Energy Optimal Control in Mobile Sensor Networks Using Hybrid Systems Theory

被引:0
|
作者
Yu, Shengwei [1 ]
Lee, C. S. George [1 ]
Hu, Jianghai [1 ]
机构
[1] Purdue Univ, Sch Elect & Comp Engn, W Lafayette, IN 47907 USA
来源
2011 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC) | 2011年
关键词
Mobile ad hoc network; energy optimization; optimal control; hybrid control systems; distributed algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies optimal control in a sensor network system consisting of mobile robots to minimize the overall energy consumption of the whole network. With communication energy cost and mobility energy cost taken into consideration, the problem is formulated as an optimal control of a hybrid system, which is solved by switched Linear Quadratic Regulator (LQR). Though switched LQR obtains globally optimal solution, the computational complexity is too high to implement the algorithm when the control horizon expands. For this reason, we resort to a switched system version of Receding Horizon Control (RHC), which is stable and provides a solution close to the optimal one. Finally, in order to attenuate the complexity due to the large networked system, the centralized RHC is modified into a distributed algorithm, which converges to a solution that can approximate the optimizer quite well as verified by simulations.
引用
收藏
页码:1975 / 1980
页数:6
相关论文
共 50 条
  • [21] Optimal Control for a Class of Hybrid Systems in Manufacturing
    Xu, Jian
    Chen, Qijun
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 1102 - 1105
  • [22] A class of optimal control problems in hybrid systems
    Hadj-Alouane, NB
    Hadj-Alouane, AB
    Lin, F
    Yeddes, M
    CCCT 2003, VOL 3, PROCEEDINGS, 2003, : 208 - 213
  • [23] Disjunctive modeling for optimal control of hybrid systems
    Oldenburg, Jan
    Marquardt, Wolfgang
    COMPUTERS & CHEMICAL ENGINEERING, 2008, 32 (10) : 2346 - 2364
  • [24] Near Optimal Data Gathering in Rechargeable Sensor Networks with a Mobile Sink
    Zhang, Yongmin
    He, Shibo
    Chen, Jiming
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2017, 16 (06) : 1718 - 1729
  • [25] Optimal Control of Hybrid Systems via Hybrid Lagrangian Submanifolds
    Clark, William A.
    Oprea, Maria
    IFAC PAPERSONLINE, 2021, 54 (19): : 88 - 93
  • [26] Wireless Sensor Networks - A Comparative Study for Energy Minimization Using Topology Control
    Deshpande, Abhishek
    Montiel, Claudio
    McLauchlan, Lifford
    2014 SIXTH ANNUAL IEEE GREEN TECHNOLOGIES CONFERENCE (GREENTECH 2014), 2014, : 44 - 48
  • [27] Hybrid Optimal Energy Management for Clustering in Wireless Sensor Network
    Priya, A. Vishnu
    Srivastava, Ashish Kumar
    Arun, V
    COMPUTERS & ELECTRICAL ENGINEERING, 2020, 86
  • [28] Accommodating sensor faults in wave energy optimal control
    Papini, Guglielmo
    Faedo, Nicolas
    Mattiazzo, Giuliana
    IFAC PAPERSONLINE, 2024, 58 (04): : 586 - 591
  • [29] Optimal control of heterogeneous systems: Basic theory
    Veliov, Vladimir M.
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2008, 346 (01) : 227 - 242
  • [30] An optimal control theory for discrete event systems
    Sengupta, R
    Lafortune, E
    SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1998, 36 (02) : 488 - 541