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1.
Anthropogenic climate change is affecting the environment of all oceans, modifying ocean circulation, temperature, chemistry and productivity. While evidence for changes in physical signals is often distinct, impacts on fishes inhabiting oceanic systems are not easily identified, and therefore, quantification of responses is less common. Correctly attributing changes associated with a changing climate from other drivers is important for the implementation of effective harvest and management strategies and for addressing associated socio-economic impacts, particularly for countries highly dependent on oceanic resources. Data supporting investigation of responses of oceanic species to climate impacts include fisheries catch, fisheries-independent surveys, and conventional and electronic tagging data. However, there are a number of challenges associated with detecting climatic responses with these data, including (i) data collection costs (ii) small sample sizes (iii) limited time series relative to temporal scales at which environmental variability occurs, (iv) changing fisher and fisheries behavior due to non-climate drivers and (v) changes in population dynamics due to natural climate variability and non-climate drivers. We highlight potential biases and suggest strategies that should be considered when using oceanic fish and fisheries data in the evaluation of climate change impacts. Consideration of these factors is important when assessing variability in exploited species and designing management responses to climate or fisheries threats. 相似文献
2.
Climate change impacts and adaptation of commercial marine fisheries in Australia: a review of the science 总被引：2，自引：0，他引：2
Commercial marine fishing contributes significantly to the Australian economy, and has great importance for coastal communities. However, climate change presents significant challenges for Australia’s fishing industries, now and into the future. With greater use of targeted information, the fishing industry will be better placed to minimise the negative impacts and take advantage of opportunities associated with the effects of climate change. The future of the fishing industry—specifically wild capture fisheries—will depend on its ability and capacity to apply appropriate adaptation strategies for its viability and sustainability in the long-term. Knowledge regarding expected long-term changes in species distributions, improved weather and seasonal climate forecasts and their influence on target species, and better understanding of species tolerances, can inform adaptation responses. This paper provides a review of recent advances in research addressing Australia’s priorities in relation to commercial marine fisheries’ responses to current and anticipated future climate change impacts, and considers barriers and adaptation options for fisheries management over the near-term planning horizon of 5–7 years. 相似文献
3.
Éva E. Plagányi Timothy D. Skewes Natalie A. Dowling Malcolm Haddon 《Climatic change》2013,119(1):181-197
Sustainable fisheries management into the future will require both understanding of and adaptation to climate change. A risk management approach is appropriate due to uncertainty in climate projections and the responses of target species. Management strategy evaluation (MSE) can underpin and support effective risk management. Climate change impacts are likely to differ by species and spatially. We use a spatial MSE applied to a multi-species data-poor sea cucumber/béche-de-mer fishery to demonstrate the utility of MSE to test the performance of alternative harvest strategies in meeting fishery objectives; this includes the ability to manage through climate variability and change, and meeting management objectives pertaining to resource status and fishery economic performance. The impacts of fishing relative to the impacts of climate change are distinguished by comparing future projection distributions relative to equivalent no-fishing no-climate-change trials. The 8 modelled species exhibit different responses to environmental variability and have different economic value. Status quo management would result in half the species falling below target levels, moderate risks of overall and local depletion, and significant changes in species composition. The three simple strategies with no monitoring (spatial rotation, closed areas, multi-species composition) were all successful in reducing these risks, but with fairly substantial decreases in the average profit. Higher profits (for the same risk levels) could only be achieved with strategies that included monitoring and hence adaptive management. Spatial management approaches based on adaptive feedback performed best overall. 相似文献
4.
5.
Major transformation of the global energy system is required for climate change mitigation. However, energy demand patterns and supply systems are themselves subject to climate change impacts. These impacts will variously help and hinder mitigation and adaptation efforts, so it is vital they are well understood and incorporated into models used to study energy system decarbonisation pathways. To assess the current state of understanding of this topic and identify research priorities, this paper critically reviews the literature on the impacts of climate change on the energy supply system, summarising the regional coverage of studies, trends in their results and sources of disagreement. We then examine the ways in which these impacts have been represented in integrated assessment models of the electricity or energy system.Studies tend to agree broadly on impacts for wind, solar and thermal power stations. Projections for impacts on hydropower and bioenergy resources are more varied. Key uncertainties and gaps remain due to the variation between climate projections, modelling limitations and the regional bias of research interests. Priorities for future research include the following: further regional impact studies for developing countries; studies examining impacts of the changing variability of renewable resources, extreme weather events and combined hazards; inclusion of multiple climate feedback mechanisms in IAMs, accounting for adaptation options and climate model uncertainty. 相似文献
6.
