{"product_id":"9783030647797","title":"Water Science and Technology Library","description":"\u003ch1\u003eWater Science and Technology Library\u003c\/h1\u003e \u003ch2\u003eLee, Taesam; Singh, Vijay P.; Cho, Kyung Hwa\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book provides a step-by-step methodology and derivation of deep learning algorithms as Long Short-Term Memory (LSTM) and Convolution Neural Network (CNN), especially for estimating parameters, with back-propagation as well as examples with real datasets of hydrometeorology (e.g. streamflow and temperature) and environmental science (e.g. water quality). \u003c\/p\u003e\u003cp\u003eDeep learning is known as part of machine learning methodology based on the artificial neural network. Increasing data availability and computing power enhance applications of deep learning to hydrometeorological and environmental fields. However, books that specifically focus on applications to these fields are limited.\u003c\/p\u003e\u003cp\u003eMost of deep learning books demonstrate theoretical backgrounds and mathematics. However, examples with real data and step-by-step explanations to understand the algorithms in hydrometeorology and environmental science are very rare.\u003c\/p\u003e\u003cp\u003e \u003c\/p\u003e\u003cp\u003eThis book focuses on the explanation of deep learning techniques and their applications to hydrometeorological and environmental studies with real hydrological and environmental data. This book covers the major deep learning algorithms as Long Short-Term Memory (LSTM) and Convolution Neural Network (CNN) as well as the conventional artificial neural network model.\u003c\/p\u003e\u003cdiv\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2022-01-28\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030647797\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-64777-3\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 204\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44806244532364,"sku":"9783030647797","price":116.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030647797.jpg?v=1775704561","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783030647797","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}