{"product_id":"data-driven-global-optimization-methods-and-applications-9781041065753","title":"Data-Driven Global Optimization Methods and Applications","description":"\u003cp\u003e • Author(s): Huachao Dong | Peng Wang | Jinglu Li\u003cbr\u003e • Publisher: CRC Press\u003cbr\u003e • Publisher Imprint: CRC Press\u003cbr\u003e • BISAC: Mechanical\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book presents recent advances in data-driven global optimization methods, combining theoretical foundations with real-world applications to address complex engineering optimization challenges.\u003c\/p\u003e\u003cp\u003eThe 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.\u003c\/p\u003e\u003cp\u003eBoth 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.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Hardcover","offer_id":46438798655639,"sku":"9781041065753","price":16397.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781041065753.webp?v=1769108883","url":"https:\/\/atlanticbooks.com\/products\/data-driven-global-optimization-methods-and-applications-9781041065753","provider":"Atlantic Books","version":"1.0","type":"link"}