Jaya: An Advanced Optimization Algorithm and its Engineering Applications

Jaya: An Advanced Optimization Algorithm and its Engineering Applications

Author: Ravipudi Venkata Rao

Publisher: Springer

Published: 2018-06-09

Total Pages: 345

ISBN-13: 3319789228

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This book introduces readers to the “Jaya” algorithm, an advanced optimization technique that can be applied to many physical and engineering systems. It describes the algorithm, discusses its differences with other advanced optimization techniques, and examines the applications of versions of the algorithm in mechanical, thermal, manufacturing, electrical, computer, civil and structural engineering. In real complex optimization problems, the number of parameters to be optimized can be very large and their influence on the goal function can be very complicated and nonlinear in character. Such problems cannot be solved using classical methods and advanced optimization methods need to be applied. The Jaya algorithm is an algorithm-specific parameter-less algorithm that builds on other advanced optimization techniques. The application of Jaya in several engineering disciplines is critically assessed and its success compared with other complex optimization techniques such as Genetic Algorithms (GA), Particle Swarm Optimization (PSO), Differential Evolution (DE), Artificial Bee Colony (ABC), and other recently developed algorithms.


Teaching Learning Based Optimization Algorithm

Teaching Learning Based Optimization Algorithm

Author: R. Venkata Rao

Publisher: Springer

Published: 2015-11-14

Total Pages: 291

ISBN-13: 3319227327

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Describing a new optimization algorithm, the “Teaching-Learning-Based Optimization (TLBO),” in a clear and lucid style, this book maximizes reader insights into how the TLBO algorithm can be used to solve continuous and discrete optimization problems involving single or multiple objectives. As the algorithm operates on the principle of teaching and learning, where teachers influence the quality of learners’ results, the elitist version of TLBO algorithm (ETLBO) is described along with applications of the TLBO algorithm in the fields of electrical engineering, mechanical design, thermal engineering, manufacturing engineering, civil engineering, structural engineering, computer engineering, electronics engineering, physics and biotechnology. The book offers a valuable resource for scientists, engineers and practitioners involved in the development and usage of advanced optimization algorithms.


Mechanical Design Optimization Using Advanced Optimization Techniques

Mechanical Design Optimization Using Advanced Optimization Techniques

Author: R. Venkata Rao

Publisher: Springer Science & Business Media

Published: 2012-01-14

Total Pages: 323

ISBN-13: 144712748X

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Mechanical design includes an optimization process in which designers always consider objectives such as strength, deflection, weight, wear, corrosion, etc. depending on the requirements. However, design optimization for a complete mechanical assembly leads to a complicated objective function with a large number of design variables. It is a good practice to apply optimization techniques for individual components or intermediate assemblies than a complete assembly. Analytical or numerical methods for calculating the extreme values of a function may perform well in many practical cases, but may fail in more complex design situations. In real design problems, the number of design parameters can be very large and their influence on the value to be optimized (the goal function) can be very complicated, having nonlinear character. In these complex cases, advanced optimization algorithms offer solutions to the problems, because they find a solution near to the global optimum within reasonable time and computational costs. Mechanical Design Optimization Using Advanced Optimization Techniques presents a comprehensive review on latest research and development trends for design optimization of mechanical elements and devices. Using examples of various mechanical elements and devices, the possibilities for design optimization with advanced optimization techniques are demonstrated. Basic and advanced concepts of traditional and advanced optimization techniques are presented, along with real case studies, results of applications of the proposed techniques, and the best optimization strategies to achieve best performance are highlighted. Furthermore, a novel advanced optimization method named teaching-learning-based optimization (TLBO) is presented in this book and this method shows better performance with less computational effort for the large scale problems. Mechanical Design Optimization Using Advanced Optimization Techniques is intended for designers, practitioners, managers, institutes involved in design related projects, applied research workers, academics, and graduate students in mechanical and industrial engineering and will be useful to the industrial product designers for realizing a product as it presents new models and optimization techniques to make tasks easier, logical, efficient and effective. .


Advanced Engineering Optimization Through Intelligent Techniques

Advanced Engineering Optimization Through Intelligent Techniques

Author: R. Venkata Rao

Publisher: Springer

Published: 2019-07-09

Total Pages: 836

ISBN-13: 9811381968

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This book comprises select peer-reviewed papers presented at the International Conference on Advanced Engineering Optimization Through Intelligent Techniques (AEOTIT) 2018. The book combines contributions from academics and industry professionals, and covers advanced optimization techniques across all major engineering disciplines like mechanical, manufacturing, civil, automobile, electrical, chemical, computer and electronics engineering. Different optimization techniques and algorithms such as genetic algorithm (GA), differential evolution (DE), simulated annealing (SA), particle swarm optimization (PSO), artificial bee colony (ABC) algorithm, artificial immune algorithm (AIA), teaching-learning-based optimization (TLBO) algorithm and many other latest meta-heuristic techniques and their applications are discussed. This book will serve as a valuable reference for students, researchers and practitioners and help them in solving a wide range of optimization problems.


