.11499/sicejl.57.101

    • NAID

      130006386401

    • ISSN
      0453-4662, 1883-8170
    • Related Report
      2017 Annual Research Report
  • [Journal Article] New Directions in Systems Control via the Concept “Wa”2018

    • Author(s)
      淺間 一、石井 秀明、原 辰次
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 57 Issue: 2 Pages: 69-72

    • DOI

      10.11499/sicejl.57.69

    • NAID

      130006386413

    • ISSN
      0453-4662, 1883-8170
    • Related Report
      2017 Annual Research Report
  • [Journal Article] Networked control under random and malicious packet losses2017

    • Author(s)
      A. Cetinkaya,H. Ishii,T. Hayakawa
    • Journal Title

      IEEE Transactions on Automatic Control

      Volume: 62 Issue: 5 Pages: 2434-2449

    • DOI

      10.1109/tac.2016.2612818

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Resilient consensus of second-order agent networks: Asynchronous update rules over robust graphs2017

    • Author(s)
      S. M. Dibaji,H. Ishii
    • Journal Title

      Automatica

      Volume: 81 Pages: 123-132

    • DOI

      10.1016/j.automatica.2017.03.008

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Wireless control under jamming attacks with bounded average interference power2017

    • Author(s)
      A. Cetinkaya,H. Ishii,T. Hayakawa
    • Journal Title

      Proc. 20th IFAC World Congress

      Volume: 1 Issue: 1 Pages: 8735-8740

    • DOI

      10.1016/j.ifacol.2017.08.1568

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Networked control of uncertain systems via the coarsest quantization and lossy communication2017

    • Author(s)
      K. Takijiri,H. Ishii
    • Journal Title

      Proc. 20th IFAC World Congress

      Volume: 1 Issue: 1 Pages: 6570-6575

    • DOI

      10.1016/j.ifacol.2017.08.1129

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Resilient clock synchronization over unreliable channels in WSNs2017

    • Author(s)
      Y. Kikuya,S. M. Dibaji,H. Ishii
    • Journal Title

      Proc. 56th IEEE Conference on Decision and Control

      Volume: 1 Pages: 996-1001

    • DOI

      10.1109/cdc.2017.8263788

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Stochastic communication protocols for multi-agent consensus under jamming attacks2017

    • Author(s)
      K. Kikuchi,A. Cetinkaya,T. Hayakawa,H. Ishii
    • Journal Title

      Proc. 56th IEEE Conference on Decision and Control

      Volume: 1 Pages: 1657-1662

    • DOI

      10.1109/cdc.2017.8263888

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Intrinsic limits of power reduction in MIMO networked control systems2017

    • Author(s)
      S. Fang,J. Chen,H. Ishii
    • Journal Title

      Proc. 56th IEEE Conference on Decision and Control

      Volume: 1 Pages: 4759-4764

    • DOI

      10.1109/cdc.2017.8264363

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Fundamental error bounds in state estimation: An information-theoretic analysis2017

    • Author(s)
      S. Fang,J. Chen,H. Ishii
    • Journal Title

      Proc. 56th IEEE Conference on Decision and Control

      Volume: 1 Pages: 357-362

    • DOI

      10.1109/cdc.2017.8263690

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Resilient randomized quantized consensus with delayed information2016

    • Author(s)
      S. M. Dibaji, H. Ishii, and R. Tempo
    • Journal Title

      Proc. 55th IEEE Conference on Decision and Control

      Volume: - Pages: 3505-3510

    • DOI

      10.1109/cdc.2016.7798795

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Enhanced stability analysis for networked control systems under random and malicious packet losses2016

    • Author(s)
      A. Cetinkaya, H. Ishii, and T. Hayakawa
    • Journal Title

      Proc. 55th IEEE Conference on Decision and Control

      Volume: - Pages: 2721-2726

    • DOI

      10.1109/cdc.2016.7798673

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] State estimation of interconnected ensembles with anonymized outputs2016

    • Author(s)
      S. Zeng, H. Ishii, and F. Allgower
    • Journal Title

      Proc. 6th IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'16)

      Volume: - Issue: 22 Pages: 109-114

    • DOI

      10.1016/j.ifacol.2016.10.381

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Random and malicious packet transmission failures on multi-hop channels in networked control systems2016

    • Author(s)
      A. Cetinkaya, H. Ishii, and T. Hayakawa
    • Journal Title

      Proc. 6th IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'16)

      Volume: - Issue: 22 Pages: 49-54

    • DOI

      10.1016/j.ifacol.2016.10.371

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Self-triggered control for communication reduction in networked systems2016

    • Author(s)
      S. Akashi, H. Ishii, and A. Cetinkaya
    • Journal Title

      Proc. 6th IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'16)

      Volume: - Issue: 22 Pages: 280-285

    • DOI

      10.1016/j.ifacol.2016.10.410

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A fault tolerant protocol for clock synchronization in sensor networks2016

