Solving Computationally Expensive Engineering Problems

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Solving Computationally Expensive Engineering Problems

Author : Slawomir Koziel,Leifur Leifsson,Xin-She Yang
Publisher : Unknown
Page : 344 pages
File Size : 47,5 Mb
Release : 2014-10-31
Category : Electronic
ISBN : 3319089862

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Solving Computationally Expensive Engineering Problems by Slawomir Koziel,Leifur Leifsson,Xin-She Yang Pdf

Solving Computationally Expensive Engineering Problems

Author : Slawomir Koziel,Leifur Leifsson,Xin-She Yang
Publisher : Springer
Page : 335 pages
File Size : 43,9 Mb
Release : 2014-10-01
Category : Mathematics
ISBN : 9783319089850

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Solving Computationally Expensive Engineering Problems by Slawomir Koziel,Leifur Leifsson,Xin-She Yang Pdf

Computational complexity is a serious bottleneck for the design process in virtually any engineering area. While migration from prototyping and experimental-based design validation to verification using computer simulation models is inevitable and has a number of advantages, high computational costs of accurate, high-fidelity simulations can be a major issue that slows down the development of computer-aided design methodologies, particularly those exploiting automated design improvement procedures, e.g., numerical optimization. The continuous increase of available computational resources does not always translate into shortening of the design cycle because of the growing demand for higher accuracy and necessity to simulate larger and more complex systems. Accurate simulation of a single design of a given system may be as long as several hours, days or even weeks, which often makes design automation using conventional methods impractical or even prohibitive. Additional problems include numerical noise often present in the simulation data, possible presence of multiple locally optimum designs, as well as multiple conflicting objectives. In this edited book, various techniques that can alleviate solving computationally expensive engineering design problems are presented. One of the most promising approaches is the use of fast replacement models, so-called surrogates, that reliably represent the expensive, simulation-based model of the system/device of interest but they are much cheaper and analytically tractable. Here, a group of international experts summarize recent developments in the area and demonstrate applications in various disciplines of engineering and science. The main purpose of the work is to provide the basic concepts and formulations of the surrogate-based modeling and optimization paradigm, as well as discuss relevant modeling techniques, optimization algorithms and design procedures. Therefore, this book should be useful to researchers and engineers from any discipline where computationally heavy simulations are used on daily basis in the design process.

Nature-Inspired Computation in Engineering

Author : Xin-She Yang
Publisher : Springer
Page : 276 pages
File Size : 40,8 Mb
Release : 2016-03-19
Category : Technology & Engineering
ISBN : 9783319302355

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Nature-Inspired Computation in Engineering by Xin-She Yang Pdf

This timely review book summarizes the state-of-the-art developments in nature-inspired optimization algorithms and their applications in engineering. Algorithms and topics include the overview and history of nature-inspired algorithms, discrete firefly algorithm, discrete cuckoo search, plant propagation algorithm, parameter-free bat algorithm, gravitational search, biogeography-based algorithm, differential evolution, particle swarm optimization and others. Applications include vehicle routing, swarming robots, discrete and combinatorial optimization, clustering of wireless sensor networks, cell formation, economic load dispatch, metamodeling, surrogated-assisted cooperative co-evolution, data fitting and reverse engineering as well as other case studies in engineering. This book will be an ideal reference for researchers, lecturers, graduates and engineers who are interested in nature-inspired computation, artificial intelligence and computational intelligence. It can also serve as a reference for relevant courses in computer science, artificial intelligence and machine learning, natural computation, engineering optimization and data mining.

