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| Content Provider | IET Digital Library |
|---|---|
| Author | Zhang, Cui Jia, Yingmin |
| Abstract | This study deals with the state estimation problem for stochastic hybrid systems with event-triggered sensor schedule. By employing the basic interacting multiple model (IMM) approach, a novel event-triggered state estimator has been proposed for stochastic hybrid systems based on a closed-loop schedule rule. To compute the mode probabilities in the IMM estimator, a set of sigma points are generated to produce the pseudo-measurements when the sensor measurements are unavailable. Then, the event-triggered state estimator is extended to develop a distributed estimator in the sense of linear minimum mean square error, where the fused estimates are used to implement the re-initialisation in the interacting stage of the IMM estimator. The performance of proposed estimators is illustrated through the Monte Carlo simulations involving tracking a manoeuvring target in the two-dimensional experiment. Simulation results show that the performance of the proposed estimator is compared with that of the existing filter with a reduced computational burden. |
| Starting Page | 173 |
| Ending Page | 181 |
| Page Count | 9 |
| ISSN | 17518644 |
| Volume Number | 11 |
| e-ISSN | 17518652 |
| Issue Number | Issue 2, Jan (2017) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-cta/11/2 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-cta.2015.1300 |
| Journal | IET Control Theory & Applications |
| Publisher Date | 2016-10-11 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | Closed Loop System Closed-loop Schedule Rule Event-triggered Sensor Schedule Event-triggered State Estimator IMM Approach Interacting Multiple Model Interpolation And Function Approximation Least Mean Squares Method Linear Minimum Mean Square Error Manoeuvring Target Tracking Monte Carlo Method Monte Carlo Simulation Method Numerical Analysis Sensor Sensor Measurement Stochastic Hybrid System Stochastic System Time Varying Control System Transducers And Sensing Device |
| Content Type | Text |
| Resource Type | Article |
| Subject | Control and Optimization Control and Systems Engineering Human-Computer Interaction Electrical and Electronic Engineering Computer Science Applications |
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