{"product_id":"evolutionary-large-scale-multi-objective-optimization-and-applications-hardback-9781394178414","title":"Evolutionary Large-Scale Multi-Objective Optimization and Applications (Hardback) 9781394178414","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eEvolutionary Large-Scale Multi-Objective Optimization and Applications\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cfont size=\"4\"\u003eXingyi Zhang (Author), Ran Cheng (Author), Ye Tian (Author), Yaochu Jin (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781394178414, Wiley\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 17 July 2024\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e352 pages\u003cbr\u003e22.9 x 15.2 x 2.2 cm, 0.794 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e\u003cb\u003eTackle the most challenging problems in science and engineering with these cutting-edge algorithms\u003c\/b\u003e \u003c\/p\u003e\n\u003cp\u003eMulti-objective optimization problems (MOPs) are those in which more than one objective needs to be optimized simultaneously. As a ubiquitous component of research and engineering projects, these problems are notoriously challenging. In recent years, evolutionary algorithms (EAs) have shown significant promise in their ability to solve MOPs, but challenges remain at the level of large-scale multi-objective optimization problems (LSMOPs), where the number of variables increases and the optimized solution is correspondingly harder to reach. \u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eEvolutionary Large-Scale Multi-Objective Optimization and Applications\u003c\/i\u003e constitutes a systematic overview of EAs and their capacity to tackle LSMOPs. It offers an introduction to both the problem class and the algorithms before delving into some of the cutting-edge algorithms which have been specifically adapted to solving LSMOPs. Deeply engaged with specific applications and alert to the latest developments in the field, it’s a must-read for students and researchers facing these famously complex but crucial optimization problems. \u003c\/p\u003e\n\u003cp\u003eThe book’s readers will also find: \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAnalysis of multi-optimization problems in fields such as machine learning, network science, vehicle routing, and more \u003c\/li\u003e\n\u003cli\u003eDiscussion of benchmark problems and performance indicators for LSMOPs \u003c\/li\u003e\n\u003cli\u003ePresentation of a new taxonomy of algorithms in the field\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003ci\u003eEvolutionary Large-Scale Multi-Objective Optimization and Applications\u003c\/i\u003e is ideal for advanced students, researchers, and scientists and engineers facing complex optimization problems.\u003c\/p\u003e\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003eAbout the Authors xi\u003c\/p\u003e \u003cp\u003eForeword xiii\u003c\/p\u003e \u003cp\u003ePreface xv\u003c\/p\u003e \u003cp\u003eAcronyms xix\u003c\/p\u003e \u003cp\u003eSymbols xxiii\u003c\/p\u003e \u003cp\u003e\u003cb\u003e1 Multi-Objective Evolutionary Algorithms and Evolutionary Large-Scale Optimization 1\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e1.1 Introduction 1\u003c\/p\u003e \u003cp\u003e1.2 Multi-Objective Evolutionary Algorithms (MOEAs) 5\u003c\/p\u003e \u003cp\u003e1.3 Evolutionary Large-Scale Optimization 21\u003c\/p\u003e \u003cp\u003e1.4 Summary 24\u003c\/p\u003e \u003cp\u003e\u003cb\u003e2 Evolutionary Large-Scale Multi-Objective Optimization 31\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e2.1 Introduction 31\u003c\/p\u003e \u003cp\u003e2.2 Test Problems for Large-Scale Multi-Objective Optimization 32\u003c\/p\u003e \u003cp\u003e2.3 Performance Indicators 54\u003c\/p\u003e \u003cp\u003e2.4 Test Problems for Sparse Large-Scale Multi-Objective Optimization 58\u003c\/p\u003e \u003cp\u003e2.5 Performance Indicator for Sparse Large-Scale Multi-Objective Optimization 71\u003c\/p\u003e \u003cp\u003e2.6 Summary 76\u003c\/p\u003e \u003cp\u003e\u003cb\u003e3 Evolutionary Algorithms for Large-Scale Multi-Objective Optimization 83\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e3.1 Introduction 83\u003c\/p\u003e \u003cp\u003e3.2 Random Grouping-Based Evolutionary Algorithm 