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Fundamentele Modelării și Identificării Sistemelor

Title (user) : Fundamentele Modelării și Identificării SistemelorISBN...

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Fundamentele Modelării și Identificării Sistemelor

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Modelling and Control of Dynamic Systems Using Gaussian Process Models

Title (user) : Modelling and Control of Dynamic Systems Using Gaussian Process ModelsISBN : 9783319210216,9783319210209DOI : 10.1007/978-3-319-21021-6GoogleBook ID : _Gn_CgAAQBAJEdition : 1Series : Advances in Industrial ControlAuthors (user) : Juš Kocijan (auth.)Authors (google) : Juš KocijanPublisher : Springer International PublishingLanguage : EnglishPublication Date : 2016File Format : pdfCategories : Technology & Engineering------------------------------------------Description (user) : This monograph opens up new horizons for engineers and researchers in academia and in industry dealing with or interested in new developments in the field of system identification and control. It emphasizes guidelines for working solutions and practical advice for their implementation rather than the theoretical background of Gaussian process (GP) models. The book demonstrates the potential of this recent development in probabilistic machine-learning methods and gives the reader an intuitive understanding of the topic. The current state of the art is treated along with possible future directions for research.Systems control design relies on mathematical models and these may be developed from measurement data. This process of system identification, when based on GP models, can play an integral part of control design in data-based control and its description as such is an essential aspect of the text. The background of GP regression is introduced first with...

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Modelling and Control of Dynamic Systems Using Gaussian Process Models
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