Australia's vulnerability to climate variability and change has been highlighted by the recent drought (i.e. the Big Dry or Millennium Drought), and also recent flooding across much of eastern Australia during 2011 and 2012. There is also the possibility that the frequency, intensity and duration of droughts may increase due to anthropogenic climate change, stressing the need for robust drought adaptation strategies. This study investigates the socio-economic impacts of drought, past and present drought adaptation measures, and the future adaptation strategies required to deal with projected impacts of climate change. The qualitative analysis presented records the actual experiences of drought and other climatic extremes and helps advance knowledge of how best to respond and adapt to such conditions, and how this might vary between different locations, sectors and communities. It was found that more effort is needed to address the changing environment and climate, by shifting from notions of ‘drought-as-crisis’ towards acknowledging the variable availability of water and that multi-year droughts should not be unexpected, and may even become more frequent. Action should also be taken to revalue the farming enterprise as critical to our environmental, economic and cultural well-being and there was also strong consensus that the value of water should be recognised in a more meaningful way (i.e. not just in economic terms). Finally, across the diverse stakeholders involved in the research, one point was consistently reiterated: that ‘it's not just drought’. Exacerbating the issues of climate impacts on water security and supply is the complexity of the agriculture industry, global economics (in particular global markets and the recent/ongoing global financial crisis), and demographic changes (decreasing and ageing populations) which are currently occurring across most rural communities. The social and economic issues facing rural communities are not just a product of drought or climate change – to understand them as such would underestimate the extent of the problems and inhibit the ability to coordinate the holistic, cross-agency approach needed for successful climate change adaptation in rural communities. 相似文献
7.
气候变化对中国水资源影响的适应性评估与管理框架 总被引：8，自引：0，他引：8
通过论述气候变化对中国水资源影响的适应性评估与管理框架,提出一个气候变化影响决策评估工具,它包括：未来气候变化对中国水资源潜在影响的定性描述分析、半定量与定量分析以及适应性对策评估。由于不同气候区域所面临的水资源问题不同,选择中国4个典型案例区域,并确定不同的目标进行气候变化适应性管理综合研究,提出了甄别气候变化影响和适应性管理的新的思路、框架与方法论。该项研究为应对未来气候变化影响的水资源规划与风险管理提供了途径与方法。 相似文献
8.
气候变化对中国水资源影响的适应性评估与管理框架 总被引：1，自引：0，他引：1
通过论述气候变化对中国水资源影响的适应性评估与管理框架,提出一个气候变化影响决策评估工具,它包括：未来气候变化对中国水资源潜在影响的定性描述分析、半定量与定量分析以及适应性对策评估。由于不同气候区域所面临的水资源问题不同,选择中国4个典型案例区域,并确定不同的目标进行气候变化适应性管理综合研究,提出了甄别气候变化影响和适应性管理的新的思路、框架与方法论。该项研究为应对未来气候变化影响的水资源规划与风险管理提供了途径与方法。 相似文献
9.
Joanna Petrasek MacDonald Sherilee L. Harper Ashlee Cunsolo Willox Victoria L. Edge 《Global Environmental Change》2013,23(1):360-371
Globally, youth voices and their experiences, observations, and perceptions about climatic and environmental change and variability are relatively absent in the published literature to date. To address this gap, the goal of this research was to explore the observations and perceptions of climate change held by youth (12–25 years old) in the Inuit community of Rigolet, Nunatsiavut, Canada. Twenty in-depth interviews were conducted with youth in Rigolet to gather data about climatic and environmental changes young people have observed, and the subsequent impacts of these changes on their lives, culture, and community. Youth reported observing and experiencing climatic and environmental changes throughout their lives, with reported impacts falling within five main themes: changing travel conditions and access to hunting; challenges to Inuit culture; a concern for Elder and senior well-being; strong climate-related emotional responses; and youth-identified potential adaptation strategies. More broadly, this research demonstrated that young people have valuable knowledge and perspectives to offer. In particular, researchers, community leaders, and policy makers are encouraged to meaningfully engage youth as crucial stakeholders in future climate change work, research, dialogue, and policy. 相似文献
10.
