Intelligent Optimisation with the Bees Algorithm: Concepts and Applications
暫譯: 蜜蜂演算法的智慧優化：概念與應用

Pham, Duc Truong, Castellani, Marco, Baronti, Luca

Intelligent Optimisation with the Bees Algorithm: Concepts and Applications
  • 出版商: Springer
  • 出版日期: 2025-06-01
  • 售價: $7,050
  • 貴賓價: 9.5 折 $6,698
  • 語言: 英文
  • 頁數: 304
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031872851
  • ISBN-13: 9783031872853
  • 相關分類: Algorithms-data-structures

    • 尚未上市，無法訂購

相關主題

商品描述

This book offers an extensive guide to understanding, implementing, and applying the Bees Algorithm, a powerful nature-inspired optimisation metaheuristic that mimics the foraging behaviour of honey bees. In today's highly interconnected world, systems have become more difficult to optimise. This book addresses the challenge of solving complex optimisation problems efficiently and effectively by drawing inspiration from the remarkable problem-solving abilities observed in nature. The Bees Algorithm provides an elegant, simple, robust, and adaptable approach to navigate the complexities of high-dimensional, multimodal, or time-varying problems that often stymie traditional optimisation methods. This book offers an in-depth exploration of the algorithm, providing a thorough understanding of its underlying principles and mechanisms. It establishes a mathematical framework for the algorithm, facilitating a clearer insight into its behaviour and performance. Through empirical studies and benchmarks, the book demonstrates the algorithm's effectiveness across a range of optimisation problems. Additionally, it showcases practical applications of the Bees Algorithm in diverse fields such as engineering design, robotics, and manufacturing. Finally, it discusses the latest developments and variants of the algorithm, highlighting its potential for future research and innovation. With its accessible style and step-by-step guidance, this book equips readers--be they researchers, practitioners, or students in computer science, engineering, or optimisation--with the knowledge and tools to leverage the principles of swarm intelligence and biomimicry to solve the real-world optimisation challenges of the new industrial age.

商品描述(中文翻譯)

本書提供了一個全面的指南，幫助讀者理解、實施和應用蜜蜂演算法（Bees Algorithm），這是一種強大的自然啟發式優化元啟發式演算法，模仿蜜蜂的覓食行為。在當今高度互聯的世界中，系統的優化變得更加困難。本書針對有效且高效地解決複雜優化問題的挑戰，從自然界中觀察到的卓越問題解決能力中汲取靈感。蜜蜂演算法提供了一種優雅、簡單、穩健且可適應的方法，以應對高維度、多模態或隨時間變化的問題的複雜性，這些問題常常使傳統優化方法陷入困境。本書深入探討了該演算法，提供了對其基本原理和機制的透徹理解。它建立了一個數學框架，幫助讀者更清晰地洞察其行為和性能。通過實證研究和基準測試，本書展示了該演算法在各種優化問題中的有效性。此外，它還展示了蜜蜂演算法在工程設計、機器人技術和製造等多個領域的實際應用。最後，本書討論了該演算法的最新發展和變體，突顯了其在未來研究和創新中的潛力。以其易於理解的風格和逐步指導，本書為讀者——無論是計算機科學、工程或優化領域的研究人員、實務工作者或學生——提供了利用群體智慧和生物模仿原則來解決新工業時代現實優化挑戰的知識和工具。

作者簡介

Duc-Truong Pham is the Chance Professor of Engineering at the University of Birmingham. He was Professor of Computer-Controlled Manufacture and director of the Manufacturing Engineering Centre at Cardiff University. He has published over 600 papers and books on intelligent systems, advanced manufacturing, and remanufacturing and has graduated more than 100 Ph.D. students. His awards include five prizes from the Institution of Mechanical Engineers, a Lifetime Achievement Award from the World Automation Congress, and a Distinguished International Academic Contribution Award from the IEEE. He is a fellow of the Royal Academy of Engineering, Learned Society of Wales, SME, IET, and IMechE. He is the founding editor of the Springer Series in Advanced Manufacturing and editor-in-chief of Cogent Engineering and the International Journal on Interactive Design and Manufacturing. He obtained his Bachelor's, Ph.D., and D.Eng. degrees from the University of Canterbury (NZ).

Marco Castellani, M.Sc., Ph.D., is an Associate Professor in the Department of Mechanical Engineering at the University of Birmingham. With over two decades of research experience, he has explored a diverse interdisciplinary landscape that integrates engineering, biology, and computer science. His work spans various application areas, including motor control, remote sensing, pattern recognition, optimisation, systems modelling, natural language processing, and ecological modelling. He has published nearly 80 research papers in scientific journals and presented at international conferences. Dr. Castellani has a strong interest in evolutionary and swarm intelligence, with a particular focus on the development and characterisation of the Bees Algorithm. A passionate communicator, he frequently delivers talks on the topic of nature-inspired intelligence.

Luca Baronti, M.Sc., Ph.D., is a senior machine learning engineer at Kingfisher Plc, specialising in advanced AI solutions. Previously, he led technical development at Keyless Tech, where he pioneered deep learning applications for biometric systems and secured a patent for liveness anti-spoofing technology. Dr. Baronti has a strong background in both academic and industrial research and development. His career spans entrepreneurship--having founded an NLP-focused company--and significant contributions to semantic segmentation and optimisation techniques. An active member of the scientific community, Dr. Baronti has authored several peer-reviewed publications, contributes to open-source projects, and maintains expertise across multiple programming languages, cloud platforms, and machine learning frameworks. Beyond technology, he pursues drone photography and scuba diving in his free time.

作者簡介(中文翻譯)

Duc-Truong Pham 是伯明翰大學的工程學查恩斯教授。他曾擔任卡迪夫大學的計算機控制製造教授及製造工程中心主任。他在智能系統、高級製造和再製造方面發表了超過600篇論文和書籍，並指導了超過100名博士生。他的獎項包括來自機械工程師學會的五個獎項、世界自動化大會的終身成就獎，以及IEEE的傑出國際學術貢獻獎。他是英國皇家工程院、威爾士學術學會、SME、IET和IMechE的院士。他是Springer高級製造系列的創始編輯，以及Cogent Engineering和國際互動設計與製造期刊的主編。他在坎特伯雷大學（新西蘭）獲得了學士、博士和工程博士學位。

Marco Castellani，碩士、博士，是伯明翰大學機械工程系的副教授。擁有超過二十年的研究經驗，他探索了整合工程、生物學和計算機科學的多樣跨學科領域。他的工作涵蓋多個應用領域，包括馬達控制、遙感、模式識別、優化、系統建模、自然語言處理和生態建模。他在科學期刊上發表了近80篇研究論文，並在國際會議上進行了報告。Castellani博士對進化和群體智能有濃厚的興趣，特別專注於蜜蜂演算法的開發和特徵化。他是一位熱情的演講者，經常就自然啟發的智能主題進行演講。

Luca Baronti，碩士、博士，是Kingfisher Plc的高級機器學習工程師，專注於高級人工智能解決方案。此前，他在Keyless Tech領導技術開發，開創了生物識別系統的深度學習應用，並為活體防欺騙技術獲得專利。Baronti博士在學術和工業研究與開發方面擁有堅實的背景。他的職業生涯涵蓋了創業——創立了一家專注於自然語言處理的公司——以及對語義分割和優化技術的重大貢獻。作為科學社群的活躍成員，Baronti博士撰寫了多篇同行評審的出版物，參與開源項目，並在多種編程語言、雲平台和機器學習框架中保持專業知識。除了技術外，他在空閒時間追求無人機攝影和潛水。

類似商品

最後瀏覽商品 (20)