{"product_id":"machine-learning-and-hybrid-modelling-dongda-zhang-9781839165634","title":"Machine Learning and Hybrid Modelling for Reaction Engineering: Theory and Applications","description":"\u003cp\u003eOver the last decade, there has been a significant shift from traditional mechanistic and empirical modelling into statistical and data-driven modelling for applications in reaction engineering. In particular, the integration of machine learning and first-principle models has demonstrated significant potential and success in the discovery of (bio)chemical kinetics, prediction and optimisation of complex reactions, and scale-up of industrial reactors. \u003c\/p\u003e \u003cp\u003eSummarising the latest research and illustrating the current frontiers in applications of hybrid modelling for chemical and biochemical reaction engineering, \u003cstrong\u003eMachine Learning and Hybrid Modelling for Reaction Engineering\u003c\/strong\u003e fills a gap in the methodology development of hybrid models. With a systematic explanation of the fundamental theory of hybrid model construction, time-varying parameter estimation, model structure identification and uncertainty analysis, this book is a great resource for both chemical engineers looking to use the latest computational techniques in their research and computational chemists interested in new applications for their work.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Dongda Zhang\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1839165634\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781839165634\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Royal Society of Chemistry\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/20\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 420\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.28lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.31d","brand":"Dongda Zhang","offers":[{"title":"Hardcover","offer_id":44302170521855,"sku":"9781839165634","price":250.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_52e45643-599b-4ce8-9e02-37d4468511bb.jpg?v=1695159917","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-and-hybrid-modelling-dongda-zhang-9781839165634","provider":"WR Book House","version":"1.0","type":"link"}