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Climate change research on transportation systems: Climate risks, adaptation and planning

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Abstract

With the occurrence of more frequent and intense climate change events, transportation systems, including their infrastructure and operations become increasingly vulnerable. However, the existing research related to climate risks, adaptation and planning in the transport sector is still at an embryonic stage. Understanding such, this paper presents a critical review on climate risks, adaptation strategies and planning in the context of road and rail transportation systems. It aims to conduct a rigorous survey, to highlight any significant research gaps not addressed in past studies and to analyse current emerging topics to guide future directions. It critically dissects the selected papers by categorising them into several dimensions to reveal the status quo and potential challenges, including climate risk assessment, transport asset management, climate planning and policy, and adaptation of transport infrastructure to climate change. It will provide valuable references for future research and constructive insights and empirical guidance on climate adaptation, risk analysis, transport planning and other important relevant topics.

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... on the transportation sector, as floods and sea-level rise have damaged transportation infrastructure, extreme heat has melted public transportation infrastructure and made it difficult to travel outside of a vehicle, and wildfires have forced the closure of transportation corridors (de Abreu et al., 2022;Lindgren et al., 2009;Oswald & Treat, 2013;T. Wang et al., 2020). ...
... 013;Braun & Fraser, 2022;Caprì et al., 2016). For example, on extremely hot days, pedestrians might choose longer routes if those routes are shaded (Melnikov et al., 2022). Yet climate adaptation plans in U.S. cities (Brousseau et al., 2024;Mullenbach & Wilhelm Stanis, 2022) and other countries worldwide (Aboagye & Sharifi, 2023Aguiar et al., 2018;T. Wang et al., 2020) have had a limited focus on active transportation. Additionally, underserved groups (including lowincome people and people of color) are less likely to have access to a car, and they might be particularly exposed to these vulnerabilities as their neighborhoods tend to include more heat-trapping surfaces and less green space than less di ...
... fforts to adapt to climate change, such as planting trees, building parks, installing green stormwater infrastructure, using different paving, and creating infrastructure to increase coastal resilience (Brousseau et al., 2024;de Abreu et al., 2022;Fields & Renne, 2021;Meerow & Keith, 2022;Nasrollahi et al., 2020;Taleghani, 2018;Turner et al., 2022;T. Wang et al., 2020;Wong et al., 2021). Research has also examined the barriers and facilitators of these climate adaptation efforts for transportation in Global North and Global South countries. ...
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Despite efforts to mitigate climate change by promoting active travel, limited research has focused on climate adaptation for active transportation (CAAT) initiatives. To address this gap, we conducted a qualitative study based on interviews with 30 planning professionals to uncover what CAAT projects U.S. cities are implementing, their barriers, and their facilitators. We found that U.S. cities are increasingly implementing CAAT projects such as street trees and green stormwater infrastructure to address threats like extreme heat and pluvial flooding. Importantly, CAAT projects require collaborations between city departments (e.g., transportation and forestry). We also identified a complex network of barriers and facilitators shaping CAAT project implementation. Funding, politics, laws, and cross-department collaborations can be barriers and facilitators, and supportive (or unsupportive) politics and laws are strongly connected. Additionally, underserved communities face unique barriers to implementing CAAT projects, but recent facilitators such as dedicated funding have contributed to equitable investment.
... Establishing an index to measure seaport risk is vital in this regard (Laxe et al., 2012;Proag, 2014;Reggiani et al., 2015;Wang et al., 2020a;Phadikar, 2021). ...
... Developing resilience plans for seaports Laxe et al., 2012;Proag, 2014;Reggiani et al., 2015;Wang et al., 2020a;Phadikar, 2021 Working Together Collaboration among stakeholders to reduce recovery costs Ryan-Henry & Becker, 2020 ...
... Utilising renewable energy sources for seaport operations IPCC, 2011;Nguyen et al., 2022;Le et al., 2021;Nižetić et al., 2021;Wang et al., 2020a;Nguyen et al., 2020; Carbon Sequestration Implementing ecosystem approaches for carbon sequestration Agbelade and Onyekwelu, 2020 ...
