Fundamentals of Optimization Techniques with Algorithms

Written By Sukanta Nayak
Fundamentals of Optimization Techniques with Algorithms
  • Publsiher : Academic Press
  • Release : 25 August 2020
  • ISBN : 0128224924
  • Pages : 320 pages
  • Rating : /5 from reviews
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Download or read book entitled Fundamentals of Optimization Techniques with Algorithms by author: Sukanta Nayak which was release on 25 August 2020 and published by Academic Press with total page 320 pages . This book available in PDF, EPUB and Kindle Format. Optimization is a key concept in mathematics, computer science, and operations research, and is essential to the modeling of any system, playing an integral role in computer-aided design. Fundamentals of Optimization Techniques with Algorithms presents a complete package of various traditional and advanced optimization techniques along with a variety of example problems, algorithms and MATLAB© code optimization techniques, for linear and nonlinear single variable and multivariable models, as well as multi-objective and advanced optimization techniques. It presents both theoretical and numerical perspectives in a clear and approachable way. In order to help the reader apply optimization techniques in practice, the book details program codes and computer-aided designs in relation to real-world problems. Ten chapters cover, an introduction to optimization; linear programming; single variable nonlinear optimization; multivariable unconstrained nonlinear optimization; multivariable constrained nonlinear optimization; geometric programming; dynamic programming; integer programming; multi-objective optimization; and nature-inspired optimization. This book provides accessible coverage of optimization techniques, and helps the reader to apply them in practice. Presents optimization techniques clearly, including worked-out examples, from traditional to advanced Maps out the relations between optimization and other mathematical topics and disciplines Provides systematic coverage of algorithms to facilitate computer coding Gives MATLAB© codes in relation to optimization techniques and their use in computer-aided design Presents nature-inspired optimization techniques including genetic algorithms and artificial neural networks

Fundamentals of Optimization Techniques with Algorithms

Fundamentals of Optimization Techniques with Algorithms
  • Author : Sukanta Nayak
  • Publisher : Academic Press
  • Release Date : 2020-08-25
  • Total pages : 320
  • ISBN : 0128224924
GET BOOK

Summary : Optimization is a key concept in mathematics, computer science, and operations research, and is essential to the modeling of any system, playing an integral role in computer-aided design. Fundamentals of Optimization Techniques with Algorithms presents a complete package of various traditional and advanced optimization techniques along with a variety of ...

Introduction to Optimization Techniques

Introduction to Optimization Techniques
  • Author : Masanao Aoki
  • Publisher : Unknown
  • Release Date : 1971
  • Total pages : 335
  • ISBN : 0128224924
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Summary : Some mathematical preliminaries; Criterion function representation; Location problems; Minimization of unconstrained functions; Minimization of constrained functions; Duality in optimization problems; Comparisons of optimization methods and test problems....

Optimization Techniques and Applications with Examples

Optimization Techniques and Applications with Examples
  • Author : Xin-She Yang
  • Publisher : John Wiley & Sons
  • Release Date : 2018-09-19
  • Total pages : 384
  • ISBN : 0128224924
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Summary : A guide to modern optimization applications and techniques in newly emerging areas spanning optimization, data science, machine intelligence, engineering, and computer sciences Optimization Techniques and Applications with Examples introduces the fundamentals of all the commonly used techniques in optimization that encompass the broadness and diversity of the methods (traditional and ...

Fundamentals of Optimization

Fundamentals of Optimization
  • Author : Mark French
  • Publisher : Springer
  • Release Date : 2018-05-02
  • Total pages : 249
  • ISBN : 0128224924
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Summary : This textbook is for readers new or returning to the practice of optimization whose interest in the subject may relate to a wide range of products and processes. Rooted in the idea of “minimum principles,” the book introduces the reader to the analytical tools needed to apply optimization practices to ...

Optimization in Engineering

Optimization in Engineering
  • Author : Ramteen Sioshansi,Antonio J. Conejo
  • Publisher : Springer
  • Release Date : 2017-06-24
  • Total pages : 412
  • ISBN : 0128224924
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Summary : This textbook covers the fundamentals of optimization, including linear, mixed-integer linear, nonlinear, and dynamic optimization techniques, with a clear engineering focus. It carefully describes classical optimization models and algorithms using an engineering problem-solving perspective, and emphasizes modeling issues using many real-world examples related to a variety of application areas. Providing ...

Introduction to Global Optimization

Introduction to Global Optimization
  • Author : R. Horst,Panos M. Pardalos,Nguyen Van Thoai
  • Publisher : Springer Science & Business Media
  • Release Date : 1995-06-30
  • Total pages : 320
  • ISBN : 0128224924
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Summary : Global optimization concerns the computation and characterization of global optima of nonlinear functions. Such problems are widespread in the mathematical modelling of real systems in a very wide range of applications and the last 30 years have seen the development of many new theoretical, algorithmic and computational contributions which have helped ...