Climate Variability and Land-use Change in Danangou Watershed, China—Examples of Small-Scale Farmers' Adaptation 总被引：2，自引：0，他引：2
Johanna Hageback Jenny Sundberg Madelene Ostwald Deliang Chen Xie Yun Per Knutsson 《Climatic change》2005,72(1-2):189-212
With global concern on climate change impacts, developing countries are given special attention due their susceptibility.
In this paper, change and variability in climate, land use and farmers' perception, adaptation and response to change are
examined in Danangou watershed in the Chinese Loess Plateau. The first focus is to look at how climate data recorded at meteorological
stations recently have evolved, and how farmers perceived these changes. Further, we want to see how the farmers respond and
adapt to climate variability and what the resulting impact on land use is. Finally, other factors causing change in land use
are considered. Local precipitation and temperature instrumental data and interview data from farmers were used. The instrumental
data shows that the climate is getting warmer and drier, the latter despite large interannual variability. The trend is seen
on the local and regional level. Farmers' perception of climatic variability corresponds well with the data record. During
the last 20 years, the farmers have become less dependent on agriculture by adopting a more diversified livelihood. This adaptation
makes them less vulnerable to climate variability. It was found that government policies and reforms had a stronger influence
on land use than climate variability. Small-scale farmers should therefore be considered as adaptive to changing situations,
planned and non-consciously planned. 相似文献
11.
郑艳 《气候变化研究进展》2012,8(2):103-109
IPCC发布的《管理极端事件和灾害风险,推进气候变化适应》特别报告(SREX)指出,极端事件和灾害的影响很大程度上取决于社会经济系统的风险暴露程度及其脆弱性特征。这意味着,不合理的发展过程将加剧灾害风险及其损失,另一方面,采取积极的减灾和适应行动,能够减小灾害风险并促进社会、经济、环境的可持续发展。SREX报告有助于启发决策者与社会公众,为充满不确定风险的未来进行合理规划,包括关注未来因人口和社会财富增长导致的暴露度和脆弱性增加,在国家和部门层面整合适应、减灾与发展政策,利用多种政策工具加强决策的科学性和灵活性,发挥不同主体在适应治理与灾害风险管理中的作用等等。 相似文献
12.
Climate change presents clear risks to natural resources, which carry potential economic costs. The limited nature of physical, financial, human and natural resources means that governments, as managers of natural resources, must make careful decisions regarding trade-offs and the potential future value of investments in climate change adaptation. This paper presents cost-benefit analysis of scenarios to characterise economic benefits of adaptation from the perspective of a public institution (the provincial government) and private agents (forest licensees). The example provided is the context of assisted migration strategies for regenerating forests that are currently being implemented in British Columbia to reduce future impacts of climate change on forests. The analysis revealed positive net present value of public investment in assisted migration across all scenarios under a range of conditions; however, private sector agents face disincentives to adopt these strategies. Uncertainty about how the costs, benefits and risks associated with climate change impacts will be distributed among public institutions and private actors influences incentives to adapt to climate change (the “principal-agent problem”) and further complicates adaptation. Absent development of risk-sharing mechanisms or re-alignment of incentives, uptake of assisted migration strategies by private agents is likely to be limited, creating longer-term risks for public institutions. Analyzing incentives and disincentives facing principals and agents using a well-known tool (cost-benefit analysis) can help decision-makers to identify and address underlying barriers to climate change adaptation in the context of public lands management. 相似文献
13.
Examining barriers and opportunities for sustainable adaptation to climate change in Interior Alaska
Shannon M. McNeeley 《Climatic change》2012,111(3-4):835-857
Human adaptation to climate change is comprised of “adjustments” in response to (or anticipation of) climatic impacts. Adaptation does not necessarily imply favorable or equitable change, nor does it automatically imply sustainable use of ecosystems. “Sustainable adaptation” in this case implies strategic, collective action to respond to or anticipate harmful climate change to reduce disruption to key resource flows and adverse effects on general well-being. This research examined social-ecological system responses to recent warming trends in the remote northwest region of Interior Alaska using a unique vulnerability and adaptive capacity assessment (VA) approach that integrated indigenous observations and understanding of climate (IC) with western social and natural sciences. The study found that Alaska Native communities that were historically highly mobile and flexible across the landscape for subsistence hunting are increasingly restricted by the institutional rigidity of the regulatory system for wildlife and subsistence management. This has resulted in negative impacts to game harvest access and success threatening food security and community well-being. This suggests that policies limiting the ability of natural resource-dependent societies to be flexible, diversify, or innovate can threaten livelihoods and exacerbate vulnerability. Nevertheless, opportunities for sustainable adaptation exist where wildlife management is adaptive and includes an understanding of and response to climate variability and slow-onset climate change with the human dimensions of subsistence hunting for more effective “in-season” management. 相似文献
14.
