{"product_id":"9783030093075","title":"Machine Learning for Model Order Reduction","description":"\u003ch1\u003eMachine Learning for Model Order Reduction\u003c\/h1\u003e \u003ch2\u003eMohamed, Khaled Salah\u003c\/h2\u003e \u003cp\u003eThis Book discusses machine learning for model order reduction, which can be used in modern VLSI design to predict the behavior of an electronic circuit, via mathematical models that predict behavior.  The author describes techniques to reduce significantly the time required for simulations involving large-scale ordinary differential equations, which sometimes take several days or even weeks.  This method is called model order reduction (MOR), which reduces the complexity of the original large system and generates a reduced-order model (ROM) to represent the original one.  Readers will gain in-depth knowledge of machine learning and model order reduction concepts, the tradeoffs involved with using various algorithms, and how to apply the techniques presented to circuit simulations and numerical analysis.\u003c\/p\u003e\u003cdiv\u003e\n\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e\n\u003cdiv\u003e\n\u003cul\u003e\n\u003cli\u003eIntroduces machine learning algorithms at the architecture level and the algorithm levels of abstraction;\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eDescribes new, hybrid solutions for model order reduction;\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003ePresents machine learning algorithms in depth, but simply;\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eUses real, industrial applications to verify algorithms.\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2019-01-04\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030093075\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-319-75714-8\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 93\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44720557686924,"sku":"9783030093075","price":116.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030093075.jpg?v=1775062918","url":"https:\/\/lateknightbooks.com\/products\/9783030093075","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}