Data Driven Methods for Civil Structural Health Monitoring and Resilience: Latest Developments and Applications
暫譯: 基於數據的方法於土木結構健康監測與韌性：最新發展與應用

《基於數據的方法在土木結構健康監測與韌性中的應用：最新發展與應用》提供了關於結構健康監測（SHM）和土木工程結構韌性的基於數據的方法的全面概述，這些方法主要基於人工智慧或其他先進的數據科學技術。這使得現有的結構能夠轉變為智慧結構，從而能夠持續且相對即時地提供有關其健康狀態和性能的可理解信息。基於人工智慧的方法在土木工程和SHM應用中變得越來越具吸引力；機器學習和深度學習方法可以被應用並進一步發展，以將可用數據轉化為對工程師和決策者有價值的信息。

Mohammad Noori is a professor of mechanical engineering at California Polytechnic State University, San Luis Obispo; a fellow and life member of the American Society of Mechanical Engineering (ASME); and a recipient of the Japan Society for Promotion of Science Fellowship. His work in nonlinear random vibrations, especially hysteretic systems, in seismic isolation and application of artificial intelligence methods for structural health monitoring is widely cited. He has authored over 300 refereed papers, including over 150 journal articles; has published 15 scientific books, and 31 book chapters in archival volumes; has edited 15 technical books; and has been the guest editor of 15 journal volumes and proceedings. Noori was a co-founder of the National Institute of Aerospace, established through a $379 million 15-year NASA contract in partnership with NASA Langley Research Center. He has also received over $14 million in support of his research from the National Science Foundation (NSF), the Office of Naval Research (ONR), the National Sea Grant, and industry. He has supervised 24 postdoctoral, 26 PhD, and 53 MS projects. He has given over 20 keynote and 76 invited talks and lectures. He is the founding executive editor of a scientific journal, serves on the editorial board or as the associate editor of over 15 other journals, and has been a member of the scientific committee of numerous conferences. He directed the Sensors Program at the NSF in 2014, has been a distinguished visiting professor at several highly ranked universities in Europe and Asia, and serves as the scientific advisor for several organizations and technical firms. He was the dean of engineering at Cal Poly, served as a chaired professor and department head at North Carolina State University and Worcester Polytechnic Institute, and served as the chair of the national committee of mechanical engineering department heads. Noori has developed a unique online course, How to Write an Effective Research Paper, offered by Udemy.com and taken by over 9,000 students worldwide. Noori is an elected member of the Sigma Xi, Pi Tau Sigma, Chi-Epsilon, and Sigma Mu Epsilon honorary research societies. In 1996, Noori was invited by President Clinton's Special Commission on Critical Infrastructure Protection and presented a testimony as a national expert on that topic. Noori is the founding editor of the Resilience and Sustainability in Civil, Mechanical, Aerospace and Manufacturing Engineering Systems Series of CRC Press/Taylor & Francis Group.

Carlo Rainieri is currently a research scientist at the National Research Council of Italy. His research interests are in the fields of civil structural health monitoring, operational modal analysis, and smart materials. He has been a number of national as well as international research projects focused on civil SHM. He is member of the editorial board of a number of scientific journals, such as Shock and Vibration, Infrastructures, Mathematical Problems in Engineering, and Advances in Civil Engineering, and he serves as guest editor for the Journal of Civil Structural Health Monitoring. Moreover, he was lead editor of the special issue on "Automated Operational Modal Analysis and Its Applications in Structural Health Monitoring" published in Shock and Vibration. In 2019, he received the International Operational Modal Analysis Conference (IOMAC) scientific award for his contribution to the development of operational modal analysis. He was chair of the 8th Civil Structural Health Monitoring Workshop (2021), and he was member of the scientific committee of a number of international conferences in the fields of operational modal analysis and SHM.

He is author of the first book on operational modal analysis that appeared in the literature (Operational Modal Analysis of Civil Engineering Structure: An Introduction and Guide for Applications, Springer) and of about 170 papers published in international peer-reviewed journals and national and international conference proceedings. His main achievements in the field of civil SHM have been the development of data-processing methods for vibration-based SHM applications, including a number of original automated operational modal analysis procedures and novel methods for compensation of environmental and operational influences on modal properties. Dr. Rainieri is also the founder and former CEO of S2X s.r.l. (www.s2x.it), a spin-off company of the University of Molise aimed at providing highly qualified solutions and services in the fields of civil SHM and output-only modal analysis of civil engineering structures.