    • Author(s)
      Y. Kikuya and H. Ishii
    • Journal Title

      Proc. 6th IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'16)

      Volume: - Issue: 22 Pages: 181-186

    • DOI

      10.1016/j.ifacol.2016.10.393

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Resilient randomized quantized consensus2016

    • Author(s)
      S. M. Dibaji, H. Ishii, and R. Tempo
    • Journal Title

      Proc. American Control Conference

      Volume: - Pages: 5118-5123

    • DOI

      10.1109/acc.2016.7526165

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A cooperative game theory approach to the PageRank problem2016

    • Author(s)
      J. M. Maestre and H. Ishii
    • Journal Title

      Proc. American Control Conference

      Volume: - Pages: 3820-3825

    • DOI

      10.1109/acc.2016.7525508

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] マルチエージェント合意問題におけるセキュリティ対策2016

    • Author(s)
      石井秀明
    • Journal Title

      計測自動制御学会「計測と制御」

      Volume: 55 Pages: 936-941

    • NAID

      130005284217

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Resilient randomized quantized consensus2016

    • Author(s)
      Seyed Mehran Dibaji, Hideaki Ishii, and Roberto Tempo
    • Journal Title

      Proc. American Control Conference

      Volume: -

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A cooperative game theory approach to the PageRank problem2016

    • Author(s)
      Jose M. Maestre and Hideaki Ishii
    • Journal Title

      Proc. American Control Conference

      Volume: -

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Resilient consensus of double-integrator multi-agent networks with communication delays2015

    • Author(s)
      Seyed Mehran Dibaji and Hideaki Ishii
    • Journal Title

      Proc. 54th IEEE Conference on Decision and Control

      Volume: - Pages: 4290-4295

    • DOI

      10.1109/cdc.2015.7402888

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sampled observability of discrete heterogeneous ensembles from anonymized output measurements2015

    • Author(s)
      Shen Zeng, Hideaki Ishii, and Frank Allgower
    • Journal Title

      Proc. 54th IEEE Conference on Decision and Control

      Volume: - Pages: 5683-5688

    • DOI

      10.1109/cdc.2015.7403111

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Resilient multi-agent consensus with asynchrony and delayed information2015

    • Author(s)
      Seyed Mehran Dibaji and Hideaki Ishii
    • Journal Title

      Proc. 5th IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'15)

      Volume: -

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Alignment forming in source seeking for multi-agent systems2015

    • Author(s)
      Samratul Fuady and Hideaki Ishii
    • Journal Title

      Proc. 1st Int. Symposium on Swarm Behavior and Bio-Inspired Robotics (SWARM'15)

      Volume: - Pages: 162-165

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 新たなPageRank分散アルゴリズム:指数収束性と性能検証2018

    • Author(s)
      鈴木敦之,石井秀明
    • Organizer
      第5回計測自動制御学会制御部門マルチシンポジウム(東京都市大学,東京)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Wireless networked control systems subject to jamming and disturbance2018

    • Author(s)
      Ahmet Cetinkaya,Hideaki Ishii,Tomohisa Hayakawa
    • Organizer
      第5回計測自動制御学会制御部門マルチシンポジウム(東京都市大学,東京)
    • Related Report
      2017 Annual Research Report
  • [Presentation] ネットワーク化制御系に対する攻撃検知システムの最適設計2018

    • Author(s)
      岡本貴之,石井秀明
    • Organizer
      第5回計測自動制御学会制御部門マルチシンポジウム(東京都市大学,東京)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Tradeoffs in networked control systems: An information theoretic approach2018

    • Author(s)
      Hideaki Ishii
    • Organizer
      Mini-Workshop on Entropy, Information and Control (Mathematisches Forschungsinstitut Oberwolfach, Germany)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Wireless Networked Control Resilient Against Jamming Attacks with Bounded Average Power2017

    • Author(s)
      A. Cetinkaya, H. Ishii, and T. Hayakawa
    • Organizer
      SICE International Symposium on Control Systems
    • Place of Presentation
      岡山大学(岡山市)
    • Year and Date
      2017-03-09
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 動的システムと制御通信の連成シミュレータ構築: Simulink による連携2017

    • Author(s)
      鈴木惇之, 石井秀明, 小野功
    • Organizer
      第4回 制御部門マルチシンポジウム,計測自動制御学会
    • Place of Presentation
      岡山大学(岡山市)
    • Year and Date
      2017-03-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] Power Gain Bounds of Networked Feedback Systems: An Information-Theoretic Approachy2017

    • Author(s)
      S. Fang, J. Chen, and H. Ishii
    • Organizer
      SICE International Symposium on Control Systems
    • Place of Presentation
      岡山大学(岡山市)
    • Year and Date
      2017-03-08
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 不確かなネットワーク化制御系における通信制約の限界導出2017

