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Resilience of aging structures and infrastructure systems with emphasis on seismic resilience of bridges and road networks:Review 被引量:6
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作者 Luca Capacci Fabio Biondini Dan M.Frangopol 《Resilient Cities and Structures》 2022年第2期23-41,共19页
Risk assessment and mitigation programs have been carried out over the last decades in the attempt to reduce transportation infrastructure downtime and post-disaster recovery costs.Recently,the concept of resilience g... Risk assessment and mitigation programs have been carried out over the last decades in the attempt to reduce transportation infrastructure downtime and post-disaster recovery costs.Recently,the concept of resilience gained increasing importance in design,assessment,maintenance,and rehabilitation structures and infrastructure systems,particularly bridges and transportation networks,exposed to natural and man-made hazards.In the field of disaster mitigation,frameworks have been proposed to provide a basis for development of qualitative and quantitative models quantifying the functionality and resilience at various scales,including components,groups and systems within infrastructure networks and communities.In these frameworks,the effects of aging and environmental aggressiveness must be explicitly considered,affecting the structural performance and functionality of civil infrastructure systems.Significant efforts have been made to incorporate risk and resilience assessment frameworks into informed decision making to decide how to best use resources to minimize the impact of hazards on civil infrastructure systems.This review paper is part of these efforts.It presents an overview of the main principles and concepts,methods and strategies,advances and accomplishments in the field of life-cycle reliability,risk and resilience of structures and infrastructure systems,with emphasis on seismic resilience of bridges and road networks. 展开更多
关键词 RESILIENCE Seismic hazards Aging structures Highway bridges infrastructure systems
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Assessing the effectiveness of disaster risk reduction strategies on the regional recovery of critical infrastructure systems 被引量:2
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作者 Andrew Deelstra David N.Bristow 《Resilient Cities and Structures》 2023年第3期41-52,共12页
Communities depend on critical infrastructure systems to support their regular operations and future develop-ment.Destructive events,such as natural disasters,threaten to disrupt service to these systems and the commu... Communities depend on critical infrastructure systems to support their regular operations and future develop-ment.Destructive events,such as natural disasters,threaten to disrupt service to these systems and the commu-nities they support.Strategies designed to reduce the impacts from disasters and other events are therefore an important consideration for community planning.At a regional level,coordination between communities sup-ports the efficient use of resources for implementing disaster risk reduction(DRR)measures and completing post-disaster repairs to meet the needs of all residents.Coordination is challenging,however,due to the complex-ity of regional systems and competing stakeholder interests.This work presents a case study model of regional water,wastewater,and power systems,and demonstrates the effect of seismic hardening and increased resource availability on post-earthquake repair requirements and critical infrastructure recovery.Model results indicate that implementing DRR strategies can reduce required repair costs by over 40 percent and outage severity by approximately 50 percent for the studied sectors.Not all strategies are effective for all sectors and locations,how-ever,so this work discusses the importance of comprehensive,coordinated,and accessible emergency planning activities to ensure that the needs of all residents are considered. 展开更多
关键词 Disaster risk reduction Critical infrastructure RESILIENCE Restoration modeling Emergency planning
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Bayesian network-based resilience assessment of interdependent infrastructure systems under optimal resource allocation strategies 被引量:1
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作者 Jingran Sun Kyle Bathgate Zhanmin Zhang 《Resilient Cities and Structures》 2024年第2期46-56,共11页
