Title :
Optimal Cross-Layer Design of Sampling Rate Adaptation and Network Scheduling for Wireless Networked Control Systems
Author :
Bai, Jia ; Eyisi, Emeka P. ; Qiu, Fan ; Xue, Yuan ; Koutsoukos, Xenofon D.
Abstract :
Wireless Networked Control Systems (NCS) are increasingly deployed to monitor and control Cyber-Physical Systems (CPS). To achieve and maintain a desirable level of performance, NCS face significant challenges posed by the scarce wireless resource and network dynamics. In this paper, we consider NCS consisting of multiple physical plant and digital controller pairs communicating over a multi-hop wireless network. The control objective is that the plants follow the reference trajectories provided by the controllers. This paper presents a novel optimization formulation for minimizing the tracking error due to (1) discretization and (2) packet delay and loss. The optimization problem maximizes a utility function that characterizes the relationship between the sampling rate and the capability of disturbance rejection of the control system. The constraints come from the wireless network capacity and the delay requirement of the control system. The solution leads to a joint design of sampling rate adaptation and network scheduling, which can be naturally deployed over existing networking systems which have a layered architecture. Based on a passivity-based control framework, we show that the proposed cross-layer design can achieve both stability and performance optimality. Simulation studies conducted in an integrated simulation environment consisting of Matlab/Simulink and ns-2 demonstrate that our algorithm is able to provide agile and stable sampling rate adaptation and achieve optimal NCS performance.
Keywords :
minimisation; networked control systems; radio networks; scheduling; stability; Matlab; Simulink; cyber-physical systems; digital controller pairs; discretization; disturbance rejection capability; multihop wireless network; network scheduling; ns-2; optimal cross-layer design; optimization problem; packet delay; passivity-based control; performance optimality; sampling rate adaptation; stability; tracking error minimization; utility function maximization; wireless network capacity; wireless network dynamics; wireless networked control systems; wireless resources; Control systems; Covariance matrix; Delay; Optimization; Stability analysis; Wireless networks; cross-layer design; network scheduling; sampling rate adaptation; wireless networked control system;
Conference_Titel :
Cyber-Physical Systems (ICCPS), 2012 IEEE/ACM Third International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-1537-1
DOI :
10.1109/ICCPS.2012.19