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This research has managed to close the gap between factors from the seaports that contribute to climate change. Seaports heavy dependency on fossil fuels and continued contribution of GHG have been significant. Increasing global trade will further enhance the contribution. Aligning with Sustainable development with goal of achieving zero carbon emissions by 2050, it is a must for seaports to look for alternatives to mitigating the factors that have continuously contributed to climate change. This research paper has highlighted a few approaches, such as green technologies, collaboration and others to guide through the transition period.
... Current analyses show that logistics service providers face significant climate risks (e.g., Sanchis et al., 2020). Neglecting or delaying the consideration of climate change mitigation and adaptation in corporate strategies could exacerbate the impacts of climate change or affect the success of climate change mitigation measures (Wang et al., 2020). Therefore, addressing combined strategies against climate mitigation and adaptation within the transport industry is essential. ...
... Research on climate mitigation in freight transport is well-advanced, addressing the measurement, management, and minimization of greenhouse gas (GHG) emissions (e.g., Taptich et al., 2016;Yan et al., 2021). In contrast, research on climate adaptation in the transport sector is still in the early stages of determining climate risks (Wang et al., 2020). Some studies on the impacts of climate change on major inland waterways (e.g., Zheng and Kim, 2017;Jonkeren et al., 2011), road transportation (e.g., Suarez et al., 2005), and rail transportation (e.g., Sanchis et al., 2020) can already be found. ...
... Some studies on the impacts of climate change on major inland waterways (e.g., Zheng and Kim, 2017;Jonkeren et al., 2011), road transportation (e.g., Suarez et al., 2005), and rail transportation (e.g., Sanchis et al., 2020) can already be found. However, the main focus of these studies is on physical infrastructure (Wang et al., 2020). The Sustainability Accounting Standards Board (2017) also confirms the research gap in physical and transitory risks of transportation companies-especially in road, rail, and maritime freight. ...
Article
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Due to climate change, extreme weather events will increase in intensity, frequency, and duration in the future, negatively impacting logistics and transport systems. The threat of missing climate targets and a lack of climate adaptivity strategies in the transport sector leads to growing climate-related risks for transportation companies. The present paper provides a qualitative study exploring mitigation and adaptation strategies within the logistics sector. It analyzes the challenges transportation companies face in developing climate-neutral business models and adapting to the consequences of climate change. Our results show that logistics companies need to be more prepared for the consequences of climate change and, at the same time, insufficiently address climate change mitigation, making the sector more vulnerable to climate extremes in the future. A transformation framework is developed to assess the logistics firms' climate protection measures and climate adaptation strategies while highlighting existing development lags in climate mitigation and climate adaptation. Moreover, possible future strategies to combat climate risks in the sector are pathed.
... Although measures have been taken to address rainfall through drainage systems, temperature is the most significant environmental factor. Even though asphalt, used in road pavements, is sensitive to temperature [14][15][16][17][18][19], temperature is generally neglected in asphalt pavement design. In recent years, studies have been conducted to utilise temperature more effectively in asphalt pavement design, along with a few methods that consider temperature factors [20][21][22]. ...
... As mentioned in the introduction, asphalt is a temperaturesensitive material [14][15][16][17][18][19], exhibits viscoelastic behaviour at high temperatures [9,13,14,18]. In addition, temperature is one of the most important factors influencing asphalt performance in terms of wheel rutting damage, thermal cracks, fatigue, and other damages [23][24][25], with wheel rutting damage being particularly affected by temperature [26][27][28][29][30]. ...
Article
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This study examines the impact of temperature on the Cizre-Silopi highway's bituminous hot mix asphalt (HMA) pavement, focusing on rutting issues exacerbated by high temperatures, which can reach up to 50 °C in the region. Despite rapid deterioration, especially under heavy truck traffic, the HMA pavement exhibited significant stability and flow resistance loss (approximately 52 %) between 20 and 50 °C. Concrete (C25) and roller-compacted concrete (RCC) pavements displayed minimal strength reductions under the same temperature conditions. These findings suggest that given the prevalent high temperatures and heavy axle loads in the region, concrete (C25) or RCC should be prioritised over HMA for pavement construction to enhance resistance against wheel rutting and temperature-induced damage. The observed rutting issues, even in the initial summer post-construction, underscore the urgency of adopting more temperature-resistant materials for road infrastructure under specified climatic conditions. Key words: asphalt pavement, pavement damages, concrete road, roller-compacted concrete (RCC), temperature effect
... Compared to other transport infrastructure, railways are more vulnerable to disruptions due to limited rerouting options and capacity constraints (Mattsson & Jenelius, 2015). The uncertainty of future climate change and the consequent increases in severity and frequency of extreme weather events poses an additional challenge (Garmabaki, Odelius, Thaduri, et al., 2022;Wang, Qu, Yang, et al., 2020) and railways will need to adapt to the negative effects of climate change. Although the impacts of climate change will negatively affect the operation of railways, they play an important role in mitigating climate change by providing a low-carbon mode of transportation . ...
