{"product_id":"data-driven-analysis-and-modeling-karthik-duraisamy-9780323950435","title":"Data Driven Analysis and Modeling of Turbulent Flows","description":"\u003ci\u003eData-driven Analysis and Modeling of Turbulent Flows\u003c\/i\u003e explains methods for the analysis of large fields of data, and uncovering models and model improvements from numerical or experimental data on turbulence. \u003cp\u003e\u003c\/p\u003eTurbulence simulations generate large data sets, and the extraction of useful information from these data fields is an important and challenging task. Statistical learning and machine learning have provided many ways of helping, and this book explains how to use such methods for extracting, treating, and optimizing data to improve predictive turbulence models. These include methods such as POD, SPOD and DMD, for the extraction of modes peculiar to the data, as well as several reduced order models. \u003cp\u003e\u003c\/p\u003eThis resource is essential reading for those developing turbulence models, performing turbulence simulations or interpreting turbulence simulation results.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Karthik Duraisamy\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0323950434\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780323950435\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Academic Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 03\/01\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 460\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback","brand":"Karthik Duraisamy","offers":[{"title":"Paperback","offer_id":46545881792767,"sku":"9780323950435","price":220.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_02bfb17f-7a77-4452-b64a-7b9dfbe364e6.jpg?v=1738183598","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-driven-analysis-and-modeling-karthik-duraisamy-9780323950435","provider":"WR Book House","version":"1.0","type":"link"}