International Journal of Critical Infrastructure Protection最新文献

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Securing industrial control systems: Developing a SCADA/IoT test bench and evaluating lightweight cipher performance on hardware simulator 确保工业控制系统的安全:开发 SCADA/IoT 测试台并在硬件模拟器上评估轻量级密码性能
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-08-23 DOI: 10.1016/j.ijcip.2024.100705
Darshana Upadhyay , Sagarika Ghosh , Hiroyuki Ohno , Marzia Zaman , Srinivas Sampalli
{"title":"Securing industrial control systems: Developing a SCADA/IoT test bench and evaluating lightweight cipher performance on hardware simulator","authors":"Darshana Upadhyay ,&nbsp;Sagarika Ghosh ,&nbsp;Hiroyuki Ohno ,&nbsp;Marzia Zaman ,&nbsp;Srinivas Sampalli","doi":"10.1016/j.ijcip.2024.100705","DOIUrl":"10.1016/j.ijcip.2024.100705","url":null,"abstract":"<div><p>This paper addresses the critical need for enhancing security in Supervisory Control and Data Acquisition (SCADA) networks within Industrial Control Systems (ICSs) to protect the industrial processes from cyber-attacks. The purpose of our work is to propose and evaluate lightweight security measures to safeguard critical infrastructure resources. The scope of our effort involves simulating a secure SCADA/IoT-based hardware test bench for ICSs, utilizing Modbus and MQTT communication protocols. Through case studies in remote servo motor control, water distribution systems, and power system voltage level indicators, vulnerabilities such as Denial of Service (DoS) and Man-in-The-Middle (MiTM) attacks are identified, and security recommendations are provided. To execute our work, we deploy lightweight ciphers such as Prime Counter &amp; Hash Chaining (PCHC) and Ascon algorithm with Compression Rate (ACR) for secure information exchange between the plant floor and the control center. Evaluation of these ciphers on Raspberry Pi focuses on execution speed and memory utilization. Additionally, a comparison with the AGA-12 protocol standard for SCADA networks is conducted to underscore the efficacy of the proposed security measures. Our findings include the identification of SCADA network vulnerabilities and the proposal of lightweight security measures to mitigate risks. Performance evaluation of the proposed ciphers on Raspberry Pi demonstrates their effectiveness, emphasizing the importance of deploying such measures to ensure resilience against cyber threats in SCADA environments.</p></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100705"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1874548224000465/pdfft?md5=aab404315863014667e25aa2e54961de&pid=1-s2.0-S1874548224000465-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142088708","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SIRT: A distinctive and smart invasion recognition tool (SIRT) for defending IoT integrated ICS from cyber-attacks SIRT:一种独特的智能入侵识别工具(SIRT),用于防御物联网集成 ICS 遭受网络攻击
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-10-09 DOI: 10.1016/j.ijcip.2024.100720
M.S. Kavitha , G. Sumathy , B. Sarala , J. Jasmine Hephzipah , R. Dhanalakshmi , T.D. Subha
{"title":"SIRT: A distinctive and smart invasion recognition tool (SIRT) for defending IoT integrated ICS from cyber-attacks","authors":"M.S. Kavitha ,&nbsp;G. Sumathy ,&nbsp;B. Sarala ,&nbsp;J. Jasmine Hephzipah ,&nbsp;R. Dhanalakshmi ,&nbsp;T.D. Subha","doi":"10.1016/j.ijcip.2024.100720","DOIUrl":"10.1016/j.ijcip.2024.100720","url":null,"abstract":"<div><div>With the rise of smart industries, Industrial Control Systems (ICS) has to move from isolated settings to networked environments to meet the objectives of Industry 4.0. Because of the inherent interconnection of these services, systems of this type are more vulnerable to cybersecurity breaches. To protect ICSs from cyberattacks, intrusion detection systems equipped with Artificial Intelligence characteristics have been used to spot unusual system behavior. The main research problem focused on this work is to guarantee ICS security, a variety of security strategies and automated technologies have been established in past literary works. However, the main problems they face include a high proportion of incorrect predictions, longer execution times, more complex system designs, and decreased efficiency. Thus, developing and putting in place a Smart Invasion Recognition Tool (SIRT) to defend critical infrastructure systems against new cyberattacks is the main goal of this project. This system cleans and normalizes the supplied ICS data using a unique preprocessing technique called Variational Data Normalization (VDN). Furthermore, a novel hybrid technique called Frog Leap-based Ant Movement Optimization (FLAMO) is applied to choose the most important and necessary features from normalized industrial data. Furthermore, the methodology of Weighted Bi-directional Gated Recurrent Network (WeBi-GRN) is utilized to precisely distinguish between genuine and malicious samples from information collected by ICS. This work validates and evaluates the performance findings using many assessment indicators and a range of open-source ICS data. According to the study's findings, the proposed SIRT model accurately classifies the different types of assaults from the industrial data with 99 % accuracy.</div></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100720"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142526135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Space cybersecurity challenges, mitigation techniques, anticipated readiness, and future directions 空间网络安全挑战、缓解技术、预期准备情况和未来方向
