Multi Objective Evolutionary Optimisation For Product Design And Manufacturing

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Multi-objective Evolutionary Optimisation for Product Design and Manufacturing

Author : Lihui Wang,Amos H. C. Ng,Kalyanmoy Deb
Publisher : Springer Science & Business Media
Page : 502 pages
File Size : 55,7 Mb
Release : 2011-09-06
Category : Technology & Engineering
ISBN : 9780857296528

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Multi-objective Evolutionary Optimisation for Product Design and Manufacturing by Lihui Wang,Amos H. C. Ng,Kalyanmoy Deb Pdf

With the increasing complexity and dynamism in today’s product design and manufacturing, more optimal, robust and practical approaches and systems are needed to support product design and manufacturing activities. Multi-objective Evolutionary Optimisation for Product Design and Manufacturing presents a focused collection of quality chapters on state-of-the-art research efforts in multi-objective evolutionary optimisation, as well as their practical applications to integrated product design and manufacturing. Multi-objective Evolutionary Optimisation for Product Design and Manufacturing consists of two major sections. The first presents a broad-based review of the key areas of research in multi-objective evolutionary optimisation. The second gives in-depth treatments of selected methodologies and systems in intelligent design and integrated manufacturing. Recent developments and innovations in multi-objective evolutionary optimisation make Multi-objective Evolutionary Optimisation for Product Design and Manufacturing a useful text for a broad readership, from academic researchers to practicing engineers.

Precision Product-Process Design and Optimization

Author : Sanjay S. Pande,Uday S. Dixit
Publisher : Springer
Page : 434 pages
File Size : 50,8 Mb
Release : 2018-04-18
Category : Technology & Engineering
ISBN : 9789811087677

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Precision Product-Process Design and Optimization by Sanjay S. Pande,Uday S. Dixit Pdf

This book introduces readers to various tools and techniques for the design of precision, miniature products, assemblies and associated manufacturing processes. In particular, it focuses on precision mechanisms, robotic devices and their control strategies, together with case studies. In the context of manufacturing process, the book highlights micro/nano machining/forming processes using non-conventional energy sources such as lasers, EDM (electro-discharge machining), ECM (electrochemical machining), etc. Techniques for achieving optimum performance in process modeling, simulation and optimization are presented. The applications of various research tools such as FEM (finite element method), neural networks, genetic algorithms, etc. to product-process design and optimization are illustrated through case studies. The state-of-the-art material presented here provides valuable directions for product development and future research work in this area. The contents of this book will be of use to researchers and industry professionals alike.

Intelligent Production and Manufacturing Optimisation—The Bees Algorithm Approach

Author : Duc Truong Pham,Natalia Hartono
Publisher : Springer Nature
Page : 397 pages
File Size : 48,6 Mb
Release : 2022-11-19
Category : Technology & Engineering
ISBN : 9783031145377

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Intelligent Production and Manufacturing Optimisation—The Bees Algorithm Approach by Duc Truong Pham,Natalia Hartono Pdf

This book is the first work dedicated to the Bees Algorithm. Following a gentle introduction to the main ideas underpinning the algorithm, the book presents recent results and developments relating to the algorithm and its application to optimisation problems in production and manufacturing. With the advent of the Fourth Industrial Revolution, production and manufacturing processes and systems have become more complex. To obtain the best performance from them requires efficient and effective optimisation techniques that do not depend on the availability of process or system models. Such models are usually either not obtainable or mathematically intractable due to the high degrees of nonlinearities and uncertainties in the processes and systems to be represented. The Bees Algorithm is a powerful swarm-based intelligent optimisation metaheuristic inspired by the foraging behaviour of honeybees. The algorithm is conceptually elegant and extremely easy to apply. All it needs to solve an optimisation problem is a means to evaluate the quality of potential solutions. This book demonstrates the simplicity, effectiveness and versatility of the algorithm and encourages its further adoption by engineers and researchers across the world to realise smart and sustainable manufacturing and production in the age of Industry 4.0 and beyond.

