A novel framework for risk assessment and resilience of critical infrastructure towards climate change

被引:119
作者
Kumar, Nikhil [1 ]
Poonia, Vikas [1 ]
Gupta, B. B. [2 ,3 ]
Goyal, Manish Kumar [1 ]
机构
[1] Indian Inst Technol, Discipline Civil Engn, Indore 453552, India
[2] NIT Kurukshetra, Dept Comp Engn, Kurukshetra, Haryana, India
[3] Asia Univ, Dept Comp Sci & Informat Engn, Taichung, Taiwan
基金
日本学术振兴会;
关键词
Risk; Climate change; Machine learning; Critical infrastructure; EXTREME EVENTS; PRECIPITATION EXTREMES; PAN EVAPORATION; DROUGHT; SECURITY; TEMPERATURE; DEFINITION; LIKELIHOOD; PRIVACY; BASIN;
D O I
10.1016/j.techfore.2020.120532
中图分类号
F [经济];
学科分类号
02 ;
摘要
The persistent extreme weather events (floods, droughts, heatwaves, etc.) are increasing the risks towards critical infrastructure (C.I). Therefore, it is essential to enhance the resilience of our C.I to withstand such events in the present and future. Here, a review of current and projected impacts of climate change is conducted on extreme events and on possible implications on C.I is carried out, which suggests that such events can have a severe impact on C.Is. Also, two studies on the behaviour of precipitation extremes and temporal evolution of drought across India are carried out, taking into account the corresponding impacts on C.Is. It indicated that north-western, north-eastern westernmost regions and western Ghats are highly susceptible to floods and northern, central-eastern, western, and central regions are prone towards co-occurrence of floods and droughts. Also, a case study on Kharif paddy yield forecasting using different machine learning (ML) models is carried out, where the random forest was found to be the most suitable model for yield prediction. Finally, we put forward a robust framework for risk assessment and improving the resilience of C.Is based upon the principles of flexibility, diversity, and industrial ecology, incorporating both short-term and long-term impacts of climate risk.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] Towards the effect of climate change in structural loads of urban infrastructure: A review
    Mishra, Varun
    Sadhu, Ayan
    [J]. SUSTAINABLE CITIES AND SOCIETY, 2023, 89
  • [22] Australian Seaport Infrastructure Resilience to Climate Change
    Kong, Daniel
    Setunge, Sujeeva
    Molyneaux, Tom
    Zhang, Guomin
    Law, David
    [J]. INNOVATION IN CIVIL ENGINEERING, ARCHITECTURE AND SUSTAINABLE INFRASTRUCTURE, 2012, 238 : 350 - 357
  • [23] Towards measurable resilience: A novel framework tool for the assessment of resilience levels in slums
    Woolf, Simon
    Twigg, John
    Parikh, Priti
    Karaoglou, Anna
    Cheaib, Tarek
    [J]. INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION, 2016, 19 : 280 - 302
  • [24] Longtime Prediction of Climate-weather Change Influence on Critical Infrastructure Safety and Resilience
    Torbicki, M.
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEE IEEM), 2018, : 996 - 1000
  • [25] Assessment of the cost of climate change impacts on critical infrastructure in the circumpolar Arctic
    Suter, Luis
    Streletskiy, Dmitry
    Shiklomanov, Nikolay
    [J]. POLAR GEOGRAPHY, 2019, 42 (04) : 267 - 286
  • [26] Critical Infrastructure - from Risk Management towards the Protection Management Framework
    Bialas, Andrzej
    [J]. PROCEEDINGS OF THE 11TH SCIENTIFIC CONFERENCE INTERNET IN THE INFORMATION SOCIETY 2016, 2016, : 267 - 283
  • [27] Risks to Coastal Critical Infrastructure from Climate Change
    Pal, Indrajit
    Kumar, Anil
    Mukhopadhyay, Anirban
    [J]. ANNUAL REVIEW OF ENVIRONMENT AND RESOURCES, 2023, 48 : 681 - 712
  • [28] Adapting critical infrastructure to climate change: A scoping review
    Huddleston, Pippa
    Smith, Tim
    White, Iain
    Elrick-Barr, Carmen
    [J]. ENVIRONMENTAL SCIENCE & POLICY, 2022, 135 : 67 - 76
  • [29] Of critical importance: Toward a quantitative probabilistic risk assessment framework for critical infrastructure
    Nas, Ivo
    Helsloot, Ira
    Cator, Eric
    [J]. JOURNAL OF CONTINGENCIES AND CRISIS MANAGEMENT, 2023, 31 (02) : 171 - 184
  • [30] Resilience assessment framework for critical infrastructure in a multi-hazard environment: Case study on transport assets
    Argyroudis, Sotirios A.
    Mitoulis, Stergios A.
    Hofer, Lorenzo
    Zanini, Mariano Angelo
    Tubaldi, Enrico
    Frangopol, Dan M.
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 714 (714)