Hybrid Methods for Modeling and Optimizing Complex Systems: Advances in Interdisciplinary Approaches for Complex Problem Solving
暫譯: 複雜系統建模與優化的混合方法:跨學科方法在複雜問題解決中的進展
Stanimirovic, Predrag S., Mourtas, Spyridon D., Sahoo, Jajati Keshari
- 出版商: Springer
- 出版日期: 2025-07-03
- 售價: $8,650
- 貴賓價: 9.5 折 $8,218
- 語言: 英文
- 頁數: 623
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031956486
- ISBN-13: 9783031956485
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商品描述
Delivering innovative methods for addressing complex systems, this book presents the latest advances in hybrid modeling, machine learning, and digital technologies. Based on selected papers from the III International Workshop "Hybrid Methods of Modeling and Optimization in Complex Systems" held December 2-4, 2024, in Krasnoyarsk, Russia, the book covers hybrid modeling and optimization, intelligent data analysis, financial forecasting, industrial and educational digitalization, AI-guided decision support, and digital system security. Readers will find such interdisciplinary applications as climate project modeling, agricultural digital services, and the digital platform economy; e-learning analysis and digital competence development; digital twins and production optimization; as well as research on network systems. It is essential for researchers, practitioners, and educators seeking practical solutions and advanced hybrid methods for diverse scientific and engineering challenges.
商品描述(中文翻譯)
本書提供創新的方法來解決複雜系統的問題,介紹了混合建模、機器學習和數位技術的最新進展。該書基於2024年12月2日至4日在俄羅斯克拉斯諾亞爾斯克舉行的第三屆國際研討會「複雜系統中的混合建模與優化方法」的選定論文,涵蓋了混合建模與優化、智能數據分析、金融預測、工業與教育數位化、人工智慧輔助決策支持以及數位系統安全等主題。讀者將發現跨學科的應用,如氣候項目建模、農業數位服務和數位平台經濟;電子學習分析和數位能力發展;數位雙胞胎和生產優化;以及網絡系統的研究。本書對於尋求實用解決方案和先進混合方法以應對各種科學和工程挑戰的研究人員、實務工作者和教育者來說至關重要。