{"product_id":"data-driven-fault-diagnosis-govind-vashishtha-9781041011637","title":"Data-Driven Fault Diagnosis: A Machine Learning Approach for Industrial Components","description":"\u003cp\u003e\u003ci\u003eData-Driven Fault Diagnosis \u003c\/i\u003edelves into the application of machine learning techniques for achieving robust and efficient fault diagnosis in industrial components.\u003c\/p\u003e\u003cp\u003eThe book covers a range of key topics, including data acquisition and preprocessing, feature engineering, model selection and training, and real-time implementation of diagnostic systems. It examines popular machine learning algorithms like Support Vector Machines, Convolutional Neural Network, and Extreme Learning Machine, highlighting their strengths and limitations in different industrial contexts. Practical case studies and real-world examples from various sectors like manufacturing, energy, and transportation illustrate the real-world impact of these techniques.\u003c\/p\u003e\u003cp\u003eThe aim of this book is to empower engineers, data scientists, and researchers with the knowledge and tools necessary to implement data-driven fault diagnosis systems in their respective industrial domains.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Govind Vashishtha\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1041011636\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781041011637\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/23\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 180\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.94lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.50d","brand":"Govind Vashishtha","offers":[{"title":"Hardcover","offer_id":47202074362111,"sku":"9781041011637","price":110.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_7acc368e-90ef-4bf0-96dc-98a118f4cb01.jpg?v=1756819574","url":"https:\/\/www.whiterainbookhouse.com\/products\/data-driven-fault-diagnosis-govind-vashishtha-9781041011637","provider":"WR Book House","version":"1.0","type":"link"}