Jaya: An Advanced Optimization Algorithm and Its Engineering Applications
暫譯: Jaya：一種先進的優化演算法及其工程應用
Venkata Rao, Ravipudi
- 出版商: Springer
- 出版日期: 2019-01-19
- 售價: $4,600
- 貴賓價: 9.5 折 $4,370
- 語言: 英文
- 頁數: 334
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3030076806
- ISBN-13: 9783030076801
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相關分類:
Algorithms-data-structures
海外代購書籍(需單獨結帳)
商品描述
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.
商品描述(中文翻譯)
這本書向讀者介紹了「Jaya」演算法，這是一種可以應用於許多物理和工程系統的先進優化技術。書中描述了該演算法，討論了它與其他先進優化技術的差異，並檢視了該演算法在機械、熱能、製造、電氣、計算機、土木和結構工程等領域的應用。
在實際的複雜優化問題中，需優化的參數數量可能非常龐大，且它們對目標函數的影響可能非常複雜且具有非線性特徵。這類問題無法使用傳統方法解決，因此需要應用先進的優化方法。Jaya演算法是一種特定於演算法的無參數演算法，基於其他先進的優化技術。書中對Jaya在幾個工程學科中的應用進行了批判性評估，並將其成功與其他複雜優化技術進行比較，如遺傳演算法（Genetic Algorithms, GA）、粒子群優化（Particle Swarm Optimization, PSO）、差分演化（Differential Evolution, DE）、人工蜂群（Artificial Bee Colony, ABC）以及其他最近開發的演算法。
作者簡介
Dr. R. Venkata Rao is currently working as a Professor at the Department of Mechanical Engineering, S.V. National Institute of Technology, Surat, India. He has more than 27 years of teaching and research experience, having completed his B.Tech. in 1988, M.Tech. in 1991, Ph.D. in 2002 and D.Sc. in 2017. Dr. Rao's research interests include: advanced optimization algorithms and their applications to design, thermal and manufacturing engineering, and fuzzy multiple attribute decision-making (MADM) methods and their industrial applications. He has more than 300 research papers to his credit, published in national and international journals and conference proceedings, and has received national and international awards for his research efforts. He is a reviewer for more than 80 national and international journals and serves on the editorial boards of several international journals. Apart from conducting a number of short-term training programs for faculty members and professionals on advanced engineering optimization techniques, he has handled numerous research projects including the bi-lateral projects with Austria, Russia and Slovenia. He also worked as a Visiting Professor at Cracow University of Technology, Poland in January and November 2016 and at Asian Institute of Technology, Thailand in 2008, 2010, 2015 and 2018. He has authored five books entitled "Decision Making in the Manufacturing Environment Using Graph Theory and Fuzzy Multiple Attribute Decision Making Methods (Volume 1 (2007) and Volume 2 (2013)),""Advanced Modeling and Optimization of Manufacturing Processes: International Research and Development (2010)," "Mechanical Design Optimization Using Advanced Optimization Techniques (2012)" and "Teaching-Learning-Based Optimization Algorithm and Its Engineering Applications (2016)," all of which were published by Springer Verlag, UK.
作者簡介(中文翻譯)
R. Venkata Rao 博士 目前擔任印度蘇拉特 S.V. 國立技術學院機械工程系的教授。他擁有超過 27 年的教學和研究經驗，於 1988 年獲得 B.Tech. 學位，1991 年獲得 M.Tech. 學位，2002 年獲得 Ph.D. 學位，並於 2017 年獲得 D.Sc. 學位。Rao 博士的研究興趣包括：先進的優化演算法及其在設計、熱能和製造工程中的應用，以及模糊多屬性決策（MADM）方法及其在工業中的應用。他發表了超過 300 篇研究論文，這些論文刊登於國內外期刊和會議論文集中，並因其研究努力獲得了國內外獎項。他是超過 80 本國內外期刊的審稿人，並擔任多本國際期刊的編輯委員會成員。除了為教職員和專業人士舉辦多個短期培訓課程，教授先進的工程優化技術外，他還負責了多個研究項目，包括與奧地利、俄羅斯和斯洛維尼亞的雙邊項目。他於 2016 年 1 月和 11 月在波蘭克拉科夫科技大學擔任訪問教授，並於 2008、2010、2015 和 2018 年在泰國亞洲科技大學任教。他著有五本書籍，分別為《使用圖論和模糊多屬性決策方法進行製造環境中的決策（第一卷（2007）和第二卷（2013））》、《製造過程的先進建模與優化：國際研究與發展（2010）》、《使用先進優化技術的機械設計優化（2012）》以及《基於教學學習的優化演算法及其工程應用（2016）》，這些書籍均由英國 Springer Verlag 出版。
