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Iterative learning control over random fading channels / Dong Shen and Xinghuo Yu
Contributor(s): Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Publisher: Boca Raton : CRC Press, 2024Description: 1 Online-RessourceISBN:- 1032646403
- 9781003821090
- 100382109X
- 9781003821120
- 100382112X
- 621.3841/31 23/eng/20231130
- 629.89
- TK7867.2
- TJ217.5
Contents:
Summary: "Random fading communication is a type of attenuation damage of data over certain propagation media. Establishing a systematic framework for the design and analysis of learning control schemes, the book studies in depth the iterative learning control for stochastic systems with random fading communication. The authors introduce both cases where the statistics of the random fading channels are known in advance and unknown. They then extend the framework to other systems, including multi-agent systems, point-to-point tracking systems, and multi-sensor systems. More importantly, a learning control scheme is established to solve the multi-objective tracking problem with faded measurements, which can help practical applications of learning control for high-precision tracking of networked systems. The book will be of interest to researchers and engineers interested in learning control, data-driven control and networked control systems"--PPN: PPN: 1907960732Package identifier: Produktsigel: ZDB-4-NLEBK | BSZ-4-NLEBK-KAUB
Learning control over random fading channel -- Tracking performance enhancement by input averaging -- Averaging techniques for balancing learning and tracking abilities -- Gradient estimation method for unknown fading channels -- Iterative estimation method for unknown fading channels -- Learning-tracking framework under unknown nonrepetitive channel randomness -- Learning consensus with faded neighborhood information -- Point-to-point tracking with fading communications -- Point-to-point tracking using reference update strategy -- Multi-objective learning tracking with faded measurements.
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