Engineering Optimization

Engineering Optimization
  • Author : R. Russell Rhinehart
  • Publisher : John Wiley & Sons
  • Release Date : 2018-05-29
  • Total pages : 776
  • ISBN : 0128224924
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Summary : An Application-Oriented Introduction to Essential Optimization Concepts and Best Practices Optimization is an inherent human tendency that gained new life after the advent of calculus; now, as the world grows increasingly reliant on complex systems, optimization has become both more important and more challenging than ever before. Engineering Optimization provides ...

Practical Optimization

Practical Optimization
  • Author : Andreas Antoniou,Wu-Sheng Lu
  • Publisher : Springer Science & Business Media
  • Release Date : 2007-12-14
  • Total pages : 670
  • ISBN : 0128224924
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Summary : Practical Optimization: Algorithms and Engineering Applications is a hands-on treatment of the subject of optimization. A comprehensive set of problems and exercises makes the book suitable for use in one or two semesters of a first-year graduate course or an advanced undergraduate course. Each half of the book contains a ...

Linear Algebra and Optimization with Applications to Machine Learning

Linear Algebra and Optimization with Applications to Machine Learning
  • Author : Jean Gallier,Jocelyn Quaintance
  • Publisher : World Scientific Publishing Company
  • Release Date : 2020-03-06
  • Total pages : 895
  • ISBN : 0128224924
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Summary : Volume 2 applies the linear algebra concepts presented in Volume 1 to optimization problems which frequently occur throughout machine learning. This book blends theory with practice by not only carefully discussing the mathematical under pinnings of each optimization technique but by applying these techniques to linear programming, support vector machines (SVM), principal ...

Optimization for Data Analysis

Optimization for Data Analysis
  • Author : Stephen J. Wright,Benjamin Recht
  • Publisher : Cambridge University Press
  • Release Date : 2021-10-31
  • Total pages : 300
  • ISBN : 0128224924
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Summary : Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing ...

Optimization Principles

Optimization Principles
  • Author : Narayan S. Rau
  • Publisher : John Wiley & Sons
  • Release Date : 2003-09-22
  • Total pages : 360
  • ISBN : 0128224924
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Summary : Today's need-to-know optimization techniques, at your fingertips The use of optimization methods is familiar territory to academicians and researchers. Yet, in today's world of deregulated electricity markets, it's just as important for electric power professionals to have a solid grasp of these increasingly relied upon techniques. Making those techniques readily ...

Numerical Optimization

Numerical Optimization
  • Author : Jorge Nocedal,Stephen Wright
  • Publisher : Springer Science & Business Media
  • Release Date : 2006-06-06
  • Total pages : 636
  • ISBN : 0128224924
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Summary : The new edition of this book presents a comprehensive and up-to-date description of the most effective methods in continuous optimization. It responds to the growing interest in optimization in engineering, science, and business by focusing on methods best suited to practical problems. This edition has been thoroughly updated throughout. There ...

Deterministic Global Optimization

Deterministic Global Optimization
  • Author : Christodoulos A. Floudas
  • Publisher : Springer Science & Business Media
  • Release Date : 2000
  • Total pages : 739
  • ISBN : 0128224924
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Summary : This book provides a unified and insightful treatment of deterministic global optimization. It introduces theoretical and algorithmic advances that address the computation and characterization of global optima, determine valid lower and upper bounds on the global minima and maxima, and enclose all solutions of nonlinear constrained systems of equations. Among ...

Optimization Methods

Optimization Methods
  • Author : Terry E. Shoup,Farrokh Mistree
  • Publisher : Prentice Hall
  • Release Date : 1987
  • Total pages : 168
  • ISBN : 0128224924
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Summary : Read online Optimization Methods written by Terry E. Shoup,Farrokh Mistree, published by Prentice Hall which was released on 1987. Download full Optimization Methods Books now! Available in PDF, ePub and Kindle....

Modern Heuristic Optimization Techniques

Modern Heuristic Optimization Techniques
  • Author : Kwang Y. Lee,Mohamed A. El-Sharkawi
  • Publisher : John Wiley & Sons
  • Release Date : 2008-02-08
  • Total pages : 750
  • ISBN : 0128224924
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Summary : This book explores how developing solutions with heuristic tools offers two major advantages: shortened development time and more robust systems. It begins with an overview of modern heuristic techniques and goes on to cover specific applications of heuristic approaches to power system problems, such as security assessment, optimal power flow, ...