Recent Advances in Swarm Intelligence and Evolutionary Computation (Studies in Computational Intelligence)

  • 出版商: Springer
  • 出版日期: 2015-01-08
  • 售價: $4,350
  • 貴賓價: 9.5$4,133
  • 語言: 英文
  • 頁數: 300
  • 裝訂: Hardcover
  • ISBN: 3319138251
  • ISBN-13: 9783319138251
  • 相關分類: ARM
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This timely review volume summarizes the state-of-the-art developments in nature-inspired algorithms and applications with the emphasis on swarm intelligence and bio-inspired computation. Topics include the analysis and overview of swarm intelligence and evolutionary computation, hybrid metaheuristic algorithms, bat algorithm, discrete cuckoo search, firefly algorithm, particle swarm optimization, and harmony search as well as convergent hybridization. Application case studies have focused on the dehydration of fruits and vegetables by the firefly algorithm and goal programming, feature selection by the binary flower pollination algorithm, job shop scheduling, single row facility layout optimization, training of feed-forward neural networks, damage and stiffness identification, synthesis of cross-ambiguity functions by the bat algorithm, web document clustering, truss analysis, water distribution networks, sustainable building designs and others.

As a timely review, this book can serve as an ideal reference for graduates, lecturers, engineers and researchers in computer science, evolutionary computing, artificial intelligence, machine learning, computational intelligence, data mining, engineering optimization and designs.

商品描述(中文翻譯)

這本及時的評論書籍總結了自然啟發演算法和應用的最新發展,重點放在群體智能和生物啟發計算上。主題包括群體智能和進化計算的分析和概述,混合元啟發演算法,蝙蝠演算法,離散布谷鳥搜尋,螢火蟲演算法,粒子群優化和和諧搜尋,以及收斂混合化。應用案例研究集中在螢火蟲演算法和目標規劃下的水果和蔬菜脫水,二進制花授粉演算法下的特徵選擇,工作車間排程,單行設施佈局優化,前饋神經網絡的訓練,損傷和剛度識別,蝙蝠演算法下的交叉模糊函數合成,網頁文件聚類,桁架分析,水配管網絡,可持續建築設計等等。

作為一本及時的評論書籍,這本書可以作為計算機科學、進化計算、人工智能、機器學習、計算智能、數據挖掘、工程優化和設計等領域的研究生、講師、工程師和研究人員的理想參考資料。