{"product_id":"advanced-neural-network-based-computational-schemes-for-robust-fault-diagnosis-9783319015460","title":"Advanced Neural Network-Based Computational Schemes for Robust Fault Diagnosis","description":"\u003cp\u003e • Author(s): Marcin Mrugalski\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eThe present book is devoted to problems of adaptation of\u003c\/p\u003e\u003cp\u003eartificial neural networks to robust fault diagnosis schemes. It\u003c\/p\u003e\u003cp\u003epresents neural networks-based modelling and estimation techniques used\u003c\/p\u003e\u003cp\u003efor designing robust fault diagnosis schemes for non-linear dynamic systems.\u003c\/p\u003e\u003cp\u003eA part of the book focuses on fundamental issues such as architectures of\u003c\/p\u003e\u003cp\u003edynamic neural networks, methods for designing of neural networks and fault\u003c\/p\u003e\u003cp\u003ediagnosis schemes as well as the importance of robustness. The book is of a tutorial\u003c\/p\u003e\u003cp\u003evalue and can be perceived as a good starting point for the new-comers\u003c\/p\u003e\u003cp\u003eto this field. The book is also devoted to advanced schemes of description of\u003c\/p\u003e\u003cp\u003eneural model uncertainty. In particular, the methods of computation of neural\u003c\/p\u003e\u003cp\u003enetworks uncertainty with robust parameter estimation are presented. Moreover, \u003c\/p\u003e\u003cp\u003ea novel approach for system identification with the state-space GMDH\u003c\/p\u003e\u003cp\u003eneural network is delivered. \u003c\/p\u003e\u003cp\u003eAll the concepts described in this book are illustrated by both simple\u003c\/p\u003e\u003cp\u003eacademic illustrative examples and practical applications.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45275258486935,"sku":"9783319015460","price":7345.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783319015460.webp?v=1769282370","url":"https:\/\/atlanticbooks.com\/products\/advanced-neural-network-based-computational-schemes-for-robust-fault-diagnosis-9783319015460","provider":"Atlantic Books","version":"1.0","type":"link"}