Critical infrastructure systems(CISs)play a key role in the socio-economic activity of a society,but are exposed to an array of disruptive events that can greatly impact their function and performance.Therefore,unders... Critical infrastructure systems(CISs)play a key role in the socio-economic activity of a society,but are exposed to an array of disruptive events that can greatly impact their function and performance.Therefore,understanding the underlying behaviors of CISs and their response to perturbations is needed to better prepare for,and mitigate the impact of,future disruptions.Resilience is one characteristic of CISs that influences the extent and severity of the impact induced by extreme events.Resilience is often dissected into four dimensions:robustness,redundancy,resourcefulness,and rapidity,known as the“4Rs”.This study proposes a framework to assess the resilience of an infrastructure network in terms of these four dimensions under optimal resource allocation strategies and incorporates interdependencies between different CISs,with resilience considered as a stochastic variable.The proposed framework combines an agent-based infrastructure interdependency model,advanced optimization algorithms,Bayesian network techniques,and Monte Carlo simulation to assess the resilience of an infrastructure network.The applicability and flexibility of the proposed framework is demonstrated with a case study using a network of CISs in Austin,Texas,where the resilience of the network is assessed and a“what-if”analysis is performed. 展开更多
关键词 infrastructure resilience Bayesian network Resilience assessment infrastructure interdependency Resource allocation
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Evaluation of Fatigue Cracking Propagation: A Case Study of Airfield Infrastructure Systems
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作者 Bassey Bassey Okon 《Journal of Mechanics Engineering and Automation》 2011年第2期108-118,共11页
The challenges posed by fatigue propagation on engineering materials and infrastructural facilities have necessitate for proper appraisal. Fatigue involvements in engineering systems are complex requiring indepth anal... The challenges posed by fatigue propagation on engineering materials and infrastructural facilities have necessitate for proper appraisal. Fatigue involvements in engineering systems are complex requiring indepth analysis and optimization of the governing phenomena. The pervasive demand for suitable solutions to this circumstance has been the greatest problem faced by the systems engineers in the quest for delivering sustainable infrastructural development. Consequently, the removal of interdisciplinary boundaries and merge of design platforms pose a great challenge for an unprepared project engineering and technology community. It is imperative to understand the mechanisms promoting fatigue occurrences for a complete model conceptualisation and analysis improvement. In this paper, the duo evaluation--linear and effective crack length measurements are clearly shown to beacon the fatigue investigation for modem project engineering and technology. The paper has also examined the airfield pavement where this concept could be very useful. Such breakthrough would require accurate fatigue simulation and modelling platforms for inbuilt reliability and prudent resources management. Amongst the benefits of the fatigue analysis is the provision of an enabling environment for the sustainable management of engineering and technology projects. 展开更多
关键词 APPRAISAL engineering materials facilities FATIGUE infrastructure.
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Research on Optimizing the Index System of Value Assessment of Transportation Infrastructure Assets
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作者 Jie-ming Xia 《Proceedings of Business and Economic Studies》 2025年第4期202-207,共6页
This paper focuses on the optimization of the evaluation index system for the value of transportation infrastructure assets.It analyzes the shortcomings of the current system and explores the directions for optimizing... This paper focuses on the optimization of the evaluation index system for the value of transportation infrastructure assets.It analyzes the shortcomings of the current system and explores the directions for optimizing the index system from the perspectives of functionality,economy,social impact,environmental impact,and sustainability.The paper also discusses the application of the optimized index system in practical evaluation and the measures to ensure its effectiveness.The research aims to enhance the evaluation mechanism for the value of transportation infrastructure assets,providing a more scientific basis for decision-making,addressing challenges in asset management,improving the level of asset management in transportation infrastructure,and meeting the demands of high-quality development in the transportation sector in the new era. 展开更多
关键词 Transportation infrastructure Asset value evaluation Index system Optimization research
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Hybrid AI-IoT Framework with Digital Twin Integration for Predictive Urban Infrastructure Management in Smart Cities
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作者 Abdullah Alourani Mehtab Alam +2 位作者 Ashraf Ali Ihtiram Raza Khan Chandra Kanta Samal 《Computers, Materials & Continua》 2026年第1期462-493,共32页
