Computational Optimization, Methods and Algorithms
  • Author : Slawomir Koziel
  • Release Date : 17 June 2011
  • Publisher : Springer
  • Genre : Technology & Engineering
  • Pages : 283
  • ISBN 13 : 9783642208591

Download Or Read Computational Optimization, Methods and Algorithms eBook PDF

Book excerpt: Computational optimization is an important paradigm with a wide range of applications. In virtually all branches of engineering and industry, we almost always try to optimize something - whether to minimize the cost and energy consumption, or to maximize profits, outputs, performance and efficiency. In many cases, this search for optimality is challenging, either because of the high computational cost of evaluating objectives and constraints, or because of the nonlinearity, multimodality, discontinuity and uncertainty of the problem functions in the real-world systems. Another complication is that most problems are often NP-hard, that is, the solution time for finding the optimum increases exponentially with the problem size. The development of efficient algorithms and specialized techniques that address these difficulties is of primary importance for contemporary engineering, science and industry. This book consists of 12 self-contained chapters, contributed from worldwide experts who are working in these exciting areas. The book strives to review and discuss the latest developments concerning optimization and modelling with a focus on methods and algorithms for computational optimization. It also covers well-chosen, real-world applications in science, engineering and industry. Main topics include derivative-free optimization, multi-objective evolutionary algorithms, surrogate-based methods, maximum simulated likelihood estimation, support vector machines, and metaheuristic algorithms. Application case studies include aerodynamic shape optimization, microwave engineering, black-box optimization, classification, economics, inventory optimization and structural optimization. This graduate level book can serve as an excellent reference for lecturers, researchers and students in computational science, engineering and industry.

Computational Optimization  Methods and Algorithms

Computational Optimization Methods and Algorithms

Author : Slawomir Koziel,Xin-She Yang
Publisher : Springer
Genre : Technology & Engineering
Get Book

Computational optimization is an important paradigm with a wide range of applications. In virtually all branches of engineering and industry, we almost always try to optimize something - whether to minimize the cost and energy consumption, or to maximize profits, outputs, performance and efficiency. In many cases, this search for ...

Computational Optimization and Applications in Engineering and Industry

Computational Optimization and Applications in Engineering and Industry

Author : Xin-She Yang,Slawomir Koziel
Publisher : Springer Science & Business Media
Genre : Computers
Get Book

Contemporary design in engineering and industry relies heavily on computer simulation and efficient algorithms to reduce the cost and to maximize the performance and sustainability as well as profits and energy efficiency. Solving an optimization problem correctly and efficiently requires not only the right choice of optimization algorithms and simulation ...

Computational Combinatorial Optimization

Computational Combinatorial Optimization

Author : Michael Jünger,Denis Naddef
Publisher : Springer
Genre : Mathematics
Get Book

This tutorial contains written versions of seven lectures on Computational Combinatorial Optimization given by leading members of the optimization community. The lectures introduce modern combinatorial optimization techniques, with an emphasis on branch and cut algorithms and Lagrangian relaxation approaches. Polyhedral combinatorics as the mathematical backbone of successful algorithms are covered ...

Computational Optimization

Computational Optimization

Author : Jong-Shi Pang
Publisher : Springer Science & Business Media
Genre : Business & Economics
Get Book

Computational Optimization: A Tribute to Olvi Mangasarian serves as an excellent reference, providing insight into some of the most challenging research issues in the field. This collection of papers covers a wide spectrum of computational optimization topics, representing a blend of familiar nonlinear programming topics and such novel paradigms as ...

Computational Optimization  Methods and Algorithms

Computational Optimization Methods and Algorithms

Author : Slawomir Koziel,Xin-She Yang
Publisher : Springer Science & Business Media
Genre : Computers
Get Book

Computational optimization is an important paradigm with a wide range of applications. In virtually all branches of engineering and industry, we almost always try to optimize something - whether to minimize the cost and energy consumption, or to maximize profits, outputs, performance and efficiency. In many cases, this search for ...

Recent Advances in Computational Optimization

Recent Advances in Computational Optimization

Author : Stefka Fidanova
Publisher : Springer
Genre : Technology & Engineering
Get Book

This volume is a comprehensive collection of extended contributions from the Workshop on Computational Optimization 2014, held at Warsaw, Poland, September 7-10, 2014. The book presents recent advances in computational optimization. The volume includes important real problems like parameter settings for controlling processes in bioreactor and other processes, resource constrained project scheduling, ...