Agricultural risk management policies under climate uncertainty 总被引：1，自引：0，他引：1
Jesús Antón Andrea Cattaneo Shingo Kimura Jussi Lankoski 《Global Environmental Change》2013,23(6):1726-1736
Climate change is forecasted to increase the variability of weather conditions and the frequency of extreme events. Due to potential adverse impacts on crop yields it will have implications for demand of agricultural risk management instruments and farmers’ adaptation strategies. Evidence on climate change impacts on crop yield variability and estimates of production risk from farm surveys in Australia, Canada and Spain, are used to analyse the policy choice between three different types of insurance (individual, area-yield and weather index) and ex post payments. The results are found to be subject to strong uncertainties and depend on the risk profile of different farmers and locations; the paper provides several insights on how to analyse these complexities. In general, area yield performs best more often across our countries and scenarios, in particular for the baseline and marginal climate change (without increases in extreme events). However, area yield can be very expensive if farmers have limited information on how climate change affects yields (misalignment in expectations), and particularly so under extreme climate change scenarios. In these more challenging cases, ex post payments perform well to increase low incomes when the risk is systemic like in Australia; Weather index performs well to reduce the welfare costs of risks when the correlation between yields and index is increased by the extreme events. The paper also analyses the robustness of different instruments in the face of limited knowledge of the probabilities of different climate change scenarios; highlighting that this added layer of uncertainty could be overcome to provide sound policy advice under uncertainties introduced by climate change. The role of providing information to farmers on impacts of climate change emerges as a crucial result of this paper as indicated by the significantly higher budgetary expenditures occurring across all instruments when farmers’ expectations are misaligned relative to actual impacts of climate change. 相似文献
15.
Observed adaptation to climate change: UK evidence of transition to a well-adapting society 总被引：5，自引：0，他引：5
Emma L. Tompkins W. Neil Adger Emily Boyd Sophie Nicholson-Cole Keith Weatherhead Nigel Arnell 《Global Environmental Change》2010,20(4):627-635
This paper investigates whether and to what extent a wide range of actors in the UK are adapting to climate change, and whether this is evidence of a social transition. We document evidence of over 300 examples of early adopters of adaptation practice to climate change in the UK. These examples span a range of activities from small adjustments (or coping), to building adaptive capacity, to implementing actions and to creating deeper systemic change in public and private organisations in a range of sectors. We find that adaptation in the UK has been dominated by government initiatives and has principally occurred in the form of research into climate change impacts. These government initiatives have stimulated a further set of actions at other scales in public agencies, regulatory agencies and regional government (and the devolved administrations), though with little real evidence of climate change adaptation initiatives trickling down to local government level. The sectors requiring significant investment in large scale infrastructure have invested more heavily than those that do not in identifying potential impacts and adaptations. Thus we find a higher level of adaptation activity by the water supply and flood defence sectors. Sectors that are not dependent on large scale infrastructure appear to be investing far less effort and resources in preparing for climate change. We conclude that the UK government-driven top-down targeted adaptation approach has generated anticipatory action at low cost in some areas. We also conclude that these actions may have created enough niche activities to allow for diffusion of new adaptation practices in response to real or perceived climate change. These results have significant implications for how climate policy can be developed to support autonomous adaptors in the UK and other countries. 相似文献
16.
Farmer beliefs and concerns about climate change and attitudes toward adaptation and mitigation: Evidence from Iowa 总被引：2，自引：2，他引：0
Agriculture is both vulnerable to climate change impacts and a significant source of greenhouse gases. Increasing agriculture’s resilience and reducing its contribution to climate change are societal priorities. Survey data collected from Iowa farmers are analyzed to answer the related research questions: (1) do farmers support adaptation and mitigation actions, and (2) do beliefs and concerns about climate change influence those attitudes. Results indicate that farmers who were concerned about the impacts of climate change on agriculture and attributed it to human activities had more positive attitudes toward both adaptive and mitigative management strategies. Farmers who believed that climate change is not a problem because human ingenuity will enable adaptations and who did not believe climate change is occurring or believed it is a natural phenomenon—a substantial percentage of farmers—tended not to support mitigation. 相似文献
17.