Sustainable Technology and Advanced Computing in Electrical Engineering

Sustainable Technology and Advanced Computing in Electrical Engineering

Author: Vasundhara Mahajan

Publisher: Springer Nature

Published: 2022-11-02

Total Pages: 1205

ISBN-13: 9811943648

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The book includes peer-reviewed papers of the International Conference on Sustainable Technology and Advanced Computing in Electrical Engineering (ICSTACE 2021). The main focus of the book is electrical engineering. The conference aims to provide a global platform to the researchers for sharing and showcasing their discoveries/findings/innovations. The book focuses on the areas related to sustainable development and includes research works from academicians and industry experts. The book discusses new challenges and provides solutions at the interface of technology, information, complex systems, and future research directions.


Internet of Energy Handbook

Internet of Energy Handbook

Author: Pawan Kumar

Publisher: CRC Press

Published: 2021-05-31

Total Pages: 248

ISBN-13: 1000379620

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The Internet of Energy (IoE), with the integration of advanced information and communication technologies (ICT), has led to a transformation of traditional networks to smart systems. Internet of Energy Handbook provides updated knowledge in the field of energy management with an Internet of Things (IoT) perspective. Features Explains the technological developments for energy management leading to a reduction in energy consumption through topics like smart energy systems, smart sensors, communication, techniques, and utilization Includes dedicated sections covering varied aspects related to renewable sources of energy, power distribution, and generation Incorporates energy efficiency, optimization, and sensor technologies Covers multidisciplinary aspects in computational intelligence and IoT Discusses building energy management aspects including temperature, humidity, the number of persons involved, and light intensity This handbook is aimed at graduate students, researchers, and professionals interested in power systems, IoT, smart grids, electrical engineering, and transmission.


Machining of Hard Materials

Machining of Hard Materials

Author: Manjunath Patel G. C.

Publisher: Springer Nature

Published: 2020-02-14

Total Pages: 137

ISBN-13: 3030401022

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This book presents the potential applications of hard materials as well as the latest trends and challenges in machining hard materials. Models for online monitoring to adjust parameters to obtain desired machining characteristics (i.e. reverse modelling) are discussed in this book. The conflicting requirements (i.e. maximize: material removal rate, roundness and minimize: surface roughness, dimensional ovality, co axiality, tool wear) in machining for industry personal is solved using advanced optimization tools. In addition, the framework for experimental modelling, predictive physic-based forward and reverse process models and optimization for better machining characteristics applicable to industry are proposed.


Soft Computing Techniques and Applications

Soft Computing Techniques and Applications

Author: Samarjeet Borah

Publisher: Springer Nature

Published: 2020-11-27

Total Pages: 693

ISBN-13: 9811573948

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Focusing on soft computing techniques and application in various engineering research domains, this book presents the state-of-the-art outcomes from ongoing research works being conducted in various research laboratories and educational institutions. The included research works deal with estimated models and give resolutions to complex real-life issues. In the field of evolutionary computing and other domains of applications, such as, data mining and fuzzy logic, soft computing techniques play an incomparable role, where it successfully handles contemporary computationally intensive and complex problems that have usually appeared to be inflexible to traditional mathematical methods. Comprising the concepts and applications of soft computing with other emerging research domains, this book cherishes varieties of modern applications in the fields of natural language processing, image processing, biomedical engineering, communication, control systems, circuit design etc.


Metaheuristics and Optimization in Computer and Electrical Engineering

Metaheuristics and Optimization in Computer and Electrical Engineering

Author: Navid Razmjooy

Publisher: Springer

Published: 2021-11-17

Total Pages: 311

ISBN-13: 9783030566913

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The use of artificial intelligence, especially in the field of optimization is increasing day by day. The purpose of this book is to explore the possibility of using different kinds of optimization algorithms to advance and enhance the tools used for computer and electrical engineering purposes.


Applied Mechatronics and Mechanics

Applied Mechatronics and Mechanics

Author: Satya Bir Singh

Publisher: CRC Press

Published: 2020-11-04

Total Pages: 230

ISBN-13: 1000029840

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This research-oriented book, Applied Mechatronics and Mechanics: System Integration and Design, presents a clear and comprehensive introduction to applied mechatronics and mechanics. It presents some of the latest research and technical notes in the field of mechatronics and focuses on the application considerations and relevant practical issues that arise in the selection and design of mechatronics components and systems as well. In the field of mechatronics and mechanics, the variety of materials and their properties is reflected by the concepts and techniques needed to understand them: a rich mixture of mathematics, physics, and experiment. These are all combined in this informative book, based on the chapter authors’ years of experience in research and teaching. With the inclusion of several case studies, this valuable volume will enable readers to comprehend and design mechatronic systems by providing a frame of understanding to develop a truly interdisciplinary and integrated approach to engineering. It will be helpful to faculty and advanced students as well as specialists from all pertinent disciplines.