... Many studies that have quantified the impact of weather on railways have focused on the effect on operations such as train delays and network disruption (Brazil, White, Nogal, et al., 2017;Chen & Wang, 2019;Fabella & Szymczak, 2021;Ferranti, Chapman, Lee, et al., 2018;Greenham, Ferranti, Quinn, et al., 2020;Jaroszweski, Hooper, Baker, et al., 2015;Ludvigsen & Klaeboe, 2014;Ochsner & Palmqvist, 2022;Palmqvist, Olsson, Winslott, et al., 2017;Xia, Van Ommeren, Rietveld, et al., 2013;Zakeri & Olsson, 2018). Typically, these studies focus on specific regions and short-term impacts (Wang, Qu, Yang, et al., 2020) as well as specific combinations of weather variables and railway asset types, such as heat and track (Dobney, Baker, Chapman, et al., 2009. There are fewer studies that investigate a range of weather variables or a range of asset fault types, and even fewer that take a more holistic approach (Fisher, 2021). ...
Article
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In this paper, we estimate the vulnerability of railway infrastructure, switches, signals, tracks, and catenaries to different weather conditions, temperature, precipitation, snow depth, and wind speed across the entire Swedish railway network between 2006-2020. Using a method to quantify the fault rate we establish thresholds that can be useful for identifying areas of concern for operations. Results reveal that high or low temperatures have a noticeable impact on the fault rates for switches, tracks, and catenaries. High levels of precipitation are associated with higher fault rates across tracks and catenaries. Snow depth has an influence on fault rates for switches and tracks, and high wind speeds are associated with higher fault rates for tracks and catenaries. Finally, signals were found to be the most resilient asset. When comparing two dominant climate zones, notable differences were only found for track asset vulnerability.
... Penelitian ini mendukung pandangan tersebut dengan menunjukkan bahwa pengurangan kendaraan pribadi memberikan dampak terbesar, terutama di area dengan kepadatan lalu lintas tinggi seperti Rungkut, yang sesuai dengan studi Melkonyan (2024) yang menemukan bahwa kebijakan pembatasan kendaraan pribadi secara konsisten mengurangi emisi karbon. Selain itu, skenario optimalisasi manajemen lalu lintas yang diperlihatkan dalam hasil penelitian ini didukung oleh penelitian Wang (2020), yang menunjukkan bahwa perbaikan arus lalu lintas melalui teknologi cerdas dan pengaturan sinyal lalu lintas dapat mengurangi emisi kendaraan hingga 15%. Penurunan emisi di lokasi seperti Kenjeran menggarisbawahi efektivitas pendekatan ini, mencerminkan perlunya penerapan teknologi Intelligent Transportation Systems (ITS) dalam kebijakan transportasi lokal. ...
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Due to the rapid growth of motorized vehicles, Surabaya City faces significant challenges related to traffic congestion and greenhouse gas (GHG) emissions. This growth harms air quality and worsens climate change. Therefore, finding practical solutions to reduce GHG emissions in the transportation sector is important. One potential solution is the implementation of an Intelligent Transport System (ITS), which can improve traffic management and transportation efficiency. This study aims to evaluate the effectiveness of ITS implementation in reducing GHG emissions in Surabaya City. The research methods used include primary data collection through interviews and questionnaires and secondary data obtained from official reports and the implemented ITS system. The analysis was carried out by considering three main aspects: technical, environmental, and institutional, using the CLIMACT Prio method to determine the priority of appropriate mitigation actions. The study's results indicate that implementing an Intelligent Transport System (ITS) in Surabaya City can reduce greenhouse gas (GHG) emissions through several main approaches. ITS optimizes traffic management by reducing congestion and idle time, reducing emissions. In addition, ITS increases the use of public transportation and supports the integration of environmentally friendly vehicles, such as electric vehicles, which reduce dependence on fossil fuels.