California coastal management with a changing climate 总被引：2，自引：0，他引：2
With over 2,000 miles (3,218 km) of ocean and estuarine coastline, California faces significant coastal management challenges
as a result of climate change-induced sea level rise. Under high emission scenarios, recent models predict 1.4 m or more of
sea level rise by 2100, accompanied by increasing storm surges. This article investigates the most important issues facing
coastal managers, explores the policy tools available for adapting to the impacts of climate change, assesses institutional
constraints to adaptation, and identifies priorities for future research and policy action. We find that adaptation tools
exist for dealing with anticipated increases in coastal erosion and flooding, but they involve significant costs and tradeoffs.
In particular, coastal armoring, such as seawalls, can protect developed coastal lands, but destroys beaches and habitat.
Although California already has policies and institutions that aim to balance the competing objectives for coastal development,
management agencies are at the early stages of understanding how to facilitate adaptation. Research priorities to inform coastal
adaptation planning include: (i) inventorying coastal resources to provide a firmer basis for balancing decisions on property
and habitat protection, (ii) identifying opportunities for coastal habitat migration, (iii) assessing the vulnerabilities
of existing and planned coastal infrastructure, and (iv) experimenting with alternatives to armoring as a way of managing
the changing coastline. 相似文献
18.
Reducing Vulnerability of Agriculture and Forestry to Climate Variability and Change: Workshop Summary and Recommendations 总被引：1，自引：0，他引：1
The International Workshop on Reducing Vulnerability of Agriculture and Forestry to Climate Variability and Climate Change
held in Ljubljana, Solvenia, from 7 to 9 October 2002 addressed a range of important issues relating to climate variability,
climate change, agriculture, and forestry including the state of agriculture and forestry and agrometeological information,
and potential adaptation strategies for agriculture and forestry to changing climate conditions and other pressures. There
is evidence that global warming over the last millennium has already resulted in increased global average annual temperature
and changes in rainfall, with the 1990s being likely the warmest decade in the Northern Hemisphere at least. During the past
century, changes in temperature patterns have, for example, had a direct impact on the number of frost days and the length
of growing seasons with significant implications for agriculture and forestry. Land cover changes, changes in global ocean
circulation and sea surface temperature patterns, and changes in the composition of the global atmosphere are leading to changes
in rainfall. These changes may be more pronounced in the tropics. For example, crop varieties grown in the Sahel may not be
able to withstand the projected warming trends and will certainly be at risk due to projected lower amounts of rainfall as
well. Seasonal to interannual climate forecasts will definitely improve in the future with a better understanding of dynamic
relationships. However, the main issue at present is how to make better use of the existing information and dispersion of
knowledge to the farm level. Direct participation by the farming communities in pilot projects on agrometeorological services
will be essential to determine the actual value of forecasts and to better identify the specific user needs. Old (visits,
extension radio) and new (internet) communication techniques, when adapted to local applications, may assist in the dissemination
of useful information to the farmers and decision makers. Some farming systems with an inherent resilience may adapt more
readily to climate pressures, making long-term adjustments to varying and changing conditions. Other systems will need interventions
for adaptation that should be more strongly supported by agrometeorological services for agricultural producers. This applies,
among others, to systems where pests and diseases play an important role. Scientists have to guide policy makers in fostering
an environment in which adaptation strategies can be effected. There is a clear need for integrating preparedness for climate
variability and climate change. In developed countries, a trend of higher yields, but with greater annual fluctuations and
changes in cropping patterns and crop calendars can be expected with changing climate scenarios. Shifts in projected cropping
patterns can be disruptive to rural societies in general. However, developed countries have the technology to adapt more readily
to the projected climate changes. In many developing countries, the present conditions of agriculture and forestry are already
marginal, due to degradation of natural resources, the use of inappropriate technologies and other stresses. For these reasons,
the ability to adapt will be more difficult in the tropics and subtropics and in countries in transition. Food security will
remain a problem in many developing countries. Nevertheless, there are many examples of traditional knowledge, indigenous
technologies and local innovations that can be used effectively as a foundation for improved farming systems. Before developing
adaptation strategies, it is essential to learn from the actual difficulties faced by farmers to cope with risk management
at the farm level. Agrometeorologists must play an important role in assisting farmers with the development of feasible strategies
to adapt to climate variability and climate change. Agrometeorologists should also advise national policy makers on the urgent
need to cope with the vulnerabilities of agriculture and forestry to climate variability and climate change. The workshop
recommendations were largely limited to adaptation. Adaptation to the adverse effects of climate variability and climate change
is of high priority for nearly all countries, but developing countries are particularly vulnerable. Effective measures to
cope with vulnerability and adaptation need to be developed at all levels. Capacity building must be integrated into adaptation
measures for sustainable agricultural development strategies. Consequently, nations must develop strategies that effectively
focus on specific regional issues to promote sustainable development. 相似文献
19.