The evolution of cities into digitally managed environments requires computational systems that can operate in real time while supporting predictive and adaptive infrastructure management.Earlier approaches have often... The evolution of cities into digitally managed environments requires computational systems that can operate in real time while supporting predictive and adaptive infrastructure management.Earlier approaches have often advanced one dimension—such as Internet of Things(IoT)-based data acquisition,Artificial Intelligence(AI)-driven analytics,or digital twin visualization—without fully integrating these strands into a single operational loop.As a result,many existing solutions encounter bottlenecks in responsiveness,interoperability,and scalability,while also leaving concerns about data privacy unresolved.This research introduces a hybrid AI–IoT–Digital Twin framework that combines continuous sensing,distributed intelligence,and simulation-based decision support.The design incorporates multi-source sensor data,lightweight edge inference through Convolutional Neural Networks(CNN)and Long ShortTerm Memory(LSTM)models,and federated learning enhanced with secure aggregation and differential privacy to maintain confidentiality.A digital twin layer extends these capabilities by simulating city assets such as traffic flows and water networks,generating what-if scenarios,and issuing actionable control signals.Complementary modules,including model compression and synchronization protocols,are embedded to ensure reliability in bandwidth-constrained and heterogeneous urban environments.The framework is validated in two urban domains:traffic management,where it adapts signal cycles based on real-time congestion patterns,and pipeline monitoring,where it anticipates leaks through pressure and vibration data.Experimental results show a 28%reduction in response time,a 35%decrease in maintenance costs,and a marked reduction in false positives relative to conventional baselines.The architecture also demonstrates stability across 50+edge devices under federated training and resilience to uneven node participation.The proposed system provides a scalable and privacy-aware foundation for predictive urban infrastructure management.By closing the loop between sensing,learning,and control,it reduces operator dependence,enhances resource efficiency,and supports transparent governance models for emerging smart cities. 展开更多
关键词 Smart cities digital twin AI-IOT framework predictive infrastructure management edge computing reinforcement learning optimization methods federated learning urban systems modeling smart governance
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A New Mathematical Framework and Spatial Decision Support System for Modeling Cascade Interdependency of Critical Infrastructure during Geo-Disasters 被引量:2
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作者 Qiuming Cheng 《Journal of Earth Science》 SCIE CAS CSCD 2017年第1期131-146,共16页
Critical infrastructures(CI) are designated sectors that if incapacitated or destroyed by natural disasters would have a serious impact on national security and economic and social welfare. Due to the interdependenc... Critical infrastructures(CI) are designated sectors that if incapacitated or destroyed by natural disasters would have a serious impact on national security and economic and social welfare. Due to the interdependency of critical infrastructures failure of one infrastructure during a natural disaster such as earthquake or flood may cause failure of another and so on through a cascade or escalating effect. Quantification of these types of interdependencies between critical infrastructures is essential for effective response and management of resources for rescue, recovery, and restoration during times of crises. This paper proposes a new mathematical framework based on an asymmetric relation matrix constructed in a bottom-up approach for modeling and analyzing interdependencies of critical infrastructures. Asymmetric dependency matrices can be constructed using the asymmetric incidence coefficient based on node-level relationships defined between nodes for measuring the strength of interdependency between node and node, node and network, and networks and networks. These asymmetric matrices are further analyzed for ranking infrastructures in terms of their relative importance and for identifying nodes and infrastructure networks that play a critical role in chain effects among infrastructures involved in geo-disaster events such as flooding. Examples of interdependency analysis for the identification of vulnerabilities among fifteen national defense-related infrastructure sectors by the Australian government and a simulated example using the newly developed GIS-based network simulator Geo PN are used to validate and demonstrate the implementation and effectiveness of interdependency analysis methods in analyzing infrastructure interdependency during a flooding event. 展开更多
关键词 infrastructure interdependency asymmetric relations disaster management GIS spatial decision support system.