Optimization Using Evolutionary Algorithms and Metaheuristics

Author : Kaushik Kumar,J. Paulo Davim
Publisher : CRC Press
Page : 136 pages
File Size : 53,8 Mb
Release : 2019-08-22
Category : Technology & Engineering
ISBN : 9781000537147

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Optimization Using Evolutionary Algorithms and Metaheuristics by Kaushik Kumar,J. Paulo Davim Pdf

Metaheuristic optimization is a higher-level procedure or heuristic designed to find, generate, or select a heuristic (partial search algorithm) that may provide a sufficiently good solution to an optimization problem, especially with incomplete or imperfect information or limited computation capacity. This is usually applied when two or more objectives are to be optimized simultaneously. This book is presented with two major objectives. Firstly, it features chapters by eminent researchers in the field providing the readers about the current status of the subject. Secondly, algorithm-based optimization or advanced optimization techniques, which are applied to mostly non-engineering problems, are applied to engineering problems. This book will also serve as an aid to both research and industry. Usage of these methodologies would enable the improvement in engineering and manufacturing technology and support an organization in this era of low product life cycle. Features: Covers the application of recent and new algorithms Focuses on the development aspects such as including surrogate modeling, parallelization, game theory, and hybridization Presents the advances of engineering applications for both single-objective and multi-objective optimization problems Offers recent developments from a variety of engineering fields Discusses Optimization using Evolutionary Algorithms and Metaheuristics applications in engineering

Artificial Intelligence in Manufacturing

Author : Masoud Soroush,Richard D Braatz
Publisher : Elsevier
Page : 374 pages
File Size : 52,8 Mb
Release : 2024-01-22
Category : Technology & Engineering
ISBN : 9780323996723

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Artificial Intelligence in Manufacturing by Masoud Soroush,Richard D Braatz Pdf

Artificial Intelligence in Manufacturing: Concepts and Methods explains the most successful emerging techniques for applying AI to engineering problems. Artificial intelligence is increasingly being applied to all engineering disciplines, producing more insights into how we understand the world and allowing us to create products in new ways. This book unlocks the advantages of this technology for manufacturing by drawing on work by leading researchers who have successfully developed methods that can apply to a range of engineering applications. The book addresses educational challenges needed for widespread implementation of AI and also provides detailed technical instructions for the implementation of AI methods. Drawing on research in computer science, physics and a range of engineering disciplines, this book tackles the interdisciplinary challenges of the subject to introduce new thinking to important manufacturing problems. Presents AI concepts from the computer science field using language and examples designed to inspire engineering graduates Provides worked examples throughout to help readers fully engage with the methods described Includes concepts that are supported by definitions for key terms and chapter summaries

Bioinspired Optimization Methods and Their Applications

Author : Bogdan Filipič,Edmondo Minisci,Massimiliano Vasile
Publisher : Springer Nature
Page : 322 pages
File Size : 47,8 Mb
Release : 2020-11-16
Category : Computers
ISBN : 9783030637101

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Bioinspired Optimization Methods and Their Applications by Bogdan Filipič,Edmondo Minisci,Massimiliano Vasile Pdf

This book constitutes the refereed proceedings of the 9th International Conference on Bioinspired Optimization Methods and Their Applications, BIOMA 2020, held in Brussels, Belgium, in November 2020. The 24 full papers presented in this book were carefully reviewed and selected from 68 submissions. The papers in this BIOMA proceedings specialized in bioinspired algorithms as a means for solving the optimization problems and came in two categories: theoretical studies and methodology advancements on the one hand, and algorithm adjustments and their applications on the other. Due to the Corona pandemic BIOMA 2020 was held as a virtual event.

Many-Criteria Optimization and Decision Analysis

Author : Dimo Brockhoff,Michael Emmerich,Boris Naujoks,Robin Purshouse
Publisher : Springer Nature
Page : 364 pages
File Size : 42,9 Mb
Release : 2023-07-28
Category : Computers
ISBN : 9783031252631

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Many-Criteria Optimization and Decision Analysis by Dimo Brockhoff,Michael Emmerich,Boris Naujoks,Robin Purshouse Pdf

This book presents the state-of-the-art, current challenges, and future perspectives for the field of many-criteria optimization and decision analysis. The field recognizes that real-life problems often involve trying to balance a multiplicity of considerations simultaneously – such as performance, cost, risk, sustainability, and quality. The field develops theory, methods and tools that can support decision makers in finding appropriate solutions when faced with many (typically more than three) such criteria at the same time. The book consists of two parts: key research topics, and emerging topics. Part I begins with a general introduction to many-criteria optimization, perspectives from research leaders in real-world problems, and a contemporary survey of the attributes of problems of this kind. This part continues with chapters on fundamental aspects of many-criteria optimization, namely on order relations, quality measures, benchmarking, visualization, and theoretical considerations. Part II offers more specialized chapters on correlated objectives, heterogeneous objectives, Bayesian optimization, and game theory. Written by leading experts across the field of many-criteria optimization, this book will be an essential resource for researchers in the fields of evolutionary computing, operations research, multiobjective optimization, and decision science.

