{"product_id":"modelling-and-control-of-dynamic-systems-using-gaussian-process-models-von-jus-kocijan-und-jus-kocijan","title":"Modelling and Control of Dynamic Systems Using Gaussian Process Models","description":"\n                                \n                \u003cp\u003eThis monograph opens up new horizons for engineers and researchers in\nacademia and in industry dealing with or interested in new developments in the\nfield of system identification and control. It emphasizes guidelines for\nworking solutions and practical advice for their implementation rather than the\ntheoretical background of Gaussian process (GP) models. The book demonstrates\nthe potential of this recent development in probabilistic machine-learning\nmethods and gives the reader an intuitive understanding of the topic. The\ncurrent state of the art is treated along with possible future directions for\nresearch.\u003c\/p\u003e\n                                \n                \u003cp\u003eSystems control design relies on mathematical models and these may be\ndeveloped from measurement data. This process of system identification, when\nbased on GP models, can play an integral part of control design in data-based\ncontrol and its description as such is an essential aspect of the text. The\nbackground of GP regression is introduced first with system identification and\nincorporation of prior knowledge then leading into full-blown control. The book\nis illustrated by extensive use of examples, line drawings, and graphical\npresentation of computer-simulation results and plant measurements. The\nresearch results presented are applied in real-life case studies drawn from\nsuccessful applications including:\u003c\/p\u003e\n                                \n                \u003cul\u003e\n                                         \n                    \n                    \u003cli\u003ea gas–liquid separator\n     control;\u003c\/li\u003e\n                                         \n                    \n                    \u003cli\u003eurban-traffic signal\n     modelling and reconstruction; and\u003c\/li\u003e\n                                         \n                    \n                    \u003cli\u003eprediction of atmospheric\n     ozone concentration.\u003c\/li\u003e\n                                        \n                \n                \u003c\/ul\u003e\n                                \n                \u003cp\u003e\n                                        A MATLAB\n                    \n                    \u003csup\u003e®\u003c\/sup\u003e\n                                         toolbox, for identification and simulation of\ndynamic GP models is provided for download.\n                    \n                    \u003cbr\u003e\n                                    \n                \u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319793276\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319210209\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783319793276","offer_id":39611502198877,"sku":"9783319793276","price":149.79,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9783319210209","offer_id":39834790789213,"sku":"9783319210209","price":149.79,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/eeba86db-4a29-4175-a4ed-be12687da081.jpg?v=1778560722","url":"https:\/\/shop.autorenwelt.de\/products\/modelling-and-control-of-dynamic-systems-using-gaussian-process-models-von-jus-kocijan-und-jus-kocijan","provider":"Autorenwelt Shop","version":"1.0","type":"link"}