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Produktnummer: 1839a44a5fb4b2406b99dee3c1b4b45d48
Autor: Fabri, Simon G. Kadirkamanathan, Visakan
Themengebiete: Adaptive Control Intelligent Control Neural Networks Nonlinear Control Simulation Stochastic Control complexity complex systems intelligence intelligent systems
Veröffentlichungsdatum: 28.02.2001
EAN: 9781852334383
Sprache: Englisch
Seitenzahl: 266
Produktart: Gebunden
Verlag: Springer London
Untertitel: An Intelligent Systems Approach
Produktinformationen "Functional Adaptive Control"
The field of intelligent control has recently emerged as a response to the challenge of controlling highly complex and uncertain nonlinear systems. It attempts to endow the controller with the key properties of adaptation, learn ing and autonomy. The field is still immature and there exists a wide scope for the development of new methods that enhance the key properties of in telligent systems and improve the performance in the face of increasingly complex or uncertain conditions. The work reported in this book represents a step in this direction. A num ber of original neural network-based adaptive control designs are introduced for dealing with plants characterized by unknown functions, nonlinearity, multimodal behaviour, randomness and disturbances. The proposed schemes achieve high levels of performance by enhancing the controller's capability for adaptation, stabilization, management of uncertainty, and learning. Both deterministic and stochastic plants are considered. In the deterministic case, implementation, stability and convergence is sues are addressed from the perspective of Lyapunov theory. When compared with other schemes, the methods presented lead to more efficient use of com putational storage and improved adaptation for continuous-time systems, and more global stability results with less prior knowledge in discrete-time sys tems.

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