... Research by Ivanov et al. (2014), Dolgui et al. (2020), and Poo et al. (2021) underscores the need for resilient strategies to mitigate the effects of severe weather on supply chain operations. For example, Wang et al. (2020) identify key gaps in integrating climate adaptation strategies into transportation planning, including the lack of standardized decision-making tools, limited focus on long-term impacts, and misalignment between infrastructure lifespans and planning cycles. They further highlight the challenge posed by high uncertainty in climate projections, which complicates effective adaptation planning. ...
Article
This study evaluates the resilience of Arctic supply chains to climate change by introducing the concept of supply chain serviceability. We define serviceability as a function of vulnerabilities in transportation nodes and modes under disruption threats, focusing on climate change impacts. Using climate data from Northern Canada, we assess serviceability under three Shared Socioeconomic Pathways (SSPs): SSP1-2.6 (low emissions), SSP2-4.5 (moderate emissions), and SSP5-8.5 (high emissions). We use Monte Carlo simulations to predict climate-induced impacts on six airports and three aircraft types. The detailed analysis of Yellowknife and Iqaluit airports and military aircraft validates our methodology. We include the results for additional airports and aircraft types in the e-companion. Our findings indicate average serviceability index declines of up to 51 permafrost degradation, extreme weather events, and infrastructure vulnerabilities. Our study provides actionable managerial insights and theoretical contributions to support supply chain resilience initiatives.
... Transportation challenges are a significant barrier to displaced families' access to essential services such as healthcare, education, and markets [86]. For instance, the recurring flooding of infrastructure facilities like roads and bridges along the Kabul River in the study area disrupts connectivity, leaving many communities isolated [35]. ...
Article
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Climate-induced migration is increasingly affecting communities, disrupting livelihoods, and intensifying socio-economic inequalities, particularly in disaster-prone regions. Despite the prevalence of recurring flood hazards, there remains limited research on the multi-dimensional impacts of migration particularly in socio-culturally sensitive and resource-constrained settings like Khyber Pakhtunkhwa (KPK), Pakistan. This study seeks to bridge this gap by exploring the post-migration challenges of flood-affected communities in District Nowshera. Using a qualitative methodology, we conducted in-depth interviews with 25 diverse key informants. The study results revealed profound socioeconomic instability, inadequate access to essential services, and cultural disruptions. Key findings include significant challenges such as inadequate housing, the loss of traditional livelihoods, persistent financial hardships, health issues, and the breakdown of social support networks. Moreover, displaced families face marginalization and language barriers, which hinder integration into host communities, amplifying feelings of isolation and identity loss. Environmental degradation in resettlement areas further intensifies these challenges, prolonging poor living conditions and heightened vulnerability. To address these issues, the study recommends community-based interventions such as developing resilient, culturally appropriate housing, implementing targeted skills training programs to restore livelihoods, promoting climate-smart agricultural practices, and enacting inclusive social policies to promote integration and cohesion to address climate-induced migration in disaster-prone regions.
... While only one known study in this domain, the study [8], utilized CiteSpace for its analysis, the current research uniquely employs VOSviewer. This distinction is noteworthy as it introduces a different analytical perspective and potentially reveals new patterns, trends, and connections within the literature. ...
... Generally, transportation can be defined as the activity of moving people or goods from one location known as the origin location to another location referred to as the destination location, for a specific purpose and using appropriate transportation means (Alumur et al., 2021;Bruton, 2021;Ceder, 2021;Iyer, 2021;Rodrigue, 2020). The function of transportation as a means of transport is crucial, as it is influenced by various factors, including the geographical conditions of an area (Abdullah et al., 2020;Aminzadegan et al., 2022;Brand et al., 2021;Tong et al., 2022;Wang et al., 2020). Thus, transportation can support development in various sectors and encourage the advancement of science and technology in the area. ...
