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
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