Title :
Improving Performance of Networked Control Systems by Using Adaptive Buffering
Author :
Repele, Luisa ; Muradore, Riccardo ; Quaglia, Davide ; Fiorini, Paolo
Author_Institution :
Dept. of Comput. Sci., Univ. of Verona, Verona, Italy
Abstract :
The performance of networked control systems is strongly affected by time-varying transmission delays. A traditional solution to this problem consists of storing arriving packets in a buffer which smooths delay jitter at the cost of an increased constant delay. The size of the buffer is based on either a long-term or worst case analysis of network behavior leading to poor performance when the instantaneous network behavior is different. To overcome this problem, this paper proposes the following: 1) to adapt the buffer size according to the actual delay variation; 2) to resize buffer content by using cubic spline smoothing which also reduces the signal noise; and 3) to use a Smith predictor at the controller side. Simulation results show that the adaptive buffering strategy reduces delay and packet loss probability while the spline smoothing process improves control performance even in case of constant-size buffers.
Keywords :
adaptive control; buffer storage; delay systems; jitter; networked control systems; predictive control; probability; splines (mathematics); time-varying systems; Smith predictor; adaptive buffering strategy; arriving packets storage; buffer resize; constant delay; constant-size buffers; control performance; cubic spline smoothing; delay jitter; delay reduction; delay variation; instantaneous network behavior; long-term analysis; networked control system performance; packet loss probability; signal noise reduction; time-varying transmission delays; worst case analysis; Delays; Noise; Packet loss; Smoothing methods; Splines (mathematics); Standards; Adaptive buffer; networked control systems (NCSs); playout buffer; spline smoothing;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2013.2289862