Title :
Shifted gamma distribution and long-range prediction of Round Trip Timedelay for Internet-based teleoperation
Author :
Chen, Dan ; Fu, Xiuhui ; Ding, Wei ; Li, Hongyi ; Xi, Ning ; Wang, Yuechao
Author_Institution :
Shenyang Inst. of Autom., Chinese Acad. of Sci., Shenyang
Abstract :
For Internet based real-time teleoperation systems, unknown and variable time delay can cause instability in the closed loop control system and hence hinder task accomplishment. According to requirement of Internet-based teleoperation, exact prediction of RTT can improve greatly performance of the teleoperation system. In this paper, statistical properties of the Round Trip Timedelay (RTT) are investigated and we construct a sparse multivariate linear regressive (SMLR) model for the RTT processes based on experimental results that indicate: 1) RTT along a certain path in the Internet can be modeled by a shifted Gamma distribution and 2) RTT between two fixed Internet assess points has long-range autocorrelation. This model can predict exactly the next RTT to improve the performance of the Internet-based teleoperation system. Results of simulation demonstrate the effectiveness of the proposed model.
Keywords :
Internet; closed loop systems; control engineering computing; delays; telecontrol; Internet-based teleoperation system; closed loop control system; long-range prediction; round trip time-delay; shifted gamma distribution; sparse multivariate linear regressive model; variable time delay; Autocorrelation; Communication system control; Control systems; Delay effects; Internet; Network synthesis; Predictive models; Robotics and automation; Telerobotics; Testing; Long-range autocorrelation; Round-Trip-Timedelay(RTT); Sparse Multivariate Linear Regressive Models; prediction; shift-Gamma distribution; teleoperation;
Conference_Titel :
Robotics and Biomimetics, 2008. ROBIO 2008. IEEE International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-1-4244-2678-2
Electronic_ISBN :
978-1-4244-2679-9
DOI :
10.1109/ROBIO.2009.4913181