Marco Domaneschi

is currently an assistant professor at the Department of Structural, Geotechnical and Building Engineering of Politecnico di Torino, where he teaches earthquake engineering and structural design courses. Formerly, he was a research associate and appointed professor of structural engineering at Politecnico di Milano. He is a professional structural engineer for special structures and serves as an R&D consultant in industrial manufacturing and mechanical engineering. He received his PhD from the University of Pavia (2006) and was a visiting researcher at several global universities. He currently serves as an associate editor and editorial board member for several international journals such as the Journal of Vibration and Control (SAGE) and Bridge Engineering (Institution of Civil Engineers, UK). He is also a member of several research associations such as the International Society of Structural Health Monitoring of Intelligent Infrastructure (ISHMII) and the International Association for Bridge Maintenance and Safety (IABMAS). He is also a reviewer for more than 40 international journals. He has been a speaker, sessions chair, editorial board member, and organizer in several international conferences. He received numerous awards for best presentations at conferences, and for research papers and activities. He supports/supported the coordination of several research projects and has/had scientific responsibility in numerous research projects. He has authored over 70 journal articles and 130 international conference papers. His research interests and activities include structural control and health monitoring, resilience and robustness of structures and communities, earthquake engineering and seismic risk, special structures, small- and large-scale simulations, emergency evacuation, and structural collapse analysis.

Vasilis Sarhosis

is an associate professor of structural engineering at the School of Civil Engineering, University of Leeds, UK. He holds both undergraduate and postgraduate degrees in civil engineering from the University of Leeds and worked as a consultant civil engineer in the UK. His main expertise lies in the development of advanced high-fidelity models of nonlinear response to quantify degradation and understand the long-term behavior of existing masonry infrastructure stock (e.g., bridges, tunnels, historic structures, and monuments) subjected to extreme loading conditions. Recently, he pioneered the development of the Cloud2DEM procedure to transform three-dimensional (3D) point clouds of complex structures obtained from photogrammetry and laser scanning to 3D discrete element models. The approach enables the realistic structural analysis of "as-is" masonry infrastructure in an accurate and computationally efficient manner. Dr. Sarhosis is a Chartered Engineer (CEng), Fellow of the Institute of Mechanical Engineering (FIMEchE), and Fellow of the Higher Education Academy (FHEA) in the UK. He is currently chairing the National Scientific Committee on the Analysis and Restoration of Structures of Architectural Heritage (ISCARSAH-UK), which is part of the International Council on Monuments and Sites (ICOMOS). He has edited a book on computational modeling of masonry structures using the discrete element method and published more than 100 peer-reviewed journal articles. His research has been cited more than 1,500 times, and his h-index is 22 (Scopus). For more information, please visit his website (https: //www.sarhosis.com/home-1).

Wael A. Altabey

Dr. Wael A. Altabey is a full professor at department of Mechanical Engineering, Alexandria University, Alexandria, Egypt. Before that he was a research associate professor between 2018 to 2024 at International Institute for Urban Systems Engineering (IIUSE), Southeast University, Nanjing, China, and National and Local Joint Engineering Research Center for Basalt Fiber Production and Application Technology, Southeast University, Nanjing, Jiangsu, China, after completing a postdoctoral research fellowship for two years (2016-2018).
Since 2016 his researches have focused on the utilization of Artificial Intelligence (AI) based schemes for structural health monitoring (SHM) and Non-Destructive Testing (NDT) for damage classification, detection, diagnosis, prediction, dynamic response analysis, and Reliability evaluation in composite, and steel Structures (such as aircraft, wind turbines, pipes, bridges and industrial machines) at National and Local Joint Engineering Research Center for Basalt Fiber Production and Application Technology, Southeast University, Nanjing, Jiangsu, China. This is the only national R&D platform awarded by the National Development and Reform Commission in this industry with more than 30 national authorized patents. The center's international and national awards indicators have reached international and local leading levels and filling many technical gaps in China.
He participated in several research activities, which achieved from NSFC and private sectors. He listed in Stanford List of World's Top 2% Scientists from 2020, until now. He serves on various technical committees in several international conferences and workshops, guest editor of special Issues in several international scientific journals and on the editorial board of several international scientific journals in the field of artificial intelligence, mechanical, materials, and civil engineering. He a peer reviewer of more than 140 international scientific journals. He is an author and co-author of more than 110 high impact journal papers, 60 scientific conference papers and 50 chapters, 10 academic and research books, patent, and delivered over 40 invited talks.
His research interests: Smart and Nanomaterials; Composite Structures; Structural Health Monitoring (SHM); Artificial Intelligence (AI); Non-Destructive Testing (NDT); Digital Twins Model of Structural Behavior, System Identification; Damage Detection: Vibration-Based Techniques; Fiber Optical Sensing Technique, Structural Control; Structural Resilience and Reliability, Hysteretic Systems, Micro/Nano Electro Mechanical Systems (MEMS/ NEMS), and Energy Harvesting Model for Self-Powered Sensors.