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An Intrusion Detection Method for Advanced Metering Infrastructure System Based on Federated Learning 被引量:1
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作者 Haolan Liang Dongqi Liu +1 位作者 Xiangjun Zeng Chunxiao Ye 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2023年第3期927-937,共11页
An advanced metering infrastructure(AMI)system plays a key role in the smart grid(SG),but it is vulnerable to cyberattacks.Current detection methods for AMI cyberattacks mainly focus on the data center or a distribute... An advanced metering infrastructure(AMI)system plays a key role in the smart grid(SG),but it is vulnerable to cyberattacks.Current detection methods for AMI cyberattacks mainly focus on the data center or a distributed independent node.On one hand,it is difficult to train an excellent detection intrusion model on a self-learning independent node.On the other hand,large amounts of data are shared over the network and uploaded to a central node for training.These processes may compromise data privacy,cause communication delay,and incur high communication costs.With these limitations,we propose an intrusion detection method for AMI system based on federated learning(FL).The intrusion detection system is deployed in the data concentrators for training,and only its model parameters are communicated to the data center.Furthermore,the data center distributes the learning to each data concentrator through aggregation and weight assignments for collaborative learning.An optimized deep neural network(DNN)is exploited for this proposed method,and extensive experiments based on the NSL-KDD dataset are carried out.From the results,this proposed method improves detection performance and reduces computation costs,communication delays,and communication overheads while guaranteeing data privacy. 展开更多
关键词 Federated learning(FL) advanced metering infrastructure(AMI)system intrusion detection data concentrator
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Green Infrastructure and Its Inspiration for Urban Green Space System in China 被引量:1
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作者 WU Xiaomin 《Journal of Landscape Research》 2014年第6期13-16,共4页
Currently, urban Green Space Systems in China show fragile ecological conditions, the overseas Green Infrastructure is a new idea to construct urban green ecological spaces. Typical Green Infrastructure construction c... Currently, urban Green Space Systems in China show fragile ecological conditions, the overseas Green Infrastructure is a new idea to construct urban green ecological spaces. Typical Green Infrastructure construction cases in the U. K., such as London greenbelt, park system, green corridor, green chain and Green Grid were studied to analyze problems of China urban Green Space System planning, construction, and management, so as to propose suggestions for improving ecological functions of the urban Green Space System. 展开更多
关键词 Green infrastructure CASES LONDON Green Space system
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The Influence of Climate Factors on the Stability of Infrastructures: Case of Forest Ecosystem in Southern Cameroon 被引量:1
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作者 Philemon Zo’o Zame Philippe Samba Assomo 《International Journal of Geosciences》 2015年第12期1317-1322,共6页
The southern forest ecosystem of Cameroon extends from latitude 2° to 6°N and from 10° to 16°E. In order to investigate about the influence of climate factors on the infrastructures, the main param... The southern forest ecosystem of Cameroon extends from latitude 2° to 6°N and from 10° to 16°E. In order to investigate about the influence of climate factors on the infrastructures, the main parameters of local climate of that ecosystem have been evaluated. The results show that, the factors are stable and have a common trend. But, the abundance of precipitations;the important hydrographic network and the presence of dense forest appear as the majors climatic constraints that may be taken in account to ensure the stability of the infrastructures in forest ecosystem. 展开更多
关键词 FOREST ECOsystem CLIMATE Factors Stability infrastructureS Cameroon
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Model of Security Evaluation of Infrastructure as a Service Layer of Cloud Computing System 被引量:1
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作者 李传龙 高静 《Journal of Donghua University(English Edition)》 EI CAS 2015年第2期323-327,共5页
At present,most providers of cloud computing mainly provide infrastructures and services of infrastructure as a service(IaaS).But there is a serious problem that is the lack of security standards and evaluation model ... At present,most providers of cloud computing mainly provide infrastructures and services of infrastructure as a service(IaaS).But there is a serious problem that is the lack of security standards and evaluation model of IaaS.After analyzing the vulnerabilities performance of IaaS cloud computing system,the mapping relationship was established between the vulnerabilities of IaaS and the nine threats of cloud computing which was released by cloud security alliance(CSA).According to the mapping relationship,a model for evaluating security of IaaS was proposed which verified the effectiveness of the model on OpenStack by the analytic hierarchy process(AHP) and the fuzzy evaluation method. 展开更多