Tools For Chemical Product Design

Author : Mariano Martín Martín,Mario R. Eden,Nishanth G. Chemmangattuvalappil
Publisher : Elsevier
Page : 700 pages
File Size : 46,6 Mb
Release : 2016-09-19
Category : Technology & Engineering
ISBN : 9780444636843

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Tools For Chemical Product Design by Mariano Martín Martín,Mario R. Eden,Nishanth G. Chemmangattuvalappil Pdf

Tools for Chemical Product Design: From Consumer Products to Biomedicine describes the challenges involved in systematic product design across a variety of industries and provides a comprehensive overview of mathematical tools aimed at the design of chemical products, from molecular design to customer products. Chemical product design has become increasingly important over the past decade and includes a wide range of sectors including gasoline additives and blends in the petroleum industry, active ingredients and excipients in the pharmaceutical industry, and a variety of consumer products and specialty chemicals. Traditionally, such products have been designed through trial and error methods, which not only are time-consuming, but more importantly only provide limited knowledge that can be translated into next generation products. Features an impressive collection of contributions from leading researchers in the field Presents the latest tools available across a variety of industries Describes the challenges involved in systematic product design as well as the latest methods for solving such problems Covers a wide range of sectors including gasoline additives and blends in the petroleum industry, active ingredients and excipients in the pharmaceutical industry, and a variety of consumer products and specialty chemicals

Computational Intelligence for Water and Environmental Sciences

Author : Omid Bozorg-Haddad,Babak Zolghadr-Asli
Publisher : Springer Nature
Page : 547 pages
File Size : 41,6 Mb
Release : 2022-07-08
Category : Technology & Engineering
ISBN : 9789811925191

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Computational Intelligence for Water and Environmental Sciences by Omid Bozorg-Haddad,Babak Zolghadr-Asli Pdf

This book provides a comprehensive yet fresh perspective for the cutting-edge CI-oriented approaches in water resources planning and management. The book takes a deep dive into topics like meta-heuristic evolutionary optimization algorithms (e.g., GA, PSA, etc.), data mining techniques (e.g., SVM, ANN, etc.), probabilistic and Bayesian-oriented frameworks, fuzzy logic, AI, deep learning, and expert systems. These approaches provide a practical approach to understand and resolve complicated and intertwined real-world problems that often imposed serious challenges to traditional deterministic precise frameworks. The topic caters to postgraduate students and senior researchers who are interested in computational intelligence approach to issues stemming from water and environmental sciences.

EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation III

Author : Oliver Schuetze,Carlos A. Coello,Alexandru-Adrian Tantar,Emilia Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand
Publisher : Springer
Page : 259 pages
File Size : 44,8 Mb
Release : 2013-07-23
Category : Technology & Engineering
ISBN : 9783319014609

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EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation III by Oliver Schuetze,Carlos A. Coello,Alexandru-Adrian Tantar,Emilia Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand Pdf

This book comprises a selection of extended abstracts and papers presented at the EVOLVE 2012 held in Mexico City, Mexico. The aim of the EVOLVE is to build a bridge between probability, set oriented numerics, and evolutionary computation as to identify new common and challenging research aspects. The conference is also intended to foster a growing interest for robust and efficient methods with a sound theoretical background. EVOLVE aims to unify theory-inspired methods and cutting-edge techniques ensuring performance guarantee factors. By gathering researchers with different backgrounds, a unified view and vocabulary can emerge where the theoretical advancements may echo in different domains. Summarizing, the EVOLVE conference focuses on challenging aspects arising at the passage from theory to new paradigms and aims to provide a unified view while raising questions related to reliability, performance guarantees, and modeling. The extended papers of the EVOLVE 2012 make a contribution to this goal.

Approximation and Optimization

Author : Ioannis C. Demetriou,Panos M. Pardalos
Publisher : Springer
Page : 237 pages
File Size : 54,9 Mb
Release : 2019-05-10
Category : Mathematics
ISBN : 9783030127671

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Approximation and Optimization by Ioannis C. Demetriou,Panos M. Pardalos Pdf

This book focuses on the development of approximation-related algorithms and their relevant applications. Individual contributions are written by leading experts and reflect emerging directions and connections in data approximation and optimization. Chapters discuss state of the art topics with highly relevant applications throughout science, engineering, technology and social sciences. Academics, researchers, data science practitioners, business analysts, social sciences investigators and graduate students will find the number of illustrations, applications, and examples provided useful. This volume is based on the conference Approximation and Optimization: Algorithms, Complexity, and Applications, which was held in the National and Kapodistrian University of Athens, Greece, June 29–30, 2017. The mix of survey and research content includes topics in approximations to discrete noisy data; binary sequences; design of networks and energy systems; fuzzy control; large scale optimization; noisy data; data-dependent approximation; networked control systems; machine learning ; optimal design; no free lunch theorem; non-linearly constrained optimization; spectroscopy.