Article
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The rise of app-based transportation services has led to a shift in lifestyle from conventional to online, from shopping needs to public transportation orders and various other services. The study aimed to explore the legal uncertainty that currently exists in the regulation of apps-based transport services, as well as the barriers and efforts to create legal certainty in this context. This study analyzed the data through a qualitative approach, employing a combination of legal analysis and comparative methods. The results show that the lack of clear regulations regarding the use of two-wheeled vehicles as public transport creates significant weaknesses within the industry. The lack of fair competition principles in Indonesia is an important concern in the context of transportation regulation. This work provides valuable insights for policymakers, regulators, and stakeholders involved in the transportation sector, suggesting pathways for improving regulatory clarity and effectiveness. By analyzing these areas, future research could contribute valuable insights to aid policymakers in creating a more coherent, effective, and responsive regulatory environment that supports the sustainable growth of the app based transportation sector while ensuring the safety and protection of all parties involved. This research could include comparative analyses of successful regulatory models from other jurisdictions that have effectively harmonized their regulations while fostering innovation and consumer protection.
... These plans should focus on seaport recovery capacity and their ability to withstand extreme weather events, considering physical, social, and economic factors. Establishing an index to measure seaport risk is vital in this regard (Laxe, Seoane, and Montes 2012;Proag 2014;Reggiani, Nijkamp, and Lanzi 2015;Wang et al. 2020a). ...
Article
Climate change (CC) and seaports share a cyclical relationship, where climate impacts disrupt seaport operations, while seaport activities contribute to CC. This research explores the contributing factors from seaport activities, the impacts of CC on seaports and strategies for mitigating these factors. A bibliometric analysis was employed to present the findings statistically and numerically. The results were summarised into themes, identifying the main contributing factors, impacts and mitigation strategies. The analysis reveals that the primary contributor to seaports is the emission of Greenhouse Gases (GHG) from ships. The most significant impacts of CC on seaports include increased exposure to extreme weather events, changes in coastal dynamics, delays and disruptions in seaport activities and damages to the infrastructure. Mitigation strategies include adaptation measures, investment choices and fostering collaboration and partnerships. Seaport dependency on fossil fuels, coupled with increasing global trade, exacerbates their contribution to CC. In alignment with the Sustainable Development Goal of achieving net-zero carbon emissions by 2050, the findings offer valuable managerial insights for seaport operators seeking to adopt sustainable practices.
... Combating pollutants requires putting safety first, finding solutions to electricity problems, and working together with other countries [25]. Wang et al. [26] illustrated the importance of combining road temperatures and ecological data and working together to improve robustness against weather hazards in the field of transportation. ...
Article
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Smog is a significant threat in Pakistan, having become a persistent issue in recent years. Excessive industrialization, increased reliance on fossil fuels, and increased automobile emissions have all led to epidemic levels of air pollution. Smog, or air pollution, can pose significant risks to humans and plants due to its harmful effects. Air pollution contributes to global health issues, including lung, breathing, and skin ailments. Pakistan, an undeveloped nation, is grappling with the detrimental effects of smog on various sectors such as health, ecology, transportation, and education. This study aims to employ multi-criteria decision-making (MCDM) methodologies to examine points of view on smog-related issues in Pakistan. The analysis will specifically concentrate on smog's health, economic, social, and ecological consequences, and the solutions employed to mitigate its effects. By employing various approaches, such as the Method based on the Removal Effects of Criteria (MEREC) objective weighting technique to determine the weights of each criterion and select the essential criteria, in the best-worst technique, pair-wise comparisons are performed on the best and worst criteria that are selected through MEREC. We have created a designated consistency ratio for the BWM to assess the reliability of comparisons. Entropy is an objective weighting technique used to calculate the weights of the best and worst criteria, and we employ the TOPSIS technique to determine the suitable alternative from a collection of choices by evaluating their resemblance to an ideal answer.
... A mudança climática acarreta vários desafios para o setor de transporte porque este sistema é altamente vulnerável às condições climáticas e meteorológicas [5], e aos seus impactos devido à ocorrência de eventos climáticos extremos, que influenciam a vida útil da infraestrutura e a segurança do transporte [6]. Isto enfatiza a necessidade de considerar a mudança climática em projetos regulares de infraestrutura de transporte, incluindo toda a vida útil destes ativos [7]. ...
