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Event-triggered multi-rate fusion estimation for uncertain system with stochastic nonlinearities and colored measurement noises
Affiliation:1. School of Information Science and Technology, Donghua University, Shanghai 201620, China;2. Department of Mathematics, Yangzhou University, Yangzhou 225009, China;3. CSN Research Group, Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia;4. NAAM Research Group, Department of Mathematics, King Abdulaziz University, Jeddah 21589, Saudi Arabia;1. Department of Computer Science, Brunel University London, Uxbridge, Middlesex, UB8 3PH, United Kingdom.;2. Communication Systems and Networks (CSN) Research Group, Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia;3. Department of Applied Mathematics, Harbin University of Science and Technology, Harbin 150080, China;4. School of Automation, Nanjing University of Science and Technology, Nanjing 210094, Jiangsu, China;1. College of Electrical and Information Engineering, Northeast Petroleum University, Daqing 163318, China;2. Department of Mathematics, Yangzhou University, Yangzhou 225002, PR China;3. Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia;4. Department of Mathematics, Quaid-i-Azam University, Islamabad, Pakistan;1. Institute of Information and Control, School of Automation, Hangzhou Dianzi University, Hangzhou 310018, PR China;2. Faculty of Mechanical Engineering and Automation, Zhejiang Sci-Tech University, Hangzhou 310018, PR China;3. School of Mechatronic Engineering and Automation, Shanghai University, Shanghai 200072, PR China;1. College of Electrical Engineering and Automation, Shandong University of Science and Technology, Qingdao 266590, China;2. Department of Computer Science, Brunel University London, Middlesex, UB8 3PH, Uxbridge, United Kingdom;3. Department of Electrical and Computer Engineering, Faculty of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia;4. School of Information Science and Technology, Donghua University, Shanghai 200051, China
Abstract:This paper is concerned with the event-triggered robust fusion estimation problem for uncertain multi-rate sampled-data systems with stochastic nonlinearities and the colored measurement noises. Due to the effects of stochastic nonlinearities and parameter uncertainties, a new augmentation approach is proposed by which the multi-rate sampled-data system under consideration is transformed into the single-rate system. In order to eliminate the effect of the colored measurement noises, a measurement model with uncorrected noises is established. Based on the measurement model established, a set of local event-triggered filters is constructed and the upper bounds of the local filtering error covariances at each sampling instant are obtained. By using the Lagrange multiplier method, the local filter parameters are designed such that the upper bound obtained is minimum. For the local state estimates, a new fusion estimation scheme is proposed with the help of covariance intersection (CI) method and the consistency of the proposed CI-based fusion estimation scheme is shown. Finally, an illustrative example is presented to verify the effectiveness of the fusion estimation scheme proposed.
Keywords:
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