Extremal Optimization : Fundamentals, Algorithms, and Applications /: Fundamentals, Algorithms, and Applications. (2016)

• Record Type: Book
• Further Information: Note: Yong-Zai Lu, Yu-Wang Chen, Min-Rong Chen, Peng Chen, Guo-Qiang Zeng.
• Authors: Lu, Yong-Zai; Chen, Yu-Wang; Chen, Min-Rong; Chen, Peng; Zeng, Guo-Qiang
• Contents: FUNDAMENTALS, METHODOLOGY, AND ALGORITHMS; ; General Introduction; Introduction; Understanding Optimization: From Practical Aspects; Phase Transition and Computational Complexity; CI-Inspired Optimization; Highlights of EO; Organization of the Book; ; Introduction to Extremal Optimization; Optimization with Extremal Dynamics; Multidisciplinary Analysis of EO; Experimental and Comparative Analysis on the Traveling Salesman Problems; Summary; ; Extremal Dynamics-Inspired Self-Organizing Optimization; Introduction; Analytic Characterization of COPs; Self-Organized Optimization; Summary; ; MODIFIED EO AND INTEGRATION OF EO WITH OTHER SOLUTIONS TO COMPUTATIONAL INTELLIGENCE; ; Modified Extremal Optimization; Introduction; Modified EO with Extended Evolutionary Probability Distribution; Multistage EO; Backbone-Guided EO; Population-Based EO; Summary; ; Memetic Algorithms with Extremal Optimization; Introduction to MAs; Design Principle of MAs; EO–LM Integration; EO–SQP Integration; EO–PSO Integration; EO–ABC Integration; EO–GA Integration; Summary; ; Multiobjective Optimization with Extremal Dynamics; Introduction; Problem Statement and Definition; Solutions to Multiobjective Optimization; EO for Numerical MOPs; Multiobjective 0/1 Knapsack Problem with MOEO; Mechanical Components Design with MOEO; Portfolio Optimization with MOEO; Summary; ; APPLICATIONS; ; EO for Systems Modeling and Control; Problem Statement; Endpoint Quality Prediction of Batch Production with MA-EO; EO for Kernel Function and Parameter Optimization in Support Vector Regression; Nonlinear Model Predictive Control with MA-EO; Intelligent PID Control with Binary-Coded EO; Summary; ; EO for Production Planning and Scheduling; Introduction; Problem Formulation; Hybrid Evolutionary Solutions with the Integration of GA and EO; Summary; ; References
• Edition: 1st
• Publisher Details: Auerbach Publications
• Publication Date: 2016
• Extent: 1 online resource (334 pages), (8 illustrations)
• Languages: English
• ISBNs: 9781498705660; 1498705669
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.