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Intelligent Computational Optimization in Engineering

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Release : 2011-07-15
Genre : Technology & Engineering
Kind : eBook
Book Rating : 052/5 ( reviews)

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Book Synopsis Intelligent Computational Optimization in Engineering by : Mario Köppen

Download or read book Intelligent Computational Optimization in Engineering written by Mario Köppen. This book was released on 2011-07-15. Available in PDF, EPUB and Kindle. Book excerpt: We often come across computational optimization virtually in all branches of engineering and industry. Many engineering problems involve heuristic search and optimization, and, once discretized, may become combinatorial in nature, which gives rise to certain difficulties in terms of solution procedure. Some of these problems have enormous search spaces, are NP-hard and hence require heuristic solution techniques. Another difficulty is the lack of ability of classical solution techniques to determine appropriate optima of non-convex problems. Under these conditions, recent advances in computational optimization techniques have been shown to be advantageous and successful compared to classical approaches. This Volume presents some of the latest developments with a focus on the design of algorithms for computational optimization and their applications in practice. Through the chapters of this book, researchers and practitioners share their experience and newest methodologies with regard to intelligent optimization and provide various case studies of the application of intelligent optimization techniques in real-world applications.This book can serve as an excellent reference for researchers and graduate students in computer science, various engineering disciplines and the industry.

Intelligent Computational Optimization in Engineering

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Author :
Release : 2011-08-03
Genre :
Kind : eBook
Book Rating : 067/5 ( reviews)

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Book Synopsis Intelligent Computational Optimization in Engineering by : Mario K Ppen

Download or read book Intelligent Computational Optimization in Engineering written by Mario K Ppen. This book was released on 2011-08-03. Available in PDF, EPUB and Kindle. Book excerpt:

Computational Intelligence in Optimization

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Release : 2010-06-30
Genre : Technology & Engineering
Kind : eBook
Book Rating : 754/5 ( reviews)

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Book Synopsis Computational Intelligence in Optimization by : Yoel Tenne

Download or read book Computational Intelligence in Optimization written by Yoel Tenne. This book was released on 2010-06-30. Available in PDF, EPUB and Kindle. Book excerpt: This collection of recent studies spans a range of computational intelligence applications, emphasizing their application to challenging real-world problems. Covers Intelligent agent-based algorithms, Hybrid intelligent systems, Machine learning and more.

Computational Intelligence in Expensive Optimization Problems

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Release : 2010-03-10
Genre : Technology & Engineering
Kind : eBook
Book Rating : 01X/5 ( reviews)

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Book Synopsis Computational Intelligence in Expensive Optimization Problems by : Yoel Tenne

Download or read book Computational Intelligence in Expensive Optimization Problems written by Yoel Tenne. This book was released on 2010-03-10. Available in PDF, EPUB and Kindle. Book excerpt: In modern science and engineering, laboratory experiments are replaced by high fidelity and computationally expensive simulations. Using such simulations reduces costs and shortens development times but introduces new challenges to design optimization process. Examples of such challenges include limited computational resource for simulation runs, complicated response surface of the simulation inputs-outputs, and etc. Under such difficulties, classical optimization and analysis methods may perform poorly. This motivates the application of computational intelligence methods such as evolutionary algorithms, neural networks and fuzzy logic, which often perform well in such settings. This is the first book to introduce the emerging field of computational intelligence in expensive optimization problems. Topics covered include: dedicated implementations of evolutionary algorithms, neural networks and fuzzy logic. reduction of expensive evaluations (modelling, variable-fidelity, fitness inheritance), frameworks for optimization (model management, complexity control, model selection), parallelization of algorithms (implementation issues on clusters, grids, parallel machines), incorporation of expert systems and human-system interface, single and multiobjective algorithms, data mining and statistical analysis, analysis of real-world cases (such as multidisciplinary design optimization). The edited book provides both theoretical treatments and real-world insights gained by experience, all contributed by leading researchers in the respective fields. As such, it is a comprehensive reference for researchers, practitioners, and advanced-level students interested in both the theory and practice of using computational intelligence for expensive optimization problems.

Intelligent Computational Optimization in Engineering

Download Intelligent Computational Optimization in Engineering PDF Online Free

Author :
Release : 2011-07-15
Genre : Mathematics
Kind : eBook
Book Rating : 044/5 ( reviews)

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Book Synopsis Intelligent Computational Optimization in Engineering by : Mario Koeppen

Download or read book Intelligent Computational Optimization in Engineering written by Mario Koeppen. This book was released on 2011-07-15. Available in PDF, EPUB and Kindle. Book excerpt: We often come across computational optimization virtually in all branches of engineering and industry. Many engineering problems involve heuristic search and optimization, and, once discretized, may become combinatorial in nature, which gives rise to certain difficulties in terms of solution procedure. Some of these problems have enormous search spaces, are NP-hard and hence require heuristic solution techniques. Another difficulty is the lack of ability of classical solution techniques to determine appropriate optima of non-convex problems. Under these conditions, recent advances in computational optimization techniques have been shown to be advantageous and successful compared to classical approaches. This Volume presents some of the latest developments with a focus on the design of algorithms for computational optimization and their applications in practice. Through the chapters of this book, researchers and practitioners share their experience and newest methodologies with regard to intelligent optimization and provide various case studies of the application of intelligent optimization techniques in real-world applications.This book can serve as an excellent reference for researchers and graduate students in computer science, various engineering disciplines and the industry.

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