Energy-aware robust model predictive control based on noisy wireless sensors

被引:57
|
作者
Bernardini, Daniele [1 ]
Bemporad, Alberto [2 ]
机构
[1] Univ Trento, Dept Mech & Struct Engn, I-38100 Trento, Italy
[2] IMT Inst Adv Studies Lucca, I-55100 Lucca, Italy
关键词
Model predictive control; Energy-aware control; Wireless sensors; SYSTEMS;
D O I
10.1016/j.automatica.2011.09.022
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wireless sensor networks (WSNs) are becoming fundamental components of modern control systems due to their flexibility, ease of deployment and low cost. However, the energy-constrained nature of WSNs poses new issues in control design; in particular the discharge of batteries of sensor nodes, which is mainly due to radio communications, must be taken into account. In this paper we present a novel transmission strategy for communication between controller and sensors which is intended to minimize the data exchange over the wireless channel. Moreover, we propose an energy-aware control technique for constrained linear systems based on explicit model predictive control (MPC), providing closed-loop stability in the presence of disturbances. The presented control schemes are compared to traditional MPC techniques. The results show the effectiveness of the proposed energy-aware approach, which achieves a profitable trade-off between energy savings and closed-loop performance. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:36 / 44
页数:9
相关论文
共 50 条
  • [41] ACOS: A precise energy-aware coverage control protocol for wireless sensor networks
    Cai, YL
    Li, ML
    Shu, W
    Wu, MY
    MOBILE AD-HOC AND SENSOR NETWORKS, PROCEEDINGS, 2005, 3794 : 701 - 710
  • [42] An Energy-Aware System for Decision-Making in a Residential Infrastructure Using Wireless Sensors and Actuators
    Filho, Geraldo P. R.
    Ueyama, Jo
    Faical, Bruno S.
    Pessin, Gustavo
    de Farias, Claudio M.
    Pazzi, Richard W.
    Guidoni, Daniel L.
    Villas, Leandro A.
    2015 IEEE 14TH INTERNATIONAL SYMPOSIUM ON NETWORK COMPUTING AND APPLICATIONS (NCA), 2015, : 9 - 16
  • [43] Energy-Aware Design of Compressed Sensing Systems for Wireless Sensors Under Performance and Reliability Constraints
    Chen, Fred
    Lim, Fabian
    Abari, Omid
    Chandrakasan, Anantha
    Stojanovic, Vladimir
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2013, 60 (03) : 650 - 661
  • [44] Energy-aware control of server farms
    Gebrehiwot, Misikir Eyob
    Aalto, Samuli
    Lassila, Pasi
    2016 39TH INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2016, : 748 - 753
  • [45] Energy-Aware Control of Home Networks
    Suraci, Vincenzo
    Marucci, Alvaro
    Bedini, Roberto
    Zuccaro, Letterio
    Palo, Andi
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2013, PT II, 2013, 7972 : 299 - 311
  • [46] Energy-Aware Preferential Attachment Model for Wireless Sensor Networks with Improved Survivability
    Ma, Rufei
    Liu, Erwu
    Wang, Rui
    Zhang, Zhengqing
    Li, Kezhi
    Liu, Chi
    Wang, Ping
    Zhou, Tao
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2016, 10 (07): : 3066 - 3079
  • [47] Energy-Aware Hierarchical Topology Control for Wireless Sensor Networks with Energy-Harvesting Nodes
    Yoon, Ikjune
    Noh, Dong Kun
    Shin, Heonshik
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2015,
  • [48] Cooperation of Congestion Control Based on Energy-aware in Heterogeneous Networks
    Wang Zhen-chao
    Yang Xiao-long
    2015 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS & SIGNAL PROCESSING (WCSP), 2015,
  • [49] Energy-Aware Optimization Model in Chain-Based Routing
    Nguyen Thanh Tung
    MOBILE NETWORKS & APPLICATIONS, 2014, 19 (02): : 249 - 257
  • [50] Energy-aware routing for wireless sensor networks by ARP
    Wu, Xiaoling
    Cho, Jinsung
    d'Auriol, Brian J.
    Lee, Sungyoung
    SOFTWARE TECHNOLOGIES FOR EMBEDDED AND UBIQUITOUS SYSTEMS, 2007, 4761 : 446 - 455