{"product_id":"identification-of-flow-pattern-in-microchannel-using-ann-von-seim-timung-tapas-k-mandal","title":"Identification of flow pattern in microchannel using ANN","description":"\u003cp\u003eThis 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.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783659397745\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783659397745","offer_id":39433612984413,"sku":"9783659397745","price":39.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/61882358-bb4b-4970-a464-88a5f4c3f758.jpg?v=1773381171","url":"https:\/\/shop.autorenwelt.de\/en\/products\/identification-of-flow-pattern-in-microchannel-using-ann-von-seim-timung-tapas-k-mandal","provider":"Autorenwelt Shop","version":"1.0","type":"link"}