Applications of AI and Iot in Geotechnical Engineering for Sustainable Infrastructure
暫譯: 人工智慧與物聯網在地質工程可持續基礎建設中的應用
Maralapalle, Vedprakash C., Muktinutalapati, Jayatheja, Chandra, Bogireddy
相關主題
商品描述
Artificial intelligence (AI) and the Internet of Things (IoT) are transforming the way geotechnical engineers monitor, analyze, and manage soil-structure systems. Applications of AI and IoT in Geotechnical Engineering for Sustainable Infrastructure explores how these emerging digital technologies can enhance decision-making, improve infrastructure resilience, and support sustainable development in civil engineering projects. It examines the integration of AI and IoT in geotechnical engineering, including slope stability assessments, data-driven techniques for soil classification and characterization, foundation and liquefaction analysis, optimizing earthwork practices and operations, tunnels, and earth-retaining structures using real-time sensor networks and data-driven models. This book also discusses machine learning techniques for predicting soil behavior, real-time monitoring of pile foundations, automated site investigation methods, and digital tools for risk assessment and infrastructure health monitoring/assessment.
This book is intended for researchers, graduate students, and practicing engineers in geotechnical and civil engineering. It will also benefit professionals working in smart infrastructure, disaster risk reduction, and infrastructure asset management who are interested in integrating digital technologies into sustainable engineering practice.
商品描述(中文翻譯)
人工智慧 (AI) 和物聯網 (IoT) 正在改變岩土工程師監測、分析和管理土壤-結構系統的方式。《人工智慧和物聯網在岩土工程中的應用：可持續基礎設施》探討了這些新興數位技術如何增強決策能力、改善基礎設施的韌性，並支持土木工程項目的可持續發展。它檢視了 AI 和 IoT 在岩土工程中的整合，包括邊坡穩定性評估、基於數據的土壤分類和特徵化技術、基礎和液化分析、優化土方作業和操作、隧道以及使用實時感測網絡和數據驅動模型的土壤保持結構。本書還討論了預測土壤行為的機器學習技術、樁基礎的實時監測、自動化現場調查方法，以及用於風險評估和基礎設施健康監測/評估的數位工具。
本書適合岩土工程和土木工程的研究人員、研究生及執業工程師。對於在智慧基礎設施、災害風險減少和基礎設施資產管理領域工作的專業人士，尤其是對將數位技術整合到可持續工程實踐中感興趣的人士，也將有所裨益。
作者簡介
Vedprakash C. Maralapalle is an Associate Professor at the L. S. Raheja School of Architecture, Mumbai, India. He holds a Ph.D. in Civil Engineering from NMIMS University, Mumbai, with research focused on the physical modelling and numerical analysis of vertical piles.His research interests include geotechnical engineering, pile foundations, physical and centrifuge modelling, numerical analysis using advanced software tools, artificial intelligence applications in civil engineering, smart infrastructure systems, and sustainable urban development.
Jayatheja Muktinutalapati is a researcher and academician in the domain of civil engineering. He holds a Ph.D. in civil engineering from Birla Institute of Technology and Science (BITS) - Pilani, and master's degree in geotechnical engineering from Jawaharlal Nehru Technological University Hyderabad (JNTUH). He is currently working as an Assistant Professor in the RICS School of Built Environment, Amity University Maharashtra, Mumbai. His areas of research include recyclable materials, retaining structures, life cycle assessments, and AI applications in civil engineering.
Bogireddy Chandra is currently a Foreign Scientist at the ALT University in Almaty, Kazakhstan, and a Visiting Scholar in the Department of Civil and Intelligent Construction Engineering at Shantou University in China. Dr. Bogireddy's areas of research interest includes basic geomechanics, numerical modeling, image analysis, site characterization, earthquake engineering, biogeotechnology, sustainable and carbon reduction ground engineering (MICP, Biochar), consolidation, pipeline geotechnical engineering, and the study of atmospheric aerosols in geo-environmental systems.
Gangadhara Reddy Narala is an academician and researcher in Civil Engineering with a specialization in Geotechnical Engineering. He holds a Ph.D. in Civil Engineering from the IIT Bhubaneswar and a Master's degree in Geotechnical Engineering from the NIT Bhopal. He is currently serving as an Assistant Professor at the Fiji National University, Suva, Fiji. His research interests lie in geotechnical and geoenvironmental engineering, particularly the beneficial utilization of industrial waste materials, pavement geotechnics, climate-resilient infrastructure, sustainable soil stabilization, the application of biopolymers and biochar in landfill engineering, slope stabilization, and climate change adaptation.
Abdullah Ansari currently serves as a Research Professor at the Earthquake Monitoring Center (EMC), Sultan Qaboos University, Muscat, Oman. His research focuses on seismic risk assessment, geotechnical earthquake engineering, tunnel and underground structure performance, and infrastructure resilience under multi-hazard conditions. He has extensive experience in developing analytical, numerical, and data-driven models for evaluating the seismic vulnerability of critical infrastructure systems. A key aspect of his research involves integrating artificial intelligence and machine learning techniques with traditional geotechnical engineering approaches to improve the prediction of seismic damage and infrastructure performance.
作者簡介(中文翻譯)
Vedprakash C. Maralapalle 是印度孟買 L. S. Raheja 建築學院的副教授。他擁有來自 NMIMS 大學的土木工程博士學位，研究專注於垂直樁的物理建模和數值分析。他的研究興趣包括岩土工程、樁基礎、物理和離心建模、使用先進軟體工具的數值分析、土木工程中的人工智慧應用、智慧基礎設施系統以及可持續城市發展。
Jayatheja Muktinutalapati 是土木工程領域的研究人員和學者。他擁有來自比爾拉科技與科學學院（BITS）- Pilani 的土木工程博士學位，以及來自哈茲拉爾·尼赫魯科技大學海得拉巴（JNTUH）的岩土工程碩士學位。他目前在印度孟買的阿米提大學 RICS 建築環境學院擔任助理教授。他的研究領域包括可回收材料、擋土結構、生命週期評估以及土木工程中的人工智慧應用。
Bogireddy Chandra 目前是哈薩克斯坦阿拉木圖 ALT 大學的外籍科學家，並在中國汕頭大學的土木與智能建設工程系擔任訪問學者。Bogireddy 博士的研究興趣包括基本岩土力學、數值建模、影像分析、場地特徵化、地震工程、生物技術、可持續和碳減排的地基工程（MICP、Biochar）、固結、管道岩土工程以及地環境系統中大氣氣溶膠的研究。
Gangadhara Reddy Narala 是一位專注於岩土工程的土木工程學者和研究人員。他擁有來自 IIT Bhubaneswar 的土木工程博士學位，以及來自 NIT Bhopal 的岩土工程碩士學位。他目前在斐濟國立大學（Fiji National University）擔任助理教授。他的研究興趣包括岩土和地環境工程，特別是工業廢料的有益利用、鋪面岩土工程、氣候韌性基礎設施、可持續土壤穩定、在填埋工程中應用生物聚合物和生物炭、坡面穩定以及氣候變遷適應。
Abdullah Ansari 目前擔任阿曼馬斯喀特蘇丹卡布斯大學地震監測中心（EMC）的研究教授。他的研究專注於地震風險評估、岩土地震工程、隧道和地下結構性能，以及在多重災害條件下的基礎設施韌性。他在開發分析、數值和數據驅動模型以評估關鍵基礎設施系統的地震脆弱性方面擁有豐富的經驗。他研究的一個關鍵方面是將人工智慧和機器學習技術與傳統岩土工程方法相結合，以改善地震損害和基礎設施性能的預測。