Synoptic weather typing and regression-based downscaling approaches have become popular in evaluating the impacts of climate change on a variety of environmental problems, particularly those involving extreme impacts. One of the reasons for the popularity of these approaches is their ability to categorize a complex set of meteorological variables into a coherent index, facilitating the projection of changes in frequency and intensity of future daily extreme weather events and/or their impacts. This paper illustrated the capability of the synoptic weather typing and regression methods to analyze climatic change impacts on a number of extreme weather events and environmental problems for south–central Canada, such as freezing rain, heavy rainfall, high-/low-streamflow events, air pollution, and human health. These statistical approaches are helpful in analyzing extreme events and projecting their impacts into the future through three major steps or analysis procedures: (1) historical simulation modeling to identify extreme weather events or their impacts, (2) statistical downscaling to provide station-scale future hourly/daily climate data, and (3) projecting changes in the frequency and intensity of future extreme weather events and their impacts under a changing climate. To realize these steps, it is first necessary to conceptualize the modeling of the meteorology, hydrology and impacts model variables of significance and to apply a number of linear/nonlinear regression techniques. Because the climate/weather validation process is critical, a formal model result verification process has been built into each of these three steps. With carefully chosen physically consistent and relevant variables, the results of the verification, based on historical observations of the outcome variables simulated by the models, show a very good agreement in all applications and extremes tested to date. Overall, the modeled results from climate change studies indicate that the frequency and intensity of future extreme weather events and their impacts are generally projected to significantly increase late this century over south–central Canada under a changing climate. The implications of these increases need be taken into consideration and integrated into policies and planning for adaptation strategies, including measures to incorporate climate change into engineering infrastructure design standards and disaster risk reduction measures. This paper briefly summarized these climate change research projects, focusing on the modeling methodologies and results, and attempted to use plain language to make the results more accessible and interesting to the broader informed audience. These research projects have been used to support decision-makers in south–central Canada when dealing with future extreme weather events under climate change. 相似文献
20.
Climate change impacts, adaptation and vulnerability studies tend to confine their attention to impacts and responses within the same geographical region. However, this approach ignores cross-border climate change impacts that occur remotely from the location of their initial impact and that may severely disrupt societies and livelihoods. We propose a conceptual framework and accompanying nomenclature for describing and analysing such cross-border impacts. The conceptual framework distinguishes an initial impact that is caused by a climate trigger within a specific region. Downstream consequences of that impact propagate through an impact transmission system while adaptation responses to deal with the impact propagate through a response transmission system. A key to understanding cross-border impacts and responses is a recognition of different types of climate triggers, categories of cross-border impacts, the scales and dynamics of impact transmission, the targets and dynamics of responses and the socio-economic and environmental context that also encompasses factors and processes unrelated to climate change. These insights can then provide a basis for identifying relevant causal relationships. We apply the framework to the floods that affected industrial production in Thailand in 2011, and to projected Arctic sea ice decline, and demonstrate that the framework can usefully capture the complex system dynamics of cross-border climate impacts. It also provides a useful mechanism to identify and understand adaptation strategies and their potential consequences in the wider context of resilience planning. The cross-border dimensions of climate impacts could become increasingly important as climate changes intensify. We conclude that our framework will allow for these to be properly accounted for, help to identify new areas of empirical and model-based research and thereby support climate risk management. 相似文献