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-11-13 DOI: 10.1016/j.ijcip.2024.100724
Shah Khalid Khan , Nirajan Shiwakoti , Abebe Diro , Alemayehu Molla , Iqbal Gondal , Matthew Warren
{"title":"Space cybersecurity challenges, mitigation techniques, anticipated readiness, and future directions","authors":"Shah Khalid Khan ,&nbsp;Nirajan Shiwakoti ,&nbsp;Abebe Diro ,&nbsp;Alemayehu Molla ,&nbsp;Iqbal Gondal ,&nbsp;Matthew Warren","doi":"10.1016/j.ijcip.2024.100724","DOIUrl":"10.1016/j.ijcip.2024.100724","url":null,"abstract":"<div><div>Space Cybersecurity (SC) is becoming critical due to the essential role of space in global critical infrastructure – enabling communication, safe air travel, maritime trade, weather monitoring, environmental surveillance, financial services, and defence systems. Simultaneously, involving diverse stakeholders in space operations further amplifies this criticality. Similarly, previous research has identified isolated vulnerabilities in SC and proposed individual solutions to mitigate them. While such studies have provided useful insights, they do not offer a comprehensive analysis of space cyber-attack vectors and a critical evaluation of the effectiveness of mitigation strategies. This study addresses this problem by holistically examining the scope of potential space cyber-attack vectors, encompassing the ground, space, user, cloud, communication channels, and supply chain segments. Furthermore, the study evaluates the effectiveness of legacy security controls and frameworks and outlines SC-vector-aligned counterstrategies and mitigation techniques to tackle the unique SC threats. Based on the analysis, the study proposes future research directions to develop and test advanced technological solutions and regulatory and operational frameworks to establish international standards policies and foster stakeholder collaboration. The study contributes a multi-disciplinary foundation and roadmap that researchers, technology developers, and decision-makers can draw on in shaping a robust and sustainable SC framework.</div></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100724"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142703046","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An AutoML-based security defender for industrial control systems 基于 AutoML 的工业控制系统安全防御器
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-09-05 DOI: 10.1016/j.ijcip.2024.100718
Danish Vasan , Ebtesam Jubran S. Alqahtani , Mohammad Hammoudeh , Adel F. Ahmed
{"title":"An AutoML-based security defender for industrial control systems","authors":"Danish Vasan ,&nbsp;Ebtesam Jubran S. Alqahtani ,&nbsp;Mohammad Hammoudeh ,&nbsp;Adel F. Ahmed","doi":"10.1016/j.ijcip.2024.100718","DOIUrl":"10.1016/j.ijcip.2024.100718","url":null,"abstract":"<div><p>Securing Industrial Control Systems (ICS) against cyber threats is crucial for maintaining operational reliability and safety in critical infrastructure. Traditional Machine Learning (ML) approaches in ICS development require substantial domain expertise, posing challenges for non-experts. To address this gap, we propose and evaluate ICS-defender, a defense mechanism to enhance ICS security through Automated Machine Learning (AutoML) techniques. Our approach leverages sophisticated feature engineering and AutoML to automate model selection, training, aggregation, and optimization, thereby reducing the dependency on specialized knowledge. We evaluate ICS-defender against state-of-the-art AutoML frameworks using diverse datasets from power systems and electric vehicle chargers. Experimental results consistently demonstrate that ICS-defender outperforms existing frameworks in terms of accuracy and robustness, achieving average accuracies of 93.75%, 94.34%, and 87.12% for power systems attacks datasets and 94.23% for the electric vehicle charging station attacks dataset, surpassing baseline algorithms. This research contributes to advancing secure and resilient ICS, offering significant implications for broader applications and future enhancements in industrial cybersecurity.</p></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100718"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142164704","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Physical threats vs Cyber threats 物理威胁vs网络威胁
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-12-10 DOI: 10.1016/S1874-5482(24)00075-1
Roberto Setola
{"title":"Physical threats vs Cyber threats","authors":"Roberto Setola","doi":"10.1016/S1874-5482(24)00075-1","DOIUrl":"10.1016/S1874-5482(24)00075-1","url":null,"abstract":"","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100734"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143154825","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimized unmanned aerial vehicle pathway system in disaster resilience network 灾备网络中无人机路径系统的优化