关键词 cloud verified judgment segmentation hierarchical evaluating partition infrastructure Encryption authentication
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China's Land System and Its Extraordinary Infrastructure Development 被引量:1
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作者 Cen Shutian 《China Economist》 2018年第2期70-86,共17页
Over the past two decades, China's infrastructure development has been extraordinary in the sense that it far exceeds GDP growth rate and unconventional in the sense that it cannot be explained with existing theor... Over the past two decades, China's infrastructure development has been extraordinary in the sense that it far exceeds GDP growth rate and unconventional in the sense that it cannot be explained with existing theories on infrastructure development.This paper found that the transformation of China's land system is an important clue:China's extraordinary infrastructure development is a result that can be explained with the transformation of its land system. Theoretically, this paper proves that with other conditions held constant, the difference of land systems has a significant effect on the optimal infrastructure supply of regions. Empirically, it can be found through the test of cross-country panel data that the transformation of China's land system around the 1990 s indeed exerted an overall impact on China's extraordinary infrastructure development. This paper implies that China's "land-supported infrastructure development" model has been pivotal to its extraordinary infrastructure development. Under the Belt and Road Initiative,China's experience of land-supported infrastructure development is of broad significance for developing countries to boost their infrastructure development. 展开更多
关键词 infrastructure land system implicit and explicit support of land political economics of growth
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Architecture and System Design for a CIM Integrating Infrastructure
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作者 徐晓飞 王刚 高国安 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1995年第2期91-95,共5页
This paper introduces the plan of a research project,in which a prototype system of the CIM-OSA-Integrating Infrastructure,HIT-IIS,will be implemented.Based on the analysis of requirements and environments,the archite... This paper introduces the plan of a research project,in which a prototype system of the CIM-OSA-Integrating Infrastructure,HIT-IIS,will be implemented.Based on the analysis of requirements and environments,the architecture and the plan of HIT-IIS are proposed. 展开更多
关键词 ss:Computer Integrated MANUFACTURING CIM Integrating infrastructure CIM-OSA application software PLATFORM
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Delivery Invoice Information Classification System for Joint Courier Logistics Infrastructure
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作者 Youngmin Kim Sunwoo Hwang +1 位作者 Jaemin Park Joouk Kim 《Computers, Materials & Continua》 SCIE EI 2023年第5期3027-3044,共18页
With the growth of the online market,demand for logistics and courier cargo is increasing rapidly.Accordingly,in the case of urban areas,road congestion and environmental problems due to cargo vehicles are mainly occu... With the growth of the online market,demand for logistics and courier cargo is increasing rapidly.Accordingly,in the case of urban areas,road congestion and environmental problems due to cargo vehicles are mainly occurring.The joint courier logistics system,a plan to solve this problem,aims to establish an efficient logistics transportation system by utilizing one joint logistics delivery terminal by several logistics and delivery companies.However,several courier companies use different types of courier invoices.Such a system has a problem of information data transmission interruption.Therefore,the data processing process was systematically analyzed,a practically feasible methodology was devised,and delivery invoice information processing standards were established for this.In addition,the importance of this paper can be emphasized in terms of data processing in the logistics sector,which is expected to grow rapidly in the future.The results of this study can be used as basic data for the implementation of the logistics joint delivery terminal system in the future.And it can be used as a basis for securing the operational reliability of the joint courier logistics system. 展开更多
关键词 Joint courier logistics base infrastructure logistics cooperation urban public infrastructure YOLOv4 object detection algorithm
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Development Strategy of Infrastructure Risk Assessment Based Disaster Response and Management System
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作者 Eun-Ho Oh Kyoon-Tai Kim +2 位作者 Kyong-Hoon Kim Jin-Man Kim Jin-Woo Cho 《World Journal of Engineering and Technology》 2014年第3期27-35,共9页