    • Author(s)
      瀧尻和哉,石井秀明
    • Organizer
      第4回 制御部門マルチシンポジウム,計測自動制御学会
    • Place of Presentation
      岡山大学(岡山市)
    • Year and Date
      2017-03-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] 最大値に基づくレジリエント合意アルゴリズム2017

    • Author(s)
      中村将大,石井秀明
    • Organizer
      第60回自動制御連合講演会(電気通信大学,調布市)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Resilient randomized quantized consensus2017

    • Author(s)
      Seyed Mehran Dibaji,Hideaki Ishii,Roberto Tempo
    • Organizer
      2nd Symposium on the COntrol of NEtwork Systems (Boston USA)
    • Related Report
      2017 Annual Research Report
  • [Presentation] サイバーセキュアシティを支えるシステム2017

    • Author(s)
      石井秀明
    • Organizer
      第60回自動制御連合講演会(電気通信大学,調布市)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Resilience against malicious agents in quantized consensus2017

    • Author(s)
      Hideaki Ishii
    • Organizer
      Seminar at CNR-IEIIT and Politecnico di Torino (Torino, Italy)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Fault tolerant clock synchronization in wireless sensor networks2017

    • Author(s)
      Hideaki Ishii
    • Organizer
      Seminar at Otto-von-Guericke-Universitaet Magdeburg (Magdeburg, Germany)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Resilience against Malicious Agents in Quantized Consensus2016

    • Author(s)
      Hideaki Ishii
    • Organizer
      Half a Century of Progress in Teams, Games and Control: A workshop dedicated to Tamer Basar's 70th birthday, IEEE Conf. on Decision and Control
    • Place of Presentation
      Las Vegas, USA
    • Year and Date
      2016-12-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] マルチエージェントシステムの制御:総論2016

    • Author(s)
      石井秀明
    • Organizer
      SICEセミナー「マルチエージェントシステムの制御 ― IoT時代の制御理論」
    • Place of Presentation
      北陸先端大東京サテライト
    • Year and Date
      2016-09-29
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 不確かなネットワーク化制御系における通信制約の限界導出2016

    • Author(s)
      瀧尻和哉,石井秀明
    • Organizer
      第60回システム制御情報学会研究発表講演会(SCI’16)
    • Place of Presentation
      京都テルサ(京都市)
    • Year and Date
      2016-05-25
    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
  • [Presentation] Cyber security and attack detections for power systems2016

    • Author(s)
      Hideaki Ishii
    • Organizer
      Seminar at the Systems and Automation Department
    • Place of Presentation
      University of Seville, Spain
    • Year and Date
      2016-03-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 「マルチエージェントシステムの制御」概論2016

    • Author(s)
      石井秀明
    • Organizer
      SICE 第3回制御部門マルチシンポジウム,ワークショップ:マルチエージェントシステムの制御―IoT/CPS時代の制御理論
    • Place of Presentation
      南山大学(名古屋市)
    • Year and Date
      2016-03-10
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Quantized randomized consensus over networks with adversaries2016

    • Author(s)
      Seyed Mehran Dibaji, Hideaki Ishii, and Roberto Tempo
    • Organizer
      SICE International Symposium on Control Systems
    • Place of Presentation
      南山大学(名古屋市)
    • Year and Date
      2016-03-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] マルチエージェントシステムの制御 (1) 総論2015

    • Author(s)
      石井秀明
    • Organizer
      第58回自動制御連合講演会,OSチュートリアル
    • Place of Presentation
      神戸大学(神戸市)
    • Year and Date
      2015-11-16
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Resilient consensus of multi-agent networks in the presence of malicious attacks2015

    • Author(s)
      Hideaki Ishii
    • Organizer
      Seminar at the Department of Electronic Engineering
    • Place of Presentation
      City University of Hong Kong, Hong Kong, China
    • Year and Date
      2015-10-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Book] Towards Integrating Control and Information Theories: From Information-Theoretic Measures to Control Performance Limitations2017

    • Author(s)
      S. Fang, J. Chen, and H. Ishii
    • Total Pages
      202
    • Publisher
      Springer
    • Related Report
      2016 Annual Research Report
  • [Remarks]

    • URL

      http://www.sc.dis.titech.ac.jp/ishii/index_j.html

    • Related Report
      2017 Annual Research Report
  • [Remarks] 東京工業大学 石井研究室ホームページ

    • URL

      http://www.sc.dis.titech.ac.jp/ishii/

    • Related Report
      2016 Annual Research Report
  • [Remarks] 石井秀明のホームページ

    • URL

      http://www.sc.dis.titech.ac.jp/ishii/

    • Related Report
      2015 Annual Research Report
  • [Funded Workshop] 6th IFAC Workshop on Distributed Estimation and Control in Networked Systems (NecSys'16)2016

    • Place of Presentation
      東京国際交流館 プラザ平成(東京・お台場)
    • Year and Date
      2016-09-08
    • Related Report
      2016 Annual Research Report

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Published: 2015-04-16   Modified: 2019-03-29  

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