{"product_id":"identification-of-flow-pattern-in-seim-timung-9783659397745","title":"Identification of flow pattern in microchannel using ANN","description":"This book is based on my M. Tech work on prediction of flow patterns of gas-liquid flow in microchannel using probabilistic neural network (PNN). It also contains a brief description on PNN and steps to develop a PNN in MATLAB R2008a. The analytical models present in literature, to predict the gas-liquid flow patterns employs different physics involved. So, for each flow pattern there are separate models being developed. This present work is aim to develop a single PNN model for predicting the flow patterns. The advantage of using a PNN is the ability to predict without any detail knowledge and understanding of the physics involved.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Seim Timung, Tapas K. Mandal\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3659397741\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783659397745\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e LAP Lambert Academic Publishing\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/16\/2013\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 76\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.27lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.18d","brand":"Seim Timung","offers":[{"title":"Paperback","offer_id":44201975480575,"sku":"9783659397745","price":43.09,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_f29a7d48-ac80-4b0d-ac9a-0a7afd7e8de1.jpg?v=1691492509","url":"https:\/\/www.whiterainbookhouse.com\/products\/identification-of-flow-pattern-in-seim-timung-9783659397745","provider":"WR Book House","version":"1.0","type":"link"}