Optimal Bandwidth Scheduling for Resource-constrained Networks
Optimal Bandwidth Scheduling for Resource-constrained Networks作者机构:School of Information Engineering Huzhou Teachers College Huzhou 313000 P.R. China College of Information Engineering Zhejiang University of Technology Hangzhou 310032 P. R. China
出 版 物:《自动化学报》 (Acta Automatica Sinica)
年 卷 期:2009年第35卷第4期
页 面:443-448页
核心收录:
学科分类:0810[工学-信息与通信工程] 08[工学] 081001[工学-通信与信息系统]
基 金:Supported by National Natural Science Foundation of China (60573123 60573056)
摘 要:In networked control systems (NCSs) with resource constraints, there is an unavoidable tradeoff between the control performance and the quality of service. To address these problems, we present multi-objective programming with a set of constraints to optimize control performance and bandwidth consumption for the first time. Thanks to robust nonlinear approximate function and computational cost, a feed-forward neural network as optimal approximator is employed. The role of the neural network, which provides a good approximation to the optimal solution, dynamically allocates the bandwidth of each control loop so that the overall system performance is maximized while bandwidth consumption is minimized. Preliminary simulation results show that the proposed optimal strategy is an effective tradeoff method between the control performance and bandwidth consumption in networked control applications.