Identification and parameter sensitivity analyses of time-delay with single-fractional-pole systems under actuator rate limit effect

被引:7
|
作者
Yuan, Jie [1 ,2 ]
Ding, Yichen [2 ]
Fei, Shumin [1 ]
Chen, YangQuan [3 ]
机构
[1] Southeast Univ, Sch Automat, Key Lab Measurement & Control CSE, Minist Educ, Nanjing 210096, Peoples R China
[2] Univ Texas Dallas, Erik Jonsson Sch Engn & Comp Sci, Dept Bioengn, Richardson, TX 75080 USA
[3] Univ Calif Merced, Sch Engn, Mechatron Embedded Syst & Automat Lab, Merced, CA 95343 USA
基金
美国国家卫生研究院;
关键词
Fractional-order model; Heat transfer; Actuator rate limit; System identification; Parameter sensitivity; IMPLEMENTATION; SATURATION; CONTROLLER; STATE; MODEL;
D O I
10.1016/j.ymssp.2021.108111
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
A growing body of evidence has suggested that fractional-order models are able to describe dynamic processes with higher accuracy, such that thermal conduction processes are found to be depicted with time-delay with single-fractional-pole (TDSFP) models. Actuator rate limit phenomenon is extremely common in manufacturing due to either physical limitation or production safety guarantee. The popular step test signal in system identification has infinity derivative at step time which is not affordable by physics actuators. Thus numbers of industrial processes considered as traditional integer-order systems ignoring actuator rate limit have model mismatch to a greater or lesser extent. In this study, an identification method is proposed for TDSFP processes considering rate limit effects. Parameter sensitivity analyses are carried out to interpret the importance degree of each model parameter as well as the actuator rate limit value. Finally effectiveness of the proposed identification method considering the rate limit effect is validated on a hardware-in-the-loop real time temperature control system.
引用
收藏
页数:18
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