Real Life Applications of Soft Computing
暫譯: 軟計算的實際應用

Anupam Shukla, Ritu Tiwari, Rahul Kala

  • 出版商: CRC
  • 出版日期: 2010-05-21
  • 售價: $7,080
  • 貴賓價: 9.5$6,726
  • 語言: 英文
  • 頁數: 686
  • 裝訂: Hardcover
  • ISBN: 1439822875
  • ISBN-13: 9781439822876
  • 其他版本: Real Life Applications of Soft Computing
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Rapid advancements in the application of soft computing tools and techniques have proven valuable in the development of highly scalable systems and resulted in brilliant applications, including those in biometric identification, interactive voice response systems, and data mining. Although many resources on the subject adequately cover the theoretic concepts, few provide clear insight into practical application.

 

Filling this need, Real Life Applications of Soft Computing explains such applications, including the underlying technology and its implementation. While these systems initially seem complex, the authors clearly demonstrate how they can be modeled, designed, and implemented. Written in a manner that makes it accessible to novices, the book begins by covering the theoretical foundations of soft computing. It supplies a concise explanation of various models, principles, algorithms, tools, and techniques, including artificial neural networks, fuzzy systems, evolutionary algorithms, and hybrid algorithms.

 

Supplying in-depth exposure to real life systems, the text provides:

 

 

 

 

 

 

 

 

 

  • Multi-dimensional coverage supported by references, figures, and tables
  • Warnings about common pitfalls in the implementation process, as well as detailed examinations of possible solutions
  • A timely account of developments in various areas of application
  • Solved examples and exercises in each chapter

 

Detailing a wide range of contemporary applications, the text includes coverage of those in biometric systems, including physiological and behavioral biometrics. It also examines applications in legal threat assessment, robotic path planning, and navigation control. The authors consider fusion methods in biometrics and bioinformatics and also provide effective disease identification techniques.

 

Complete with algorithms for robotic path planning, the book addresses character recognition and presents the picture compression technique by using a customized hybrid algorithm. The authors conclude with a discussion of parallel architecture for artificial neural networks and supply guidelines for creating and implementing effective soft computing designs.

商品描述(中文翻譯)

快速進展的軟計算工具和技術的應用在開發高度可擴展系統方面已證明其價值,並產生了出色的應用,包括生物識別、互動語音應答系統和數據挖掘等領域。儘管許多資源充分涵蓋了該主題的理論概念,但很少有資源能清楚地洞察其實際應用。

為了填補這一需求,《軟計算的實際應用》解釋了這些應用,包括其基礎技術及其實施。雖然這些系統最初看起來很複雜,但作者清楚地展示了如何對其進行建模、設計和實施。這本書以易於新手理解的方式撰寫,首先涵蓋了軟計算的理論基礎。它對各種模型、原則、算法、工具和技術提供了簡明的解釋,包括人工神經網絡、模糊系統、進化算法和混合算法。

該文本提供了對現實系統的深入曝光,包括:

- 由參考文獻、圖形和表格支持的多維度覆蓋
- 有關實施過程中常見陷阱的警告,以及對可能解決方案的詳細檢查
- 各個應用領域發展的及時報告
- 每章的解題示例和練習

該文本詳細介紹了各種當代應用,包括生物識別系統中的生理和行為生物識別。它還考察了法律威脅評估、機器人路徑規劃和導航控制中的應用。作者考慮了生物識別和生物信息學中的融合方法,並提供了有效的疾病識別技術。

本書完整地提供了機器人路徑規劃的算法,並針對字符識別提出了使用自定義混合算法的圖像壓縮技術。作者最後討論了人工神經網絡的並行架構,並提供了創建和實施有效的軟計算設計的指導方針。