Configurable intelligent optimization algorithm : design and practice in manufacturing /: design and practice in manufacturing. ([2014])

• Record Type: Book
• Further Information: Note: Fei Tao, Lin Zhang, Yuanjun Laili.
• Authors: Tao, Fei; Zhang, Lin; Laili, Yuanjun
• Contents: Acknowledgements; Contents; Part IIntroduction and Overview; 1 Brief History and Overview of Intelligent Optimization Algorithms; 1.1 ... Introduction; 1.2 ... Brief History of Intelligent Optimization Algorithms; 1.3 ... Classification of Intelligent Algorithms; 1.4 ... Brief Review of Typical Intelligent Optimization Algorithms; 1.4.1 Review of Evolutionary Learning Algorithms; 1.4.1.1 Genetic Algorithm; 1.4.1.2 Immune Algorithm; 1.4.2 Review of Neighborhood Search Algorithms; 1.4.2.1 Simulated Annealing Algorithm; 1.4.2.2 Iterative Local Search; 1.4.3 Review of Swarm Intelligence Algorithm. 1.4.3.1 Ant Colony Optimization1.4.3.2 Particle Swarm Optimization; 1.5 ... The Classification of Current Studies on Intelligent Optimization Algorithm; 1.5.1 Algorithm Innovation; 1.5.2 Algorithm Improvement; 1.5.3 Algorithm Hybridization; 1.5.4 Algorithm Parallelization; 1.5.5 Algorithm Application; 1.6 ... Development Trends; 1.6.1 Intellectualization; 1.6.2 Service-Orientation; 1.6.3 Application-Oriented; 1.6.4 User-Centric; 1.7 ... Summary; References; 2 Recent Advances of Intelligent Optimization Algorithm in Manufacturing; 2.1 ... Introduction. 2.2 ... Classification of Optimization Problems in Manufacturing2.2.1 Numerical Function Optimization; 2.2.2 Parameter Optimization; 2.2.3 Detection and Classification; 2.2.4 Combinatorial Scheduling; 2.2.5 Multi-disciplinary Optimization; 2.2.6 Summary of the Five Types of Optimization Problems in Manufacturing; 2.3 ... Challenges for Addressing Optimization Problems in Manufacturing; 2.3.1 Balance of Multi-objectives; 2.3.2 Handling of Multi-constraints; 2.3.3 Extraction of Priori Knowledge; 2.3.4 Modeling of Uncertainty and Dynamics; 2.3.5 Transformation of Qualitative and Quantitative Features. 2.3.6 Simplification of Large-Scale Solution Space2.3.7 Jumping Out of Local Convergence; 2.4 ... An Overview of Optimization Methods in Manufacturing; 2.4.1 Empirical-Based Method; 2.4.2 Prediction-Based Method; 2.4.3 Simulation-Based Method; 2.4.4 Model-Based Method; 2.4.5 Tool-Based Method; 2.4.6 Advanced-Computing-Technology-Based Method; 2.4.7 Summary of Studies on Solving Methods; 2.5 ... Intelligent Optimization Algorithms for Optimization Problems in Manufacturing; 2.6 ... Challenges of Applying Intelligent Optimization Algorithms in Manufacturing; 2.6.1 Problem Modeling. 2.6.2 Algorithm Selection2.6.3 Encoding Scheming; 2.6.4 Operator Designing; 2.7 ... Future Approaches for Manufacturing Optimization; 2.8 ... Future Requirements and Trends of Intelligent Optimization Algorithm in Manufacturing; 2.8.1 Integration; 2.8.2 Configuration; 2.8.3 Parallelization; 2.8.4 Executing as Service; 2.9 ... Summary; References; Part IIDesign and Implementation; 3 Dynamic Configuration of Intelligent Optimization Algorithms; 3.1 ... Concept and Mainframe of DC-IOA; 3.1.1 Mainframe of DC-IOA; 3.1.2 Problem Specification and Construction of Algorithm Library in DC-IOA; 3.2 ... Case Study.
• Publisher Details: Cham : Springer
• Publication Date: 2014
• Copyright Date: 2015
• Extent: 1 online resource (xiii, 361 pages), illustrations (some color)
• Subjects: 519.6; Computer science; Mathematical optimization; MATHEMATICS -- Applied; MATHEMATICS -- Probability & Statistics -- General; Mathematical optimization; Technology & Engineering -- Manufacturing; Computers -- Computer Science; Production engineering; Maths for scientists; Computer aided design; Manufactures; Computers -- CAD-CAM; Computer-aided design (CAD); Electronic books
• Languages: English
• ISBNs: 9783319088402; 3319088408; 3319088394; 9783319088396
• Related ISBNs: 9783319088396
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (SpringerLink, viewed Sept. 4, 2014).
• 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.