4.6 Article

Robust Partial-Nodes-Based State Estimation for Complex Networks Under Deception Attacks

期刊

IEEE TRANSACTIONS ON CYBERNETICS
卷 50, 期 6, 页码 2793-2802

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCYB.2019.2918760

关键词

Delays; State estimation; Couplings; Security; Symmetric matrices; Complex networks; Uncertainty; Deception attacks; finite-distributed delays; partial-nodes-based estimation; state estimation; uncertain complex networks (CNs); uncertain inner-coupling matrix

资金

  1. National Natural Science Foundation of China [61873148, 61873058]
  2. Research Grants Council of Hong Kong [9042223, CityU 11200717]
  3. Natural Science Foundation of Heilongjiang Province of China [ZD2019F001]
  4. Fundamental Research Funds for Provincial Undergraduate Universities of Heilongjiang Province [KYCXTD201802]
  5. Open Fund of the Key Laboratory for Metallurgical Equipment and Control of Ministry of Education in Wuhan University of Science and Technology [2018A01]
  6. Northeast Petroleum University Innovation Foundation For Postgraduate [JYCX_CX06_2018, YJSCX2017-026NEPU]
  7. Alexander von Humboldt Foundation of Germany

向作者/读者索取更多资源

In this paper, the partial-nodes-based state estimators (PNBSEs) are designed for a class of uncertain complex networks subject to finite-distributed delays, stochastic disturbances, as well as randomly occurring deception attacks (RODAs). In consideration of the likely unavailability of the output signals in harsh environments from certain network nodes, only partial measurements are utilized to accomplish the state estimation task for the addressed complex network with norm-bounded uncertainties in both the network parameters and the inner couplings. The RODAs are taken into account to reflect the compromised data transmissions in cyber security. We aim to derive the gain parameters of the estimators such that the overall estimation error dynamics satisfies the specified security constraint in the simultaneous presence of stochastic disturbances and deception signals. Through intensive stochastic analysis, sufficient conditions are obtained to guarantee the desired security performance for the PNBSEs, based on which the estimator gains are acquired by solving certain matrix inequalities with nonlinear constraints. A simulation study is carried out to testify the security performance of the presented state estimation method.

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