New Advances in Soft Computing in Civil Engineering: Ai-Based Optimization and Prediction
Bekdaş, Gebrail, Nigdeli, Sinan Melih
- 出版商: Springer
- 出版日期: 2024-08-08
- 售價: $7,800
- 貴賓價: 9.5 折 $7,410
- 語言: 英文
- 頁數: 432
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031659759
- ISBN-13: 9783031659751
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商品描述
Soft computing applications plays a crucial role in civil engineering applications, with engineers striving to create outstanding designs that prioritize safety, aesthetics, cost-efficiency, and environmental considerations. Advanced optimization techniques are especially valuable for complex systems including multi-constraint problems, multi-objective problems and control problems needing iterative processes in solving differential equations.
Throughout history, people have used their creativity to enhance designs in everyday tasks, and this is where metaheuristics come into play, drawing inspiration from nature to develop novel algorithms. These artificial intelligence-based algorithms possess distinctive attributes, and leveraging various features from different algorithms can enhance the effectiveness of optimization, improving precision, computational efficiency, and convergence.
This book serves as a timely resource, summarizing the latest advancements in civil engineering optimization, encompassing both metaheuristic approaches and emerging trends that integrates artificial intelligence and machine learning techniques to predict optimal solutions, streamlining lengthy optimization processes.
The book's chapters cover a wide range of civil engineering applications, with the primary goal being to introduce fundamental concepts and advanced adaptations. This comprehensive resource is designed to provide undergraduates and graduate engineering students with a solid understanding of materials and content, making it a valuable reference for university courses in various civil engineering disciplines.
The book will be edited, and the editors will contribute to most of the chapters. Depending on the availability of high-quality papers, the editors may increase their contributions by sharing recent research projects and postgraduate students' theses.
商品描述(中文翻譯)
軟計算應用在土木工程中扮演著關鍵角色,工程師們努力創造出優秀的設計,優先考量安全性、美觀、成本效益及環境因素。先進的優化技術對於複雜系統尤其重要,包括多約束問題、多目標問題以及需要迭代過程來解決微分方程的控制問題。
歷史上,人們利用創造力來提升日常任務中的設計,而這正是元啟發式演算法發揮作用的地方,這些演算法從自然中汲取靈感,開發出新穎的演算法。這些基於人工智慧的演算法具有獨特的特性,利用不同演算法的各種特徵可以增強優化的有效性,提高精確度、計算效率和收斂性。
本書作為一個及時的資源,總結了土木工程優化的最新進展,涵蓋了元啟發式方法和新興趨勢,整合了人工智慧和機器學習技術以預測最佳解,簡化冗長的優化過程。
本書的章節涵蓋了廣泛的土木工程應用,主要目標是介紹基本概念和先進的應用。這本綜合性資源旨在為本科生和研究生工程學生提供堅實的材料和內容理解,使其成為各種土木工程學科大學課程的寶貴參考。
本書將由編輯進行編輯,編輯們將為大多數章節貢獻內容。根據高品質論文的可用性,編輯們可能會通過分享最近的研究項目和研究生論文來增加他們的貢獻。