Nature inspired Metaheuristic Algorithms

Written By Xin-She Yang
Nature inspired Metaheuristic Algorithms
  • Publsiher : Luniver Press
  • Release : 04 October 2022
  • ISBN : 1905986289
  • Pages : 148 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Nature inspired Metaheuristic Algorithms written by Xin-She Yang which was release on 04 October 2022, this book published by Luniver Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Modern metaheuristic algorithms such as bee algorithms and harmony search start to demonstrate their power in dealing with tough optimization problems and even NP-hard problems. This book reviews and introduces the state-of-the-art nature-inspired metaheuristic algorithms in optimization, including genetic algorithms, bee algorithms, particle swarm optimization, simulated annealing, ant colony optimization, harmony search, and firefly algorithms. We also briefly introduce the photosynthetic algorithm, the enzyme algorithm, and Tabu search. Worked examples with implementation have been used to show how each algorithm works. This book is thus an ideal textbook for an undergraduate and/or graduate course. As some of the algorithms such as the harmony search and firefly algorithms are at the forefront of current research, this book can also serve as a reference book for researchers.

Nature inspired Metaheuristic Algorithms

Nature inspired Metaheuristic Algorithms
  • Author : Xin-She Yang
  • Publisher : Luniver Press
  • Release Date : 2010
  • Total pages : 148
  • ISBN : 1905986289
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Summary : Modern metaheuristic algorithms such as bee algorithms and harmony search start to demonstrate their power in dealing with tough optimization problems and even NP-hard problems. This book reviews and introduces the state-of-the-art nature-inspired metaheuristic algorithms in optimization, including genetic algorithms, bee algorithms, particle swarm optimization, simulated annealing, ant colony optimization, ...

Nature Inspired Metaheuristic Algorithms for Engineering Optimization Applications

Nature Inspired Metaheuristic Algorithms for Engineering Optimization Applications
  • Author : Serdar Carbas,Abdurrahim Toktas,Deniz Ustun
  • Publisher : Springer Nature
  • Release Date : 2021-05-02
  • Total pages : 404
  • ISBN : 1905986289
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Summary : This book engages in an ongoing topic, such as the implementation of nature-inspired metaheuristic algorithms, with a main concentration on optimization problems in different fields of engineering optimization applications. The chapters of the book provide concise overviews of various nature-inspired metaheuristic algorithms, defining their profits in obtaining the optimal solutions ...

Handbook of Research on Modeling Analysis and Application of Nature Inspired Metaheuristic Algorithms

Handbook of Research on Modeling  Analysis  and Application of Nature Inspired Metaheuristic Algorithms
  • Author : Dash, Sujata,Tripathy, B.K.,Rahman, Atta ur
  • Publisher : IGI Global
  • Release Date : 2017-08-10
  • Total pages : 538
  • ISBN : 1905986289
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Summary : The digital age is ripe with emerging advances and applications in technological innovations. Mimicking the structure of complex systems in nature can provide new ideas on how to organize mechanical and personal systems. The Handbook of Research on Modeling, Analysis, and Application of Nature-Inspired Metaheuristic Algorithms is an essential scholarly ...

Nature Inspired Optimization Algorithms

Nature Inspired Optimization Algorithms
  • Author : Vasuki A
  • Publisher : CRC Press
  • Release Date : 2020-05-31
  • Total pages : 251
  • ISBN : 1905986289
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Summary : Nature-Inspired Optimization Algorithms, a comprehensive work on the most popular optimization algorithms based on nature, starts with an overview of optimization going from the classical to the latest swarm intelligence algorithm. Nature has a rich abundance of flora and fauna that inspired the development of optimization techniques, providing us with ...

Applied Nature Inspired Computing Algorithms and Case Studies

Applied Nature Inspired Computing  Algorithms and Case Studies
  • Author : Nilanjan Dey,Amira S. Ashour,Siddhartha Bhattacharyya
  • Publisher : Springer
  • Release Date : 2019-08-10
  • Total pages : 275
  • ISBN : 1905986289
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Summary : This book presents a cutting-edge research procedure in the Nature-Inspired Computing (NIC) domain and its connections with computational intelligence areas in real-world engineering applications. It introduces readers to a broad range of algorithms, such as genetic algorithms, particle swarm optimization, the firefly algorithm, flower pollination algorithm, collision-based optimization algorithm, bat ...

Frontiers in Nature Inspired Industrial Optimization

Frontiers in Nature Inspired Industrial Optimization
  • Author : Mahdi Khosravy,Neeraj Gupta,Nilesh Patel
  • Publisher : Springer Nature
  • Release Date : 2021-08-06
  • Total pages : 235
  • ISBN : 1905986289
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Summary : The book provides a collection of recent applications of nature inspired optimization in industrial fields. Different optimization techniques have been deployed, and different problems have been effectively analyzed. The valuable contributions from researchers focus on three ultimate goals (i) improving the accuracy of these techniques, (ii) achieving higher speed and ...