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-11-29 DOI: 10.1016/j.ijcip.2024.100726
Yi-Wei Ma, Desti Syuhada
{"title":"Optimized unmanned aerial vehicle pathway system in disaster resilience network","authors":"Yi-Wei Ma,&nbsp;Desti Syuhada","doi":"10.1016/j.ijcip.2024.100726","DOIUrl":"10.1016/j.ijcip.2024.100726","url":null,"abstract":"<div><div>After a disaster, the interruption of networks in affected areas is a significant challenge, exacerbated by the malfunction of base stations and the complete absence of network infrastructure. Hence, the objective of this study is to achieve a systematic and well-supported path in the post-disaster system through the optimization of coverage area and the provision of high-quality service. Therefore, this study aims to enhance the extent of coverage and transmission efficiency by considering the specific needs of users to establish a logical and systematic flight path of Unmanned Aerial Vehicles (UAVs) in a post-disaster scenario. This study demonstrates a 12.7 % availability advantage over random methods that do not consider users and only generalize cluster length. This study optimizes the performance of the UAV by adjusting its altitude position best to meet the requirements of its coverage and transmission quality.</div></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100726"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142748486","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comprehensive vulnerability assessment for environmental facility depending on spatial characteristics in South Korea 根据韩国的空间特征对环境设施进行综合脆弱性评估
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-08-27 DOI: 10.1016/j.ijcip.2024.100715
Young Hwan Choi , Do Guen Yoo , Pill Jae Kwak , Hyung Do Kim , Jungsu Park , Jaehyeoung Park , Younghan Yoon
{"title":"Comprehensive vulnerability assessment for environmental facility depending on spatial characteristics in South Korea","authors":"Young Hwan Choi ,&nbsp;Do Guen Yoo ,&nbsp;Pill Jae Kwak ,&nbsp;Hyung Do Kim ,&nbsp;Jungsu Park ,&nbsp;Jaehyeoung Park ,&nbsp;Younghan Yoon","doi":"10.1016/j.ijcip.2024.100715","DOIUrl":"10.1016/j.ijcip.2024.100715","url":null,"abstract":"<div><p>Among environmental facilities, wastewater treatment facilities have a crucial role in sustaining human life, and any occurrence of an earthquake or flood within these facilities can result in various social, economic, and environmental issues, either directly or indirectly. Therefore, a quantitative vulnerability assessment of wastewater treatment facilities is necessary to minimize and prevent damage from earthquakes and flood disasters. For this reason, this study introduces a novel indicator to assess the susceptibility of disasters, considering aspects of exposure, sensitivity, and adaptive capacity. The newly proposed indicator encompasses numerous evaluation criteria, topography, natural surroundings, hydraulic systems, structural composition, and non-structural features. Also, Weights derived using the combined weight calculation (CWC) method, which combined the analytic hierarchy process (AHP) and entropy weight method were applied to the indicator. It was tested across 23 cities to validate its efficacy, revealing a substantial correlation between the vulnerability index and the specific attributes of the city's wastewater treatment facilities. Therefore, this study analyzed wastewater treatment facilities by comparing the attributes of the urban areas under investigation, such as topological characteristics, urbanization levels, population density, infrastructure quality, and disaster preparedness resources available. The suggested methodology can facilitate the development of strategies aimed at averting damage caused by earthquakes or floods and reducing the adverse impact on wastewater treatment facilities while considering the unique characteristics of the urban setting in question.</p></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100715"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142164705","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digital Twin-assisted anomaly detection for industrial scenarios 工业场景中的数字双胞胎辅助异常检测
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-10-23 DOI: 10.1016/j.ijcip.2024.100721
Cristina Alcaraz, Javier Lopez
{"title":"Digital Twin-assisted anomaly detection for industrial scenarios","authors":"Cristina Alcaraz,&nbsp;Javier Lopez","doi":"10.1016/j.ijcip.2024.100721","DOIUrl":"10.1016/j.ijcip.2024.100721","url":null,"abstract":"<div><div>Industry 5.0 is the current industrial paradigm that inherits the technological diversity of its predecessor, Industry 4.0, but includes three priority goals: (i) <em>resilience</em>, (ii) <em>sustainability</em> and (iii) <em>human-centeredness</em>. Through these three goals, Industry 5.0 pursues a more far-reaching digital transformation in industrial ecosystems with high protection guarantees. However, the deployment of innovative information technologies for this new digital transformation also requires considering their implicit vulnerabilities and threats in order to avoid any negative impacts on the three Industry 5.0 goals, and to prioritize cybersecurity aspects so as to ensure acceptable protection levels. This paper, therefore, proposes a detection framework composed of a Digital Twin (DT) and machine learning algorithms for online protection, supporting the resilience that Industry 5.0 seeks. To validate the approach, this work includes several practical studies on a real industrial control testbed to demonstrate the feasibility and accuracy of the framework, taking into account a set of malicious perturbations in several critical sections of the system. The results highlight the effectiveness of the DT in complementing the anomaly detection processes, especially for advanced and stealthy threats.