Conference Paper
Climate change poses several challenges for the transportation sector due to its high vulnerability to climate and weather conditions, as well as the impacts of extreme weather events. These events have a direct influence on the useful life of infrastructure and transportation safety. This underscores the need to incorporate climate change considerations into regular transportation infrastructure projects, highlighting the importance of conducting a comprehensive Climate Risk Analysis (CRA). This study aims to examine several key CRA methodologies in the transport sector, emphasizing their prominent advantages and identifying significant challenges. In addition, it highlights the importance of an integrated approach, highlighting the convergence of these methodologies. This provides a comprehensive overview of the essential elements to be considered in a CRA, highlighting the need for a holistic approach to dealing with the impacts of climate change in the transport sector.
... For LCL, the current research has mainly focused on the construction of low-carbon cities. One method, which evaluates the issue from the perspectives of the economy, society, and urban planning [14,15], involves a commitment to building an evaluation system for low-carbon cities based on statistical data; the other approach is to directly calculate carbon dioxide emissions based on the ecosystem [16,17], with different calculation methods for diverse scales of research. In large-scale national or provincial studies, scholars have often used statistical data for calculation [18][19][20][21]; however, in small-scale areas of prefecture-level cities and below, nighttime light data are often applied for inversion to obtain more accurate carbon emission data due to difficulty accessing refined statistical data [22][23][24][25]. ...
Article
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Global warming caused by massive carbon dioxide emissions can lead to a chain of ecological disasters. As one of the main sources of carbon emissions, transportation is of great significance, and the evaluation of its connections with carbon emissions is necessary to achieve "carbon neutrality". Taking Beijing as an example, this study evaluated traffic efficiency (TE) by utilizing principal component analysis and fuzzy comprehensive evaluation. Using the Tapio decoupling model and coupling coordination degree model, the corresponding relationship between urban low carbon level (LCL) and TE was explored. The results showed the following: (1) The total carbon emission (CE) level exhibited fluctuating variation from increasing to decreasing. The carbon emission intensity (CEI) continued to slow down, and the rapid growth of population density played a key role in low-carbon development. (2) The traffic operations continually showed a positive trend in development. TE increased from a step-like to a slow shape, until it declined in 2020 due to the pandemic. (3) TE and LCL both developed from low coordination to an extreme level of coordination. Per capita carbon emission (CEP) and TE presented an inverted U-shaped curve; meanwhile, with increases in TE, the decline in CEI slowed. In addition, the weak decoupling of TE changed to become strong, due to CE and CEP, and maintained a strong decoupling state from CEI. (4) There is a necessity for the rational planning of land use for transportation infrastructure, the encouragement of a combination of public and private transportation, and the strengthening of the maintenance of the relative infrastructure and the management of traffic behaviors to attain a win-win situation. The results provide a reference for optimizing the traffic structure to achieve "carbon neutrality".
... EWEs impose significant threats to transportation infrastructure systems due to their high uncertainty, massive scale, and destructiveness. The high frequency of EWEs has led to various risks and disruptions in urban transportation systems [9][10][11][12][13]. For example, a rainstorm washes out roadbed bridges, falling water tables cause the structural settlement of highway facilities, and heavy water accumulation on both sides of roads could block the traffic. ...
Article
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The frequent occurrence of extreme weather events (EWEs) in recent years has posed major hazards to urban transportation as well as socioeconomic impacts. A quantitative evaluation of the urban transportation resilience to minimize the impact caused by EWEs becomes critical to the rapid recovery of urban transportation after disasters. However, there is, generally, a lack of reliable data sources to monitor urban transportation performance under EWEs. This empirical study proposes a performance indicator (displacement) and quantitative method for evaluating the urban transportation performance under EWEs based on bus GPS trajectory datasets. Furthermore, the transportation resilience of it is quantified, and the variation is compared across temporal and spatial dimensions. The method is applied in a case study of Fuzhou, China, under rainstorm events. The results show that the Gulou and Jinan subareas have the highest transportation resilience during the yellow and red rainstorm warnings. By formulating an emergency plan and taking mitigation measures, the transportation performance in the Jinan subarea during the red rainstorm warning was improved by 36% compared to the yellow rainstorm warning. The empirical study not only fills the knowledge gap for quantifying the transportation resilience across the geographical boundary under rainstorm events, but also estimates the operation status of the road network. The results will help policymakers prioritize the resource distribution and develop effective policies or measures to further improve transportation resilience in the city.
