Adaptive Dynamic Programming: Solltrajektorienfolgeregelung und Konvergenzbedingungen
In this work, discrete-time and continuous-time methods that integrate flexible reference trajectory representations into Adaptive Dynamic Programming approaches are presented and analyzed for the first time. Moreover, theoretical conditions on the system state are derived that ensure the persistent...
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KIT Scientific Publishing
2022
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| Reeks: | Karlsruher Beiträge zur Regelungs- und Steuerungstechnik
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| Online toegang: | DOAB: download the publication DOAB: description of the publication |
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| 245 | 1 | 0 | |a Adaptive Dynamic Programming: Solltrajektorienfolgeregelung und Konvergenzbedingungen |
| 260 | |b KIT Scientific Publishing |c 2022 | ||
| 300 | |a 1 electronic resource (304 p.) | ||
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| 490 | 1 | |a Karlsruher Beiträge zur Regelungs- und Steuerungstechnik | |
| 506 | 0 | |a Open Access |2 star |f Unrestricted online access | |
| 520 | |a In this work, discrete-time and continuous-time methods that integrate flexible reference trajectory representations into Adaptive Dynamic Programming approaches are presented and analyzed for the first time. Moreover, theoretical conditions on the system state are derived that ensure the persistent excitation property, which is crucial for the convergence of the adaptation. Real-world applications of the presented adaptive optimal trajectory tracking control methods reveal their potential. | ||
| 540 | |a Creative Commons |f https://creativecommons.org/licenses/by-sa/4.0/ |2 cc |4 https://creativecommons.org/licenses/by-sa/4.0/ | ||
| 546 | |a German | ||
| 650 | 7 | |a Electrical engineering |2 bicssc | |
| 653 | |a Adaptive Dynamic Programming (ADP); Reinforcement Learning (RL); Persistent Excitation (PE); adaptive Optimalregelung; lernende Regler; KI; Adaptive Optimal Control; Learning-Based Control; AI | ||
| 856 | 4 | 0 | |a www.oapen.org |u https://library.oapen.org/bitstream/20.500.12657/59238/1/adaptive-dynamic-programming-solltrajektorienfolgeregelung-und-konvergenzbedingungen.pdf |7 0 |z DOAB: download the publication |
| 856 | 4 | 0 | |a www.oapen.org |u https://directory.doabooks.org/handle/20.500.12854/93695 |7 0 |z DOAB: description of the publication |