Computational Optimization in Engineering

Computational Optimization in Engineering

Author : Hossein Peyvandi
Publisher : BoD – Books on Demand
Genre : Technology & Engineering
Get Book

The purpose of optimization is to maximize the quality of lives, productivity in time, as well as interests. Therefore, optimization is an ongoing challenge for selecting the best possible among many other inferior designs. For a hundred years in the past, as optimization has been essential to human life, several ...

Intelligent Computational Optimization in Engineering

Intelligent Computational Optimization in Engineering

Author : Mario Koeppen,Gerald Schaefer,Ajith Abraham
Publisher : Springer Science & Business Media
Genre : Mathematics
Get Book

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 ...

Computational Optimization and Applications in Engineering and Industry

Computational Optimization and Applications in Engineering and Industry

Author : Xin-She Yang,Slawomir Koziel
Publisher : Springer
Genre : Technology & Engineering
Get Book

Contemporary design in engineering and industry relies heavily on computer simulation and efficient algorithms to reduce the cost and to maximize the performance and sustainability as well as profits and energy efficiency. Solving an optimization problem correctly and efficiently requires not only the right choice of optimization algorithms and simulation ...

Computational Optimization of Internal Combustion Engines

Computational Optimization of Internal Combustion Engines

Author : Yu Shi,Hai-Wen Ge,Rolf D. Reitz
Publisher : Springer Science & Business Media
Genre : Technology & Engineering
Get Book

Computational Optimization of Internal Combustion Engines presents the state of the art of computational models and optimization methods for internal combustion engine development using multi-dimensional computational fluid dynamics (CFD) tools and genetic algorithms. Strategies to reduce computational cost and mesh dependency are discussed, as well as regression analysis methods. Several ...

Computational Optimization Techniques and Applications

Computational Optimization Techniques and Applications

Author : Muhammad Sarfraz,Samsul Ariffin Abdul Karim
Publisher : BoD – Books on Demand
Genre : Mathematics
Get Book

Computational optimization is an active and important area of study, practice, and research today. It covers a wide range of applications in engineering, science, and industry. It provides solutions to a variety of real-life problems in the fields of health, business, government, military, politics, security, education, and many more. This ...

Introduction to Computational Optimization Models for Production Planning in a Supply Chain

Introduction to Computational Optimization Models for Production Planning in a Supply Chain

Author : Stefan Voß,David L. Woodruff
Publisher : Springer Science & Business Media
Genre : Business & Economics
Get Book

An easy-to-read introduction to the concepts associated with the creation of optimization models for production planning starts off this book. These concepts are then applied to well-known planning models, namely mrp and MRP II. From this foundation, fairly sophisticated models for supply chain management are developed. Another unique feature is ...

Handbook of Machine Learning for Computational Optimization

Handbook of Machine Learning for Computational Optimization

Author : Vishal Jain,Sapna Juneja,Abhinav Juneja,Ramani Kannan
Publisher : CRC Press
Genre : Technology & Engineering
Get Book

Technology is moving at an exponential pace in this era of computational intelligence. Machine learning has emerged as one of the most promising tools used to challenge and think beyond current limitations. This handbook will provide readers with a leading edge to improving their products and processes through optimal and ...

Optimization in Computational Chemistry and Molecular Biology

Optimization in Computational Chemistry and Molecular Biology

Author : Christodoulos A. Floudas,Panos M. Pardalos
Publisher : Springer Science & Business Media
Genre : Computers
Get Book

Optimization in Computational Chemistry and Molecular Biology: Local and Global Approaches covers recent developments in optimization techniques for addressing several computational chemistry and biology problems. A tantalizing problem that cuts across the fields of computational chemistry, biology, medicine, engineering and applied mathematics is how proteins fold. Global and local optimization ...

Numerical Optimization with Computational Errors

Numerical Optimization with Computational Errors

Author : Alexander J. Zaslavski
Publisher : Springer
Genre : Mathematics
Get Book

This book studies the approximate solutions of optimization problems in the presence of computational errors. A number of results are presented on the convergence behavior of algorithms in a Hilbert space; these algorithms are examined taking into account computational errors. The author illustrates that algorithms generate a good approximate solution, ...