Advanced Metaheuristic Algorithms and Their Applications in Structural Optimization

Advanced Metaheuristic Algorithms and Their Applications in Structural Optimization
  • Author : Ali Kaveh,Kiarash Biabani Hamedani
  • Publisher : Springer Nature
  • Release Date : 2022-09-17
  • Total pages : 369
  • ISBN : 1905986289
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Summary : The main purpose of the present book is to develop a general framework for population-based metaheuristics based on some basic concepts of set theory. The idea of the framework is to divide the population of individuals into subpopulations of identical sizes. Therefore, in each iteration of the search process, different ...

Nature Inspired Metaheuristic Optimization Algorithms and Applications

Nature Inspired Metaheuristic Optimization Algorithms and Applications
  • Author : Samuel Gaxiola
  • Publisher : Unknown
  • Release Date : 2020
  • Total pages : 34
  • ISBN : 1905986289
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Summary : Regarding optimization methods, there is much inspiration to be found in nature and biology. There has been much effort in recent years to further and develop new methods and algorithms for approaching optimization problems, with the inspiration for the logic for these algorithms coming from biology and nature in general. ...

Artificial Organic Networks

Artificial Organic Networks
  • Author : Hiram Ponce-Espinosa,Pedro Ponce-Cruz,Arturo Molina
  • Publisher : Springer
  • Release Date : 2013-11-12
  • Total pages : 228
  • ISBN : 1905986289
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Summary : This monograph describes the synthesis and use of biologically-inspired artificial hydrocarbon networks (AHNs) for approximation models associated with machine learning and a novel computational algorithm with which to exploit them. The reader is first introduced to various kinds of algorithms designed to deal with approximation problems and then, via some ...

Advanced Optimization by Nature Inspired Algorithms

Advanced Optimization by Nature Inspired Algorithms
  • Author : Omid Bozorg-Haddad
  • Publisher : Springer
  • Release Date : 2017-06-30
  • Total pages : 159
  • ISBN : 1905986289
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Summary : This book, compiles, presents, and explains the most important meta-heuristic and evolutionary optimization algorithms whose successful performance has been proven in different fields of engineering, and it includes application of these algorithms to important engineering optimization problems. In addition, this book guides readers to studies that have implemented these algorithms ...

Nature Inspired Computing Paradigms in Systems

Nature Inspired Computing Paradigms in Systems
  • Author : Mohamed Arezki Mellal,Michael G. Pecht
  • Publisher : Academic Press
  • Release Date : 2021-06-18
  • Total pages : 144
  • ISBN : 1905986289
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Summary : Nature-Inspired Computing Paradigms in Systems: Reliability, Availability, Maintainability, Safety and Cost (RAMS+C) and Prognostics and Health Management (PHM) covers several areas that include bioinspired techniques and optimization approaches for system dependability. The book addresses the issue of integration and interaction of the bioinspired techniques in system dependability computing so ...

International Conference on Emerging Applications and Technologies for Industry 4 0 EATI 2020

International Conference on Emerging Applications and Technologies for Industry 4 0  EATI 2020
  • Author : Jemal H. Abawajy
  • Publisher : Springer Nature
  • Release Date : 2022-10-04
  • Total pages : 296
  • ISBN : 1905986289
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Summary : This book addresses the adoption of intelligent algorithms for resolving challenges in different aspects of the society such as sport, cyber-security, COVID-19 pandemic, advertising, driving, smart environment sensors, blockchain, cloud computing, and health. In addition, the book also covers machine learning fundamentals such as feature selection. The book presents practical ...

Constraint Handling in Metaheuristics and Applications

Constraint Handling in Metaheuristics and Applications
  • Author : Anand J. Kulkarni,Efrén Mezura-Montes,Yong Wang,Amir H. Gandomi,Ganesh Krishnasamy
  • Publisher : Springer Nature
  • Release Date : 2021-04-12
  • Total pages : 315
  • ISBN : 1905986289
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Summary : This book aims to discuss the core and underlying principles and analysis of the different constraint handling approaches. The main emphasis of the book is on providing an enriched literature on mathematical modelling of the test as well as real-world problems with constraints, and further development of generalized constraint handling ...

Applications of Flower Pollination Algorithm and its Variants

Applications of Flower Pollination Algorithm and its Variants
  • Author : Nilanjan Dey
  • Publisher : Springer Nature
  • Release Date : 2021-03-17
  • Total pages : 239
  • ISBN : 1905986289
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Summary : This book presents essential concepts of traditional Flower Pollination Algorithm (FPA) and its recent variants and also its application to find optimal solution for a variety of real-world engineering and medical problems. Swarm intelligence-based meta-heuristic algorithms are extensively implemented to solve a variety of real-world optimization problems due to its ...

Socio cultural Inspired Metaheuristics

Socio cultural Inspired Metaheuristics
  • Author : Anand J. Kulkarni,Pramod Kumar Singh,Suresh Chandra Satapathy,Ali Husseinzadeh Kashan,Kang Tai
  • Publisher : Springer
  • Release Date : 2019-03-29
  • Total pages : 303
  • ISBN : 1905986289
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Summary : This book presents the latest insights and developments in the field of socio-cultural inspired algorithms. Akin to evolutionary and swarm-based optimization algorithms, socio-cultural algorithms belong to the category of metaheuristics (problem-independent computational methods) and are inspired by natural and social tendencies observed in humans by which they learn from one ...