**Mohammad Noori** 是加州州立大學聖路易斯奧比斯波分校的機械工程教授；美國機械工程學會（ASME）的會士及終身會員；以及日本科學促進會獎學金的獲得者。他在非線性隨機振動方面的研究，特別是滯回系統、地震隔離及人工智慧方法在結構健康監測中的應用，廣受引用。他已發表超過300篇經審核的論文，包括150篇以上的期刊文章；出版了15本科學書籍及31篇學術卷的書章；編輯了15本技術書籍；並擔任15本期刊卷及會議的客座編輯。Noori是國家航空研究所的共同創辦人，該機構是通過與NASA朗利研究中心的3.79億美元15年合約成立的。他還從國家科學基金會（NSF）、海軍研究辦公室（ONR）、國家海洋贈款及業界獲得超過1400萬美元的研究支持。他指導了24個博士後、26個博士及53個碩士專案。他已發表超過20場主題演講及76場受邀演講。他是一本科學期刊的創始執行編輯，並在15本其他期刊擔任編輯委員或副編輯，並曾是多個會議的科學委員會成員。他於2014年主導了NSF的傳感器計畫，曾在幾所歐洲和亞洲的高排名大學擔任傑出訪問教授，並擔任多個組織和技術公司的科學顧問。他曾擔任加州州立大學的工程學院院長，並在北卡羅來納州立大學和伍斯特理工學院擔任過講座教授及系主任，並擔任全國機械工程系主任委員會的主席。Noori開發了一門獨特的線上課程《如何撰寫有效的研究論文》，該課程由Udemy.com提供，全球已有超過9000名學生參加。Noori是Sigma Xi、Pi Tau Sigma、Chi-Epsilon及Sigma Mu Epsilon榮譽研究學會的當選成員。1996年，Noori受邀參加克林頓總統的關鍵基礎設施保護特別委員會，並作為該主題的國家專家發表證詞。Noori是CRC Press/Taylor & Francis Group的《土木、機械、航空及製造工程系統的韌性與可持續性系列》的創始編輯。

**Carlo Rainieri** 目前是意大利國家研究委員會的研究科學家。他的研究興趣包括土木結構健康監測、操作模態分析及智能材料。他參與了多個國內及國際的研究專案，專注於土木SHM。他是多本科學期刊的編輯委員會成員，如《Shock and Vibration》、《Infrastructures》、《Mathematical Problems in Engineering》和《Advances in Civil Engineering》，並擔任《Journal of Civil Structural Health Monitoring》的客座編輯。此外，他是《Shock and Vibration》上關於“自動操作模態分析及其在結構健康監測中的應用”的特刊的主編。2019年，他因對操作模態分析的貢獻而獲得國際操作模態分析會議（IOMAC）科學獎。他曾擔任第八屆土木結構健康監測研討會（2021）的主席，並是多個國際會議的科學委員會成員，專注於操作模態分析和SHM領域。

他是文獻中第一本關於操作模態分析的書籍的作者（《土木工程結構的操作模態分析：應用的介紹與指南》，Springer），並發表了約170篇國際同行評審期刊文章及國內外會議論文。他在土木SHM領域的主要成就包括開發基於振動的SHM應用的數據處理方法，包括多個原創的自動操作模態分析程序及補償環境和操作影響模態特性的創新方法。Rainieri博士也是S2X s.r.l.（www.s2x.it）的創始人及前首席執行官，該公司是莫利塞大學的衍生公司，旨在提供土木SHM及土木工程結構的僅輸出模態分析領域的高質量解決方案和服務。