Surrogate-Based Modeling and Optimization

Author : Slawomir Koziel,Leifur Leifsson
Publisher : Springer Science & Business Media
Page : 413 pages
File Size : 52,9 Mb
Release : 2013-06-06
Category : Mathematics
ISBN : 9781461475514

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Surrogate-Based Modeling and Optimization by Slawomir Koziel,Leifur Leifsson Pdf

Contemporary engineering design is heavily based on computer simulations. Accurate, high-fidelity simulations are used not only for design verification but, even more importantly, to adjust parameters of the system to have it meet given performance requirements. Unfortunately, accurate simulations are often computationally very expensive with evaluation times as long as hours or even days per design, making design automation using conventional methods impractical. These and other problems can be alleviated by the development and employment of so-called surrogates that reliably represent the expensive, simulation-based model of the system or device of interest but they are much more reasonable and analytically tractable. This volume features surrogate-based modeling and optimization techniques, and their applications for solving difficult and computationally expensive engineering design problems. It begins by presenting the basic concepts and formulations of the surrogate-based modeling and optimization paradigm and then discusses relevant modeling techniques, optimization algorithms and design procedures, as well as state-of-the-art developments. The chapters are self-contained with basic concepts and formulations along with applications and examples. The book will be useful to researchers in engineering and mathematics, in particular those who employ computationally heavy simulations in their design work.

Computational Methods for the Solution of Engineering Problems

Author : Carlos Alberto Brebbia,A.J.. Ferrante
Publisher : Unknown
Page : 128 pages
File Size : 48,7 Mb
Release : 1979
Category : Electronic
ISBN : 0727303082

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Computational Methods for the Solution of Engineering Problems by Carlos Alberto Brebbia,A.J.. Ferrante Pdf

Solutions to Engineering Problems Using Computational Mechanics

Author : Vijay Goyal
Publisher : Unknown
Page : 128 pages
File Size : 43,8 Mb
Release : 2021-12-31
Category : Electronic
ISBN : 0578254883

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Solutions to Engineering Problems Using Computational Mechanics by Vijay Goyal Pdf

This book mainly focuses on the major area: Computational Mechanics. Computational mechanics is widely used in nanomechanics and micromechanics, continuum mechanics, and many other mechanical systems. The main focus throughout this book will be to address methods concerning the field of continuum mechanics. Continuum mechanics studies bodies at the macroscopic level by developing continuum models with a homogenized microstructure. The two traditional areas of application are solid and thermal-fluid mechanics.Over the past century, energy and variational principles have become popular methods when obtaining approximate solutions to practical problems in applied mechanics. In addition, these methods enable engineers to carry out more effective simulations. In fact, most simulation and computation software are based upon concepts from energy and variational approaches.This book combines the essential ideas and methods behind current energy applications and variational theory in theoretical, applied mechanics. The emphasis is on understanding physical and computational applications of variational methodology rather than on rigorous mathematical formalism.Although there are some excellent books for engineering analysis using variational techniques to solve engineering problems, in this manuscript, we intend to guide the reader through the classical topics of energy and variational principles through the fundamental concepts to the extent of a first-year graduate student. What makes this book distinct from all others is that students usually grasp abstract and complex formulations through problem-solving, which is the major strength of this book.This book is intended to provide a theoretical and practical foundation for approximations to differential equations, including the finite element method. The target audience is first-year graduate students who have had little exposure to energy and variational principles. Practicing engineers will also benefit from the approach of this manuscript as they will be able to learn the theoretical aspects of typical approximation methods such as the finite element methods, basically, by their own. Thus, we can assure that this book will fill up a void in the personal library of many engineers who are trying to, or planning, to these methods in their next analysis.

Fractional Order Systems

Author : Ahmad Taher Azar,Ahmed G. Radwan,Sundarapandian Vaidyanathan
Publisher : Academic Press
Page : 741 pages
File Size : 48,9 Mb
Release : 2018-08-16
Category : Technology & Engineering
ISBN : 9780128163085

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Fractional Order Systems by Ahmad Taher Azar,Ahmed G. Radwan,Sundarapandian Vaidyanathan Pdf

