Modelling and Control of Dynamic Systems Using Gaussian Process Models
Jus Kocijan
Gebundenes Buch

Modelling and Control of Dynamic Systems Using Gaussian Process Models

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This monograph opens up new horizons for engineers and researchers inacademia and in industry dealing with or interested in new developments in thefield of system identification and control. It emphasizes guidelines forworking solutions and practical advice for their implementation rather than thetheoretical background of Gaussian process (GP) models. The book demonstratesthe potential of this recent development in probabilistic machine-learningmethods and gives the reader an intuitive understanding of the topic. Thecurrent state of the art is treated along with possible future directions forr...