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Jinglu Li
Data-Driven Global Optimization Methods and Applications
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7548706Data-Driven Global Optimization Methods and Applicationshttps://www.gandhi.com.mx/data-driven-global-optimization-methods-and-applications-9781040377895/phttps://gandhi.vtexassets.com/arquivos/ids/7168645/image.jpg?v=63884141525380000027102710MXNCRC PressInStock/Ebooks/<p>This book presents recent advances in data-driven global optimization methods, combining theoretical foundations with real-world applications to address complex engineering optimization challenges.</p><p>The book begins with an overview of the state of the art, key technologies and standard benchmark problems in the field. It then delves into several innovative approaches: space reduction-based, hybrid surrogate model-based and multi-surrogate model-based global optimization, followed by surrogate-assisted constrained global optimization, discrete global optimization and high-dimensional global optimization. These methods represent a variety of optimization techniques that excel in both optimization capability and efficiency, making them ideal choices for complex engineering optimization problems. Through benchmark test problems and real-world engineering applications, the book illustrates the practical implementation of these methods, linking established theories with cutting-edge research in industrial and engineering optimization.</p><p>Both a professional book and an academic reference, this title will provide valuable insights for researchers, students, engineers and practitioners in a variety of fields, including optimization methods and algorithms, engineering design and manufacturing and artificial intelligence and machine learning.</p>...7164899Data-Driven Global Optimization Methods and Applications27102710https://www.gandhi.com.mx/data-driven-global-optimization-methods-and-applications-9781040377895/phttps://gandhi.vtexassets.com/arquivos/ids/7168645/image.jpg?v=638841415253800000InStockMXN99999DIEbook20259781040377895_W3siaWQiOiI2YjI2NGMwMi1iY2U2LTQyMTctYjNlZi1hOGMzMWRkY2UyYTAiLCJsaXN0UHJpY2UiOjI3MTAsImRpc2NvdW50IjowLCJzZWxsaW5nUHJpY2UiOjI3MTAsImluY2x1ZGVzVGF4Ijp0cnVlLCJwcmljZVR5cGUiOiJXaG9sZXNhbGUiLCJjdXJyZW5jeSI6Ik1YTiIsImZyb20iOiIyMDI1LTA3LTE1VDAwOjAwOjAwWiIsInJlZ2lvbiI6Ik1YIiwiaXNQcmVvcmRlciI6ZmFsc2V9XQ==9781040377895_<p>This book presents recent advances in data-driven global optimization methods, combining theoretical foundations with real-world applications to address complex engineering optimization challenges.</p><p>The book begins with an overview of the state of the art, key technologies and standard benchmark problems in the field. It then delves into several innovative approaches: space reduction-based, hybrid surrogate model-based and multi-surrogate model-based global optimization, followed by surrogate-assisted constrained global optimization, discrete global optimization and high-dimensional global optimization. These methods represent a variety of optimization techniques that excel in both optimization capability and efficiency, making them ideal choices for complex engineering optimization problems. Through benchmark test problems and real-world engineering applications, the book illustrates the practical implementation of these methods, linking established theories with cutting-edge research in industrial and engineering optimization.</p><p>Both a professional book and an academic reference, this title will provide valuable insights for researchers, students, engineers and practitioners in a variety of fields, including optimization methods and algorithms, engineering design and manufacturing and artificial intelligence and machine learning.</p>...9781040377895_CRC Presslibro_electonico_9781040377895_9781040377895Jinglu LiInglésMéxico2025-07-15T00:00:00+00:00https://getbook.kobo.com/koboid-prod-public/taylorandfrancis-epub-0f2356cf-71b1-4735-ae98-2d79ef322aa4.epub2025-07-15T00:00:00+00:00CRC Press