89\u003c\/p\u003e \u003cp\u003e3.3 Decision Variable Clustering-Based Evolutionary Algorithm 93\u003c\/p\u003e \u003cp\u003e3.4 Problem Reformulation-Based Evolutionary Algorithm 101\u003c\/p\u003e \u003cp\u003e3.5 Competitive Swarm Optimizer-Based Evolutionary Algorithm 106\u003c\/p\u003e \u003cp\u003e3.6 Experimental Comparisons 110\u003c\/p\u003e \u003cp\u003e3.7 Summary 112\u003c\/p\u003e \u003cp\u003e\u003cb\u003e4 Evolutionary Algorithms for Sparse Large-Scale Multi-Objective Optimization 119\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e4.1 Introduction 119\u003c\/p\u003e \u003cp\u003e4.2 Bi-Level Encoding-Based Evolutionary Algorithm 121\u003c\/p\u003e \u003cp\u003e4.3 Machine Learning-Assisted Evolutionary Algorithm 127\u003c\/p\u003e \u003cp\u003e4.4 Data Mining-Assisted Evolutionary Algorithm 134\u003c\/p\u003e \u003cp\u003e4.5 Experimental Comparisons 143\u003c\/p\u003e \u003cp\u003e4.6 Summary 146\u003c\/p\u003e \u003cp\u003e\u003cb\u003e5 Evolutionary Large-Scale Multi-Objective Optimization for Community Detection in Complex Networks 151\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e5.1 Introduction 151\u003c\/p\u003e \u003cp\u003e5.2 Network Reduction-Based Multi-Objective Evolutionary Algorithm for Community Detection 152\u003c\/p\u003e \u003cp\u003e5.3 Parallel Multi-Objective Evolutionary Algorithm for Community Detection 165\u003c\/p\u003e \u003cp\u003e5.4 Summary 178\u003c\/p\u003e \u003cp\u003e\u003cb\u003e6 Evolutionary Large-Scale Multi-Objective Optimization in Logistics Scheduling 183\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e6.1 Introduction 183\u003c\/p\u003e \u003cp\u003e6.2 Evolutionary Multi-Objective Route Grouping-Based Heuristic Algorithm for Large-Scale Capacitated Vehicle Routing Problems 184\u003c\/p\u003e \u003cp\u003e6.3 Clustering-Based Surrogate-Assisted Multi-Objective Evolutionary Algorithm for Shelter Location Problem Under Uncertainty of Road Networks 195\u003c\/p\u003e \u003cp\u003e6.4 Summary 206\u003c\/p\u003e \u003cp\u003e\u003cb\u003e7 Evolutionary Large-Scale Multi-Objective Optimization in Power Systems 211\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e7.1 Introduction 211\u003c\/p\u003e \u003cp\u003e7.2 Ratio Error Estimation of Voltage Transformers 212\u003c\/p\u003e \u003cp\u003e7.3 Problem Knowledge-Driven Coevolutionary Algorithm for Time-Varying Ratio Error Estimation 221\u003c\/p\u003e \u003cp\u003e7.4 Summary 229\u003c\/p\u003e \u003cp\u003e\u003cb\u003e8 Evolutionary Large-Scale Multi-Objective Optimization in Radiotherapy Planning 235\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e8.1 Introduction 235\u003c\/p\u003e \u003cp\u003e8.2 Problem Formulation 237\u003c\/p\u003e \u003cp\u003e8.3 Bi-Encoding Coevolutionary Algorithm for IMRT Planning 240\u003c\/p\u003e \u003cp\u003e8.4 Experimental Studies 252\u003c\/p\u003e \u003cp\u003e8.5 Summary 255\u003c\/p\u003e \u003cp\u003e\u003cb\u003e9 Evolutionary Large-Scale Multi-Objective Optimization in Deep Learning 259\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e9.1 Introduction 259\u003c\/p\u003e \u003cp\u003e9.2 Gradient-Guided Multi-Objective Evolutionary Algorithm for Training Deep Neural Networks 260\u003c\/p\u003e \u003cp\u003e9.3 Action Command Encoding-Based Surrogate-Assisted Evolutionary Algorithm for Neural Architecture Search 288\u003c\/p\u003e \u003cp\u003e9.4 Summary 310\u003c\/p\u003e \u003cp\u003eReferences 310\u003c\/p\u003e \u003cp\u003eIndex 319\u003c\/p\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Electronics \u0026amp; communications engineering [\u003ca title=\"See our other books on Electronics \u0026amp; communications engineering\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Electronics%20\u0026amp;%20communications%20engineering%20%5BTJ%5D%22\"\u003eTJ\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Wiley-IEEE Press","offers":[{"title":"Brand New","offer_id":52433191895320,"sku":"9781394178414","price":86.79,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/files\/9781394178414.jpg?v=1784851292","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/evolutionary-large-scale-multi-objective-optimization-and-applications-hardback-9781394178414","provider":"Freshly Printed Books","version":"1.0","type":"link"}