Distributed Blind Calibration in Lossy Sensor Networks via Output Synchronization

被引：23

作者：

Stankovic, Milos S. ^{[1
]}

Stankovic, Srdjan S. ^{[1
]}

Johansson, Karl Henrik ^{[2
]}

机构：

[1] Univ Belgrade, Sch Elect Engn, Belgrade 11120, Serbia

[2] KTH Royal Inst Technol, Sch Elect Engn, ACCESS Linnaeus Ctr, SE-10044 Stockholm, Sweden

来源：

IEEE TRANSACTIONS ON AUTOMATIC CONTROL | 2015年 / 60卷 / 12期

基金：

瑞典研究理事会;

关键词：

Calibration; consensus; convergence; distributed estimation; sensor networks; stochastic approximation; synchronization; WIRELESS SENSOR; CLOCK SYNCHRONIZATION; MULTIAGENT SYSTEMS; CONSENSUS;

D O I：

10.1109/TAC.2015.2426272

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

A novel distributed algorithm for blind macro-calibration of large sensor networks is introduced. The algorithm is in the form of a system of gradient-type recursions for estimating parameters of local sensor calibration functions. The method does not require any fusion center. The convergence analysis is based on diagonal dominance of the dynamical systems with blockmatrices. It is proved that the asymptotic consensus is achieved for all the equivalent sensor gains and offsets (in the mean square sense and with probability one) in lossy sensor networks with possible communication outages and additive communication noise. An illustrative simulation example is provided.

引用

页码：3257 / 3262

页数：6

共 35 条

[1]

[Anonymous], 2003, P IEEE SENSOR NETWOR, V91

[2] Broadcast Gossip Algorithms for Consensus [J].

Aysal, Tuncer Can ;

Yildiz, Mehmet Ercan ;

Sarwate, Anand D. ;

Scaglione, Anna .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (07) :2748-2761

[3]

Balzano L, 2007, PROCEEDINGS OF THE SIXTH INTERNATIONAL SYMPOSIUM ON INFORMATION PROCESSING IN SENSOR NETWORKS, P79, DOI 10.1109/IPSN.2007.4379667

[4] Consensus-based distributed sensor calibration and least-square parameter identification in WSNs [J].

Bolognani, Saverio ;

Del Favero, Simone ;

Schenato, Luca ;

Varagnolo, Damiano .

INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2010, 20 (02) :176-193

[5]

Bychkovskiy V, 2003, LECT NOTES COMPUT SC, V2634, P301

[6]

Carli R., 2008, IEEE T AUTOMAT CONTR, V56, P1146

[7]

Chen H. F., 2002, STOCHASTIC APPROXIMA

[8] Special Issue on Wireless Sensor and Actuator Networks [J].

Chen, Jiming ;

Johansson, Karl H. ;

Olariu, Stephan ;

Paschalidis, Ioannis Ch. ;

Stojmenovic, Ivan .

IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2011, 56 (10) :2244-2246

[9] Feedback-Based Clock Synchronization in Wireless Sensor Networks: A Control Theoretic Approach [J].

Chen, Jiming ;

Yu, Qing ;

Zhang, Yan ;

Chen, Hsiao-Hwa ;

Sun, Youxian .

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2010, 59 (06) :2963-2973

[10]

Giridhar D., 2006, P IEEE C DEC CONTR, P263

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