**Marco Domaneschi** 目前是都靈理工大學結構、岩土及建築工程系的助理教授，教授地震工程及結構設計課程。之前，他是米蘭理工大學的研究助理及結構工程教授。他是一名專業的特殊結構結構工程師，並在工業製造及機械工程領域擔任研發顧問。他於2006年獲得帕維亞大學的博士學位，並曾在多所全球大學擔任訪問研究員。他目前擔任多本國際期刊的副編輯及編輯委員會成員，如《Journal of Vibration and Control》（SAGE）及《Bridge Engineering》（英國土木工程學會）。他還是多個研究協會的成員，如智能基礎設施結構健康監測國際學會（ISHMII）及國際橋樑維護與安全協會（IABMAS）。他也是超過40本國際期刊的審稿人。他曾在多個國際會議中擔任演講者、會議主席、編輯委員會成員及組織者。他因在會議上的最佳報告及研究論文和活動獲得多項獎項。他支持/曾支持多個研究專案的協調，並在多個研究專案中擔任科學負責人。他已發表超過70篇期刊文章及130篇國際會議論文。他的研究興趣和活動包括結構控制與健康監測、結構和社區的韌性與穩健性、地震工程及地震風險、特殊結構、小型及大型模擬、緊急撤離及結構崩潰分析。

**Vasilis Sarhosis** 是英國利茲大學土木工程學院的結構工程副教授。他擁有利茲大學的土木工程本科及研究生學位，並在英國擔任顧問土木工程師。他的主要專長在於開發先進的高保真非線性響應模型，以量化退化並理解現有砌體基礎設施（如橋樑、隧道、歷史建築及紀念碑）在極端載荷條件下的長期行為。最近，他開創了Cloud2DEM程序，將從攝影測量和激光掃描獲得的複雜結構的三維（3D）點雲轉換為3D離散元模型。該方法能夠以準確且計算效率高的方式進行“現狀”砌體基礎設施的現實結構分析。Sarhosis博士是特許工程師（CEng）、機械工程學會會士（FIMEchE）及高等教育學院會士（FHEA）。他目前擔任英國建築遺產結構分析與修復國家科學委員會（ISCARSAH-UK）的主席，該委員會是國際古蹟與遺址理事會（ICOMOS）的一部分。他編輯了一本關於使用離散元法進行砌體結構計算建模的書籍，並發表了超過100篇同行評審的期刊文章。他的研究被引用超過1500次，h指數為22（Scopus）。欲了解更多信息，請訪問他的網站（https://www.sarhosis.com/home-1）。

**Wael A. Altabey** 博士是埃及亞歷山大大學機械工程系的全職教授。在此之前，他於2018年至2024年擔任中國南京東南大學城市系統工程國際研究所（IIUSE）的研究副教授，以及東南大學的國家及地方聯合工程研究中心，專注於玄武岩纖維生產及應用技術，並在完成為期兩年的博士後研究獎學金（2016-2018）後加入。自2016年以來，他的研究專注於利用基於人工智慧（AI）的方案進行結構健康監測（SHM）及無損檢測（NDT），以進行損傷分類、檢測、診斷、預測、動態響應分析及複合材料和鋼結構（如飛機、風力發電機、管道、橋樑及工業機械）的可靠性評估。該研究中心是國家發展和改革委員會在該行業授予的唯一國家研發平台，擁有超過30項國家授權專利。該中心的國際和國內獎項指標已達到國際和地方領先水平，並填補了中國的多個技術空白。他參與了多個研究活動，獲得了來自NSFC及私營部門的資助。他自2020年以來被列入斯坦福世界前2%科學家名單。 他在多個國際會議和研討會的技術委員會中擔任職務，並擔任多本國際科學期刊的特刊客座編輯及編輯委員會成員，專注於人工智慧、機械、材料及土木工程領域。他是超過140本國際科學期刊的審稿人。他是超過110篇高影響力期刊論文、60篇科學會議論文及50章、10本學術及研究書籍的作者和合著者，並發表了超過40場受邀演講。他的研究興趣包括：智能和納米材料；複合結構；結構健康監測（SHM）；人工智慧（AI）；無損檢測（NDT）；結構行為的數位雙胞胎模型、系統識別；損傷檢測：基於振動的技術；光纖傳感技術；結構控制；結構韌性和可靠性、滯回系統、微/納米電機系統（MEMS/NEMS）及自供電傳感器的能量收集模型。