Major infrastructures such as levee, dam, bridge, road, etc. have a significant meaning in that they are the means to support ordinary social and industrial activities and also protect human and physical assets at the... Major infrastructures such as levee, dam, bridge, road, etc. have a significant meaning in that they are the means to support ordinary social and industrial activities and also protect human and physical assets at the occurrence of disaster. Especially, integrated risk management of SOC facilities provides the policy maker in charge of SOC facility safety and related disaster prevention with a reasonable means of decision making and ultimately contributes to improving the safety of the applicable SOC facility. Furthermore, a variety of issues raised in the Sewol ferry disaster that occurred recently in Korea, such as, a proper response method and the relevant Golden time decision making at the occurrence of disaster, rapid grasping and reporting the situation on disaster sites, management and mobilization of resources for rescue and recover, loss of integrated control tower function, etc., might occur as well in facility disaster management. As the method of solving such issues adequately, this study suggests a strategy of new disaster response and management system. The analyses of Hazus-MH (FEMA) and DIMSuS (Purdue University) were comprehensively conducted, and based on the results required functions of new disaster response system of major infrastructure and its development directions were suggested. 展开更多
关键词 infrastructure Risk Assessment DISASTER Response DECISION-MAKING
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Development of an Analytical Model of the Process of Cybersecurity Protection of Distributed Information Systems of Critical Infrastructure
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作者 Ramaz R. Shamugia 《International Journal of Communications, Network and System Sciences》 2020年第10期161-169,共9页
This article is dedicated to the creation of the analytical model of quantitative estimation of cybersecurity of Information Systems of Critical Infrastructure (ISCI). The model takes into consideration the existence,... This article is dedicated to the creation of the analytical model of quantitative estimation of cybersecurity of Information Systems of Critical Infrastructure (ISCI). The model takes into consideration the existence, in the discussed ISCI, of both the intelligent tools of detection, analysis and identification of threats and vulnerabilities and means for restauration and elimination of their consequences. The development of the model also takes into consideration probabilistic nature of flow of events happening in ISCI and transferring the system between different states of cybersecurity. Among such probabilistic events we mean any operational perturbations (that can cause extreme situations) happening in ISCI under the influence of cyber-threats, as well as events concerning restoration and elimination of consequences of such cyber-threats. In this work, as methods of modelling, there have been used methods of system-oriented analysis based on theory of probability, theory of reliability and theory of queues. These methods enabled to describe analytically dependence of effectiveness indices of ISCI operation on abovementioned probabilistic processes. 展开更多
关键词 CYBERSPACE Critical infrastructure Multichannel Queuing system CYBERSECURITY Cybersecurity Protection system
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Study on Dynamic Management System of City Infrastructure Construction Projects based on Web Technology
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作者 Yan Peng 《International Journal of Technology Management》 2014年第8期16-19,共4页
The article analyzes the current situation of city infrastructure construction in China, elaborated needs if our country city infrastructure construction projects in various stages of information management, a framewo... The article analyzes the current situation of city infrastructure construction in China, elaborated needs if our country city infrastructure construction projects in various stages of information management, a framework of information platform are presented for city infrastructure projects of our construction comprehensive control, and efficient management city infrastructure construction project, and provide collaboration platform for the party in the infrastructure construction projects. 展开更多
关键词 Web platform infrastructure informatization dynamic management
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Recent Advances in Sustainable Concrete and Steel Alternatives for Marine Infrastructure 被引量:2
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作者 Kiran Napte Ganesh E.Kondhalkar +4 位作者 Shilpa Vishal Patil Pallavi Vishnu Kharat Snehal Mayur Banarase Anant Sidhappa Kurhade Shital Yashwant Waware 《Sustainable Marine Structures》 2025年第2期107-131,共25页
