Ai-Enhanced Safety Evaluation for Tunnelling in Rock: Principles, Methods and Algorithms
暫譯: 岩石隧道的AI增強安全評估:原則、方法與演算法

Chen, Jiayao, Huang, Hongwei, Zhou, Mingliang

  • 出版商: CRC
  • 出版日期: 2025-12-02
  • 售價: $8,020
  • 貴賓價: 9.5$7,619
  • 語言: 英文
  • 頁數: 280
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032976063
  • ISBN-13: 9781032976068
  • 相關分類: DeepLearning
  • 海外代購書籍(需單獨結帳)

商品描述

Artificial intelligence (AI) techniques for rock tunnel construction offer innovative solutions for assessing rock mass quality and ensuring excavation safety in challenging geological conditions. Both cutting-edge contact methods and noncontact methods such as digital photography can provide continuous geological data during excavation. Then, advanced deep learning algorithms for precise characterization of rock face features, along with pioneering multisource 3D data fusion modelling, can enable refined rock mass classification and sophisticated safety evaluation techniques tailored to complex geological environments.

By integrating machine vision and intelligent algorithms with rigorous statistical analysis and machine learning models, this book provides practical and refined solutions for the construction industry. It offers improved safety, efficiency, and reliability for tunnel projects and serves as a valuable reference for graduate students and academics.

商品描述(中文翻譯)

人工智慧 (AI) 技術在岩石隧道建設中提供了創新的解決方案,用於評估岩體質量並確保在挑戰性地質條件下的挖掘安全。尖端的接觸方法和非接觸方法(如數位攝影)都能在挖掘過程中提供持續的地質數據。隨後,先進的深度學習演算法可精確描述岩面特徵,結合開創性的多源 3D 數據融合建模,能夠實現精細的岩體分類和針對複雜地質環境的高級安全評估技術。

本書通過將機器視覺和智能演算法與嚴謹的統計分析及機器學習模型相結合,為建築行業提供實用且精緻的解決方案。它為隧道項目提供了更高的安全性、效率和可靠性,並且成為研究生和學術界的重要參考資料。

作者簡介

Jiayao Chen is an associate professor at Beijing Jiaotong University. He is a board member and secretary of the Chinese Society of Civil Engineering Risk and Insurance Research Division.

Hongwei Huang is a distinguished professor at Tongji University, China, a "Yangtze Scholar," and President of the Engineering Risk and Insurance Research Branch of the Chinese Civil Engineering Society. He also leads the International Joint Research Center for Resilient Infrastructure.

Mingliang Zhou is an associate professor and assistant dean at the College of Civil Engineering, Tongji University and a recipient of the International Postdoctoral Exchange Fellowship. He earned his Ph.D. from Cambridge University, UK, and is a core member of ISSMGE's YMPG and TC309.

作者簡介(中文翻譯)

陳家堯是北京交通大學的副教授。他是中國土木工程風險與保險研究分會的董事會成員及秘書。

黃宏偉是中國同濟大學的特聘教授,獲得「長江學者」稱號,並擔任中國土木工程學會工程風險與保險研究分會的會長。他還領導國際韌性基礎設施聯合研究中心。

周明亮是同濟大學土木工程學院的副教授及助理院長,並獲得國際博士後交流獎學金。他在英國劍橋大學獲得博士學位,並是ISSMGE青年專業小組(YMPG)及TC309的核心成員。