</div></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100721"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142551975","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
FingerCI: Writing industrial process specifications from network traffic FingerCI:从网络流量中编写工业流程规范
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-11-19 DOI: 10.1016/j.ijcip.2024.100725
Filipe Apolinário , Nelson Escravana , Éric Hervé , Miguel L. Pardal , Miguel Correia
{"title":"FingerCI: Writing industrial process specifications from network traffic","authors":"Filipe Apolinário ,&nbsp;Nelson Escravana ,&nbsp;Éric Hervé ,&nbsp;Miguel L. Pardal ,&nbsp;Miguel Correia","doi":"10.1016/j.ijcip.2024.100725","DOIUrl":"10.1016/j.ijcip.2024.100725","url":null,"abstract":"<div><div>Critical infrastructures (CIs) are often targets of cyber-attacks, requiring accurate process specifications to identify and defend against incidents. However, discrepancies between these specifications and real-world CI conditions arise due to the costly process of manual specification by experts.</div><div>This paper introduces <span>FingerCI</span>, a method for automatically generating CI process specifications through network traffic analysis and physical behavior modeling. By defining a Specification Language that integrates with existing systems, <span>FingerCI</span> extracts industrial process specifications without infrastructure changes or downtime. The specifications include a behavior model that validates physical correctness.</div><div>We evaluated <span>FingerCI</span> on a digital twin of an airport baggage handling system, achieving 99.98% fitness to observed behavior. Our method improves cybersecurity and fault detection with high accuracy.</div></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100725"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142703044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Resilience quantification and recovery strategy simulation for urban underground logistics systems under node and link attacks: A case study of Nanjing city 节点与链路攻击下城市地下物流系统的弹性量化与恢复策略模拟:南京市案例研究
IF 4.1 3区 工程技术
International Journal of Critical Infrastructure Protection Pub Date : 2024-12-01 Epub Date: 2024-08-11 DOI: 10.1016/j.ijcip.2024.100704
Ying Lu, Qingling Wang, Shiyu Huang, Wenhui Yu, Shuyue Yao
{"title":"Resilience quantification and recovery strategy simulation for urban underground logistics systems under node and link attacks: A case study of Nanjing city","authors":"Ying Lu,&nbsp;Qingling Wang,&nbsp;Shiyu Huang,&nbsp;Wenhui Yu,&nbsp;Shuyue Yao","doi":"10.1016/j.ijcip.2024.100704","DOIUrl":"10.1016/j.ijcip.2024.100704","url":null,"abstract":"<div><p>Urban Underground Logistics Systems (UULS) have become an emerging solution to mitigate urban surface traffic congestion, environmental pollution, and surface transport safety risks. However, during the operation of UULS, the use of advanced technologies such as the Internet of Things (IoT) introduces cybersecurity risks to the system. Moreover, severe natural disasters can also cause damage to underground transportation network links. Existing research and planning primarily concentrate on the system design and benefits of UULS, neglecting the system's service level under attack scenarios. This study outlines three representative UULS network prototypes and proposes a resilience quantification method centered on logistics efficiency. It also focuses on comparing the effectiveness of three recovery strategies. These strategies give priority to maximum flow, betweenness centrality, and regional importance, as well as the priority of node and link repairs. The resilience quantification method and recovery strategies are applied in a case study set in Nanjing City. The case study results reveal that the Two-echelon network shows exceptional resilience. Regarding the effectiveness of recovery strategies, the strategy based on maximum flow proves to be the most effective, and focusing on node repair can lead to higher system resilience. Based on these findings, this study offers recommendations to transportation and logistics management decision-makers, focusing on UULS resilience and recovery strategy selection. These recommendations are intended to provide valuable guidance for the planning and design of future UULS, ensuring their resilience and reliability.</p></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100704"},"PeriodicalIF":4.1,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142149321","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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