Marine infrastructure is increasingly vulnerable to harsh environmental conditions that accelerate the degradation of traditional materials such as Portland cement concrete and carbon steel.This review systematically ... Marine infrastructure is increasingly vulnerable to harsh environmental conditions that accelerate the degradation of traditional materials such as Portland cement concrete and carbon steel.This review systematically investigates recent advancements in sustainable alternatives,including geopolymer concrete,engineered innovacementitious composites(ECC),bio-concrete,fiber-reinforced polymers(FRPs),and bamboo,stainless steel,and steel-CFRP hybrid bars.Each material is evaluated based on marine durability,mechanical performance,environmental impact,and cost feasibility using life cycle assessment,durability modelling,and a multi-criteria decisionsupport framework.The results reveal that geopolymer concrete and FRP reinforcement’s exhibit superior corrosion resistance and environmental benefits,while ECC and steel-CFRP composites offer structural resilience with moderate environmental trade-offs.However,challenges remain in long-term performance validation,standardization,and market integration.The review concludes that a combined approach involving innovative materials,computational tools,and sustainability assessment is essential for advancing marine infrastructure.Outlook recommendations include focused field studies,development of regulatory guidelines,and interdisciplinary collaboration to drive the practical adoption of eco-efficient materials in coastal and offshore construction. 展开更多
关键词 Bio-Concrete Self-Healing Materials Corrosion-Resistant Reinforcement Fiber-Reinforced Polymer(FRP)Composites Geopolymer Concrete Life Cycle Assessment in Construction Sustainable Marine infrastructure
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The Looming Threat Blackout of the National Grid and Critical Infrastructure (A National Security Crisis) 被引量:1
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作者 Bahman Zohuri 《Journal of Energy and Power Engineering》 2025年第1期31-35,共5页
The national grid and other life-sustaining critical infrastructures face an unprecedented threat from prolonged blackouts,which could last over a year and pose a severe risk to national security.Whether caused by phy... The national grid and other life-sustaining critical infrastructures face an unprecedented threat from prolonged blackouts,which could last over a year and pose a severe risk to national security.Whether caused by physical attacks,EMP(electromagnetic pulse)events,or cyberattacks,such disruptions could cripple essential services like water supply,healthcare,communication,and transportation.Research indicates that an attack on just nine key substations could result in a coast-to-coast blackout lasting up to 18 months,leading to economic collapse,civil unrest,and a breakdown of public order.This paper explores the key vulnerabilities of the grid,the potential impacts of prolonged blackouts,and the role of AI(artificial intelligence)and ML(machine learning)in mitigating these threats.AI-driven cybersecurity measures,predictive maintenance,automated threat response,and EMP resilience strategies are discussed as essential solutions to bolster grid security.Policy recommendations emphasize the need for hardened infrastructure,enhanced cybersecurity,redundant power systems,and AI-based grid management to ensure national resilience.Without proactive measures,the nation remains exposed to a catastrophic power grid failure that could have dire consequences for society and the economy. 展开更多
关键词 National grid blackout critical infrastructure security EMP cyberattack resilience AI-powered grid protection ML in energy security power grid vulnerabilities physical attacks on infrastructure predictive maintenance for power grids energy crisis and national security
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A review of intelligent technologies for underground construction and infrastructure maintenance 被引量:1
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作者 Weiqiang Xie Wenzhao Meng Wei Wu 《Intelligent Geoengineering》 2025年第1期22-34,共13页
Scientific and technological advancements are rapidly transforming underground engineering,shifting from labor-intensive,time-consuming methods to automated,real-time systems.This timely and comprehensive review cover... Scientific and technological advancements are rapidly transforming underground engineering,shifting from labor-intensive,time-consuming methods to automated,real-time systems.This timely and comprehensive review covers in-situ testing,intelligent monitoring,and geophysical testing methods,highlighting fundamental principles,testing apparatuses,data processing techniques,and engineering applications.The state-of-the-art summary emphasizes not only cutting-edge innovations for complex and harsh environments but also the transformative role of artificial intelligence and machine learning in data interpretations.The integration of big data and advanced algorithms is particularly impactful,enabling the identification,prediction,and mitigation of potential risks in underground projects.Key aspects of the discussion include detection capabilities,method integration,and data convergence of intelligent technologies to drive enhanced safety,operational efficiency,and predictive reliability.The review also examines future trends in intelligent technologies,emphasizing unified platforms that combine multiple methods,real-time data,and predictive analytics.These advancements are shaping the evolution of underground construction and maintenance,aiming for risk-free,high-efficiency underground engineering. 展开更多
关键词 Underground construction infrastructure maintenance In-situ testing Intelligent monitoring Geophysical investigation
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