Advances in Multidisciplinary Analysis and Optimization

Author : P. Pradeep Pratapa,G. Saravana Kumar,Palaniappan Ramu,R. K. Amit
Publisher : Springer Nature
Page : 466 pages
File Size : 54,5 Mb
Release : 2022-09-24
Category : Technology & Engineering
ISBN : 9789811939389

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Advances in Multidisciplinary Analysis and Optimization by P. Pradeep Pratapa,G. Saravana Kumar,Palaniappan Ramu,R. K. Amit Pdf

This volume contains select papers presented during the 4th National Conference on Multidisciplinary Analysis and Optimization. It discusses new developments at the core of optimization methods and their application in multiple applications. The papers showcase fundamental problems and applications which include domains such as aerospace, automotive and industrial sectors. The variety of topics and diversity of insights presented in the general field of optimization and its use in design for different applications will be of interest to researchers in academia or industry.

Applied Simulation and Optimization

Author : Miguel Mujica Mota,Idalia Flores De La Mota,Daniel Guimarans Serrano
Publisher : Springer
Page : 319 pages
File Size : 40,8 Mb
Release : 2015-04-06
Category : Computers
ISBN : 9783319150338

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Applied Simulation and Optimization by Miguel Mujica Mota,Idalia Flores De La Mota,Daniel Guimarans Serrano Pdf

Presenting techniques, case-studies and methodologies that combine the use of simulation approaches with optimization techniques for facing problems in manufacturing, logistics, or aeronautical problems, this book provides solutions to common industrial problems in several fields, which range from manufacturing to aviation problems, where the common denominator is the combination of simulation’s flexibility with optimization techniques’ robustness. Providing readers with a comprehensive guide to tackle similar issues in industrial environments, this text explores novel ways to face industrial problems through hybrid approaches (simulation-optimization) that benefit from the advantages of both paradigms, in order to give solutions to important problems in service industry, production processes, or supply chains, such as scheduling, routing problems and resource allocations, among others.

Exploring Critical Approaches of Evolutionary Computation

Author : Sarfraz, Muhammad
Publisher : IGI Global
Page : 390 pages
File Size : 52,7 Mb
Release : 2018-07-13
Category : Computers
ISBN : 9781522558330

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Exploring Critical Approaches of Evolutionary Computation by Sarfraz, Muhammad Pdf

Modern optimization approaches have attracted an increasing number of scientists, decision makers, and researchers. As new issues in this field emerge, different optimization methodologies must be developed and implemented. Exploring Critical Approaches of Evolutionary Computation is a vital scholarly publication that explores the latest developments, methods, approaches, and applications of evolutionary models in a variety of fields. It also emphasizes evolutionary models of computation such as genetic algorithms, evolutionary strategies, classifier systems, evolutionary programming, genetic programming, and related fields such as swarm intelligence and other evolutionary computation techniques. Highlighting a range of pertinent topics such as neural networks, data mining, and data analytics, this book is designed for IT developers, IT theorists, computer engineers, researchers, practitioners, and upper-level students seeking current research on enhanced information exchange methods and practical aspects of computational systems.

Experiments and Simulations in Advanced Manufacturing

Author : Panagiotis Kyratsis,J. Paulo Davim
Publisher : Springer Nature
Page : 288 pages
File Size : 48,5 Mb
Release : 2021-04-29
Category : Technology & Engineering
ISBN : 9783030694722

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Experiments and Simulations in Advanced Manufacturing by Panagiotis Kyratsis,J. Paulo Davim Pdf

This book presents the latest advances in manufacturing from both the experimental and simulation point of view. It covers most aspects of manufacturing engineering, i.e. theoretical, analytical, computational and experimental studies. Experimental studies on manufacturing processes require funds, time and expensive facilities, while numerical simulations and mathematical models can improve the efficiency of using the research results. It also provides high level of prediction accuracy and the basis for novel research directions.