... Weather and climate exert profound effects on daily activities [1][2][3][4][5][6], human health [7][8][9][10], economic prosperity [11][12][13], ecosystem equilibrium [14,15], and global governance [16][17][18]. Weather forecasting primarily concerns the prediction and characterization of short-term atmospheric conditions, whereas climate modeling focuses on long-term patterns and alterations in atmospheric parameters. ...
Article
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Accurate and rapid weather forecasting and climate modeling are universal goals in human development. While Numerical Weather Prediction (NWP) remains the gold standard, it faces challenges like inherent atmospheric uncertainties and computational costs, especially in the post-Moore era. With the advent of deep learning, the field has been revolutionized through data-driven models. This paper reviews the key models and significant developments in data-driven weather forecasting and climate modeling. It provides an overview of these models, covering aspects such as dataset selection, model design, training process, computational acceleration, and prediction effectiveness. Data-driven models trained on reanalysis data can provide effective forecasts with an accuracy (ACC) greater than 0.6 for up to 15 days at a spatial resolution of 0.25°. These models outperform or match the most advanced NWP methods for 90% of variables, reducing forecast generation time from hours to seconds. Data-driven climate models can reliably simulate climate patterns for decades to 100 years, offering a magnitude of computational savings and competitive performance. Despite their advantages, data-driven methods have limitations, including poor interpretability, challenges in evaluating model uncertainty, and conservative predictions in extreme cases. Future research should focus on larger models, integrating more physical constraints, and enhancing evaluation methods.
... Finally, the impact of climate risks on transportation cannot be ignored. As more frequent and intense climate change events occur, transportation systems, including their infrastructure and operations, become increasingly vulnerable [50]. [10] found that complex and harsh climate will reduce the transportation efficiency of the road system. ...
... Finally, the impact of climate risks on transportation cannot be ignored. As more frequent and intense climate change events occur, transportation systems, including their infrastructure and operations, become increasingly vulnerable [50]. [10] found that complex and harsh climate will reduce the transportation efficiency of the road system. ...
... As concluded by Becker et al. (2012), most of the ports surveyed can withstand a storm with a 100-year return period without being damaged. However, if the rate of climate change accelerates, (Agrawal et al. 2007) and flow-alerting measures (Prendergast and Gavin 2014) leading to changes in return periods from 100 to 30 years, such adaptations would prove inadequate (Wang et al. 2020). For irreversible investments, Koetse and Rietveld (2012) recommended delaying the decisions on infrastructure maintenance until critical parameters concerning climate change had relative deterministic characteristics since maintenance design is a long-term process and incorrect decisions can be costly. ...
Article
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The service life and performance of the civil infrastructure are affected by the changing climate, and the changing climate features significant uncertainties that require rigorous consideration and quantification so they can be incorporated into the reliability assessment and risk management. A lack of quantification makes it difficult for the stakeholders, designers, and operators of the infrastructure to implement the appropriate decisions for mitigating the risks exacerbated by the changing climate. In this paper, a state-of-the-art review is conducted on existing studies in the literature concerning the influence of climate change on the risk assessment of concrete civil infrastructure. The review covers the following key aspects: (1) climate variables and the associated uncertainties; (2) frequency and intensity of natural hazards under various future climate scenarios; (3) the impact of climate change on the deterioration mechanisms of concrete structures; (4) the risk assessment methodology considering climate change; (5) climate-related multihazard risk assessment; and (6) adaptation strategies for the increasing risk of failure of civil infrastructure caused by climate change. The basic concepts, research development, and challenges concerning the impact of climate change on concrete infrastructure are comprehensively discussed. The review can benefit future research in the field of concrete infrastructure, especially on topics related to structural performance, durability, and risk assessment. Additionally, it will contribute to promoting appropriate adaptation planning and risk-based decision-making for the designers and operators of concrete infrastructure under the changing climate.