Fractional Order Systems: Optimization, Control, Circuit Realizations and Applications consists of 21 contributed chapters by subject experts. Chapters offer practical solutions and novel methods for recent research problems in the multidisciplinary applications of fractional order systems, such as FPGA, circuits, memristors, control algorithms, photovoltaic systems, robot manipulators, oscillators, etc. This book is ideal for researchers working in the modeling and applications of both continuous-time and discrete-time dynamics and chaotic systems. Researchers from academia and industry who are working in research areas such as control engineering, electrical engineering, mechanical engineering, computer science, and information technology will find the book most informative. Discusses multi-disciplinary applications with new fundamentals, modeling, analysis, design, realization and experimental results Includes new circuits and systems based on the new nonlinear elements Covers most of the linear and nonlinear fractional-order theorems that will solve many scientific issues for researchers Closes the gap between theoretical approaches and real-world applications Provides MATLAB® and Simulink code for many of the applications in the book

Intelligent Computing Methodologies

Author : De-Shuang Huang,M. Michael Gromiha,Kyungsook Han,Abir Hussain
Publisher : Springer
Page : 896 pages
File Size : 41,7 Mb
Release : 2018-08-08
Category : Computers
ISBN : 9783319959573

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Intelligent Computing Methodologies by De-Shuang Huang,M. Michael Gromiha,Kyungsook Han,Abir Hussain Pdf

This book constitutes - in conjunction with the two-volume set LNCS 10954 and LNCS 10955 - the refereed proceedings of the 14th International Conference on Intelligent Computing, ICIC 2018, held in Wuhan, China, in August 2018. The 275 full papers and 72 short papers of the three proceedings volumes were carefully reviewed and selected from 632 submissions. The papers are organized in topical sections such as Evolutionary Computation and Learning; Neural Networks; Pattern Recognition; Image Processing; Information Security; Virtual Reality and Human-Computer Interaction; Business Intelligence and Multimedia Technology; Biomedical Informatics Theory and Methods; Swarm Intelligence and Optimization; Natural Computing; Quantum Computing; Intelligent Computing in Computer Vision; Fuzzy Theory and Algorithms; Machine Learning; Systems Biology; Intelligent Systems and Applications for Bioengineering; Evolutionary Optimization: Foundations and Its Applications to Intelligent Data Analytics; Swarm Evolutionary Algorithms for Scheduling and Combinatorial Optimization; Swarm Intelligence and Applications in Combinatorial Qoptimization; Advances in Metaheuristic Optimization Algorithm; Advances in Image Processing and Pattern Techniques; Bioinformatics.

Computational Science – ICCS 2024

Author : Leonardo Franco
Publisher : Springer Nature
Page : 511 pages
File Size : 45,6 Mb
Release : 2024-06-30
Category : Electronic
ISBN : 9783031637599

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Computational Science – ICCS 2024 by Leonardo Franco Pdf

Performance-Driven Surrogate Modeling of High-Frequency Structures

Author : Slawomir Koziel,Anna Pietrenko-Dabrowska
Publisher : Springer Nature
Page : 411 pages
File Size : 45,9 Mb
Release : 2020-02-19
Category : Technology & Engineering
ISBN : 9783030389260

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Performance-Driven Surrogate Modeling of High-Frequency Structures by Slawomir Koziel,Anna Pietrenko-Dabrowska Pdf

This book discusses surrogate modeling of high-frequency structures including antenna and microwave components. The focus is on constrained or performance-driven surrogates. The presented techniques aim at addressing the limitations of conventional modeling methods, pertinent to the issues of dimensionality and parameter ranges that need to be covered by the surrogate to ensure its design utility. Within performance-driven methodologies, mitigation of these problems is achieved through appropriate confinement of the model domain, focused on the regions promising from the point of view of the relevant design objectives. This enables the construction of reliable surrogates at a fraction of cost required by conventional methods, and to accomplish the modeling tasks where other techniques routinely fail. The book provides a broad selection of specific frameworks, extensively illustrated using examples of real-world microwave and antenna structures along with numerous design examples. Furthermore, the book contains introductory material on data-driven and physics-based surrogates. The book will be useful for the readers working in the area of high-frequency electronics, including microwave engineering, antenna design, microwave photonics, magnetism, especially those that utilize electromagnetic (EM) simulation models in their daily routines. Covers performance-driven and constrained modeling methods, not available in other books to date; Discusses of a wide range of practical case studies including a variety of microwave and antenna structures; Includes design applications of the presented modeling frameworks, including single- and multi-objective parametric optimization.

