{"product_id":"advances-in-subsurface-data-analytics-shuvajit-bhattacharya-9780128222959","title":"Advances in Subsurface Data Analytics","description":"\u003cp\u003e\u003ci\u003eAdvances in Subsurface Data Analytics: Traditional and Physics-Based Approaches\u003c\/i\u003e brings together the fundamentals of popular and emerging machine learning (ML) algorithms with their applications in subsurface analysis, including geology, geophysics, petrophysics, and reservoir engineering. The book is divided into four parts: traditional ML, deep learning, physics-based ML, and new directions, with an increasing level of diversity and complexity of topics. Each chapter focuses on one ML algorithm with a detailed workflow for a specific application in geosciences. Some chapters also compare the results from an algorithm with others to better equip the readers with different strategies to implement automated workflows for subsurface analysis. \u003ci\u003eAdvances in Subsurface Data Analytics: Traditional and Physics-Based Approaches\u003c\/i\u003e will help researchers in academia and professional geoscientists working on the subsurface-related problems (oil and gas, geothermal, carbon sequestration, and seismology) at different scales to understand and appreciate current trends in ML approaches, their applications, advances and limitations, and future potential in geosciences by bringing together several contributions in a single volume. \u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Shuvajit Bhattacharya\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0128222956\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780128222959\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Elsevier\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/20\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 376\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.42lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.78d","brand":"Shuvajit Bhattacharya","offers":[{"title":"Paperback","offer_id":43945171124479,"sku":"9780128222959","price":150.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_7497a093-b97e-4049-bc2b-0afca1345af2.jpg?v=1681507191","url":"https:\/\/www.whiterainbookhouse.com\/products\/advances-in-subsurface-data-analytics-shuvajit-bhattacharya-9780128222959","provider":"WR Book House","version":"1.0","type":"link"}