... Multiple studies tackle supply chain resilience from a theoretical perspective (T. Wang et al. (2020) provides an overview). Bret et al. (2021) summarize some key adaptation strategies from this body of work: strategic/safety stock, sourcing from multiple suppliers, dispersing suppliers and/or facilities, flexible transportation, back-up suppliers, and re-routing, among others. ...
... Early studies on transport and climate change have focused on reducing transport emissions because of the continued growth in passenger and freight activity outweighing gains from greenhouse gas (GHG) emission reduction measures (UNEP, 2020). The Intergovernmental Panel on Climate Change (IPCC) states that aggressive policy intervention is needed to achieve a significant decrease in fuel carbon and energy intensity of transport modes, and to lower transport activity growth where possible (Wang et al., 2020). While such efforts to reduce transport GHG emissions are needed, action is also required to adapt transport infrastructure to current and future climate-related weather events. ...
Article
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Delivering sustainable and inclusive low-carbon transport is a critical to reducing greenhouse gas emissions and achieving the United Nations Sustainable Development Goals. Yet transport infrastructure is vulnerable to the effects of climate change in low-income countries in Africa. This paper explores the status of inclusive mobility and climate-resilient transportation in Africa, focusing on the perceptions and importance amongst key stake-holders, their incorporation into existing practices, and the priority given to making transport more inclusive and climate resilient. A nested scale approach was used that included an online continental survey of 136 respondents from 17 African countries; 2 country-level Focus Group Discussions in Uganda and Zambia; and city-level semi-structured interviews with key stakeholders in Lusaka and Kampala using the Delphi method. In addition, an online spatial questionnaire (Maptionnaire) was used to locate where infrastructure improvements were needed, and two city workshops held in Lusaka and Kampala. Providing more active travel infrastructure was a priority for both government and non-governmental groups. This is not connected to climate resilience but to immediate priorities of road safety and health. Our surveys highlighted that climate resilience and inclusive mobility policies are in place, but poor implementation and lack of transparency were undermining outcomes. Upgrading existing infrastructure was more cost-effective and workable than developing new robust alternatives. Lack of knowledge exchange was limiting agencies efforts to tackle this growing challenge. The paper underscores the need to raise awareness of relevant options to improve the climate resilience of transport infrastructure and expand accessible mobility solutions to tackle issues of inclusion and equity in African cities.
... Further, as several studies demonstrate, it is also important to analyze the effects of climate change on the vulnerability of the infrastructure [10][11][12][13][14][15]. In this context, the development and renewal of infrastructure are critical challenges [16][17][18]. Building new tracks or maintaining existing ones is a resource-intensive activity, resulting in environmental damages that must be reduced. In the literature, several papers, as will be discussed in the following sections, deal with the sustainability of the rail track, but they are limited to certain components and/or phases of the service life. ...
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... Notwithstanding that sophisticated construction methodologies and material research in road design would increase the life span by up to 50 years (FICCI, 2019), future drainage systems need to be prioritized to mitigate the impact of climate change. There exist several studies focusing on the economic liabilities (Ortiz et al. 2021;Schweikert et al. 2014) on road infrastructure due to climate change and its structural resilience (Osheen and Singh Bisht 2022), but little impetus is given towards design frameworks and standardized solutions for practitioners to adopt impact of climate change on road drainage network (Wang et al. 2020). Road drainage networks are commonly designed using historical data while assuming extreme events are stationary. ...
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Ante la creciente complejidad y los múltiples desafíos inherentes a los proyectos de construcción, se evidencia la necesidad imperiosa de desarrollar un enfoque más holístico y robusto para la gestión de riesgos. Esta investigación surge con el objetivo de abordar no solo los impactos tradicionales como costo, tiempo, y probabilidad de ocurrencia, sino también de integrar criterios adicionales de calidad, seguridad, y sostenibilidad, factores que han sido históricamente subestimados en los análisis convencionales. En este contexto, la presente investigación se focaliza en la identificación y priorización de los riesgos más críticos asociados a proyectos de construcción, mediante un análisis de expertos de Perú, mediante la aplicación de un proceso analítico jerárquico. El objetivo central es establecer una jerarquización precisa de los riesgos, facilitando la toma de decisiones informada y estratégica.
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