Numerical Methods in Fluid Dynamics :proceedings of the International Conference Held at the University of Southampton, England, from 26th to 28th September, 1973

Author : C. A. Brebbia
Publisher : Unknown
Page : 128 pages
File Size : 40,9 Mb
Release : 1974
Category : Electronic
ISBN : OCLC:966726722

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Numerical Methods in Fluid Dynamics :proceedings of the International Conference Held at the University of Southampton, England, from 26th to 28th September, 1973 by C. A. Brebbia Pdf

Soft Computing: Theories and Applications

Author : Kanad Ray,Tarun K. Sharma,Sanyog Rawat,R. K. Saini,Anirban Bandyopadhyay
Publisher : Springer
Page : 729 pages
File Size : 49,7 Mb
Release : 2018-08-30
Category : Technology & Engineering
ISBN : 9789811305894

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Soft Computing: Theories and Applications by Kanad Ray,Tarun K. Sharma,Sanyog Rawat,R. K. Saini,Anirban Bandyopadhyay Pdf

The book focuses on soft computing and its applications to solve real-world problems occurring in different domains ranging from medicine and healthcare, and supply chain management to image processing and cryptanalysis. It includes high-quality papers presented in the International Conference on Soft Computing: Theories and Applications (SoCTA 2017), organized by Bundelkhand University, Jhansi, India. Offering significant insights into soft computing for teachers and researchers alike, the book inspires more researchers to work in the field of soft computing.

Computational Science and Its Applications – ICCSA 2021

Author : Osvaldo Gervasi,Beniamino Murgante,Sanjay Misra,Chiara Garau,Ivan Blečić,David Taniar,Bernady O. Apduhan,Ana Maria A. C. Rocha,Eufemia Tarantino,Carmelo Maria Torre
Publisher : Springer Nature
Page : 748 pages
File Size : 51,9 Mb
Release : 2021-09-10
Category : Computers
ISBN : 9783030870072

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Computational Science and Its Applications – ICCSA 2021 by Osvaldo Gervasi,Beniamino Murgante,Sanjay Misra,Chiara Garau,Ivan Blečić,David Taniar,Bernady O. Apduhan,Ana Maria A. C. Rocha,Eufemia Tarantino,Carmelo Maria Torre Pdf

​​The ten-volume set LNCS 12949 – 12958 constitutes the proceedings of the 21st International Conference on Computational Science and Its Applications, ICCSA 2021, which was held in Cagliari, Italy, during September 13 – 16, 2021. The event was organized in a hybrid mode due to the Covid-19 pandemic.The 466 full and 18 short papers presented in these books were carefully reviewed and selected from 1588 submissions. Part VII of the set includes the proceedings of the following workshops: ​​International Workshop on Geomatics for Resource Monitoring and Management (GRMM 2021); International Workshop on Geomatics in Agriculture and Forestry: new advances and perspectives (Geo-for-Agr 2021); 12th International Symposium on Software Quality (SQ 2021);10th International Workshop on Collective, Massive and Evolutionary Systems (IWCES 2021); International Workshop on Land Use monitoring for Sustainability (LUMS 2021); International Workshop on Machine Learning for Space and Earth Observation Data (MALSEOD 2021); International Workshop on Building multi-dimensional models for assessing complex environmental systems (MES 2021); International Workshop on Ecosystem Services: nature's contribution to people in practice. Assessment frameworks, models, mapping, andimplications (NC2P 2021).