Risks of sea level rise to disadvantaged communities in the United States

Climate change and sea level rise (SLR) pose risks to coastal communities around the world, but societal understanding of the distributional and equity implications of SLR impacts and adaptation actions remains limited. Here, we apply a new analytic tool to identify geographic areas in the contiguous United States that may be more likely to experience disproportionate impacts of SLR, and to determine if and where socially vulnerable populations would bear disproportionate costs of adaptation. We use the Social Vulnerability Index (SoVI) to identify socially vulnerable coastal communities, and combine this with output from a SLR coastal property model that evaluates threats of inundation and the economic efficiency of adaptation approaches to respond to those threats. Results show that under the mid-SLR scenario (66.9 cm by 2100), approximately 1,630,000 people are potentially affected by SLR. Of these, 332,000 (～20%) are among the most socially vulnerable. The analysis also finds that areas of higher social vulnerability are much more likely to be abandoned than protected in response to SLR. This finding is particularly true in the Gulf region of the United States, where over 99% of the most socially vulnerable people live in areas unlikely to be protected from inundation, in stark contrast to the least socially vulnerable group, where only 8% live in areas unlikely to be protected. Our results demonstrate the importance of considering the equity and environmental justice implications of SLR in climate change policy analysis and coastal adaptation planning.     

Evaluating the impacts of sea level rise on coastal wetlands in Languedoc-Roussillon,France

Sea-level rise due to climate change creates new risks of submersion in coastal areas that must be taken into account. Although these are long-term risks for 2100, it is important to anticipate possible consequences in order to identify the most vulnerable areas or issues and develop the appropriate adaptation policies. The aim of this paper is to examine the consequences of such sea-level rise for wetlands in the Languedoc-Roussillon region (France) which is particularly at risk of submersion. The analysis is based on the worst case scenario of a one meter sea level rise by 2100, with a variety of adaptive strategies: denial, laissez-faire and strategic retreat of infrastructure and buildings. This latter strategy assumes that the retreat wetlands is unconstrained. The evaluation examines the losses and transformations of ecological habitats, depending on their distance from salt water. Estimating damages and benefits requires first, to study the evolution of the services supplied by different habitats and second, to estimate the value of the economic impact. This approach demonstrates the superiority of a strategic retreat policy which would halve the damages resulting from submersion.     

Advancing values-based approaches to climate change adaptation: A case study from Australia

Coastal flooding affects physical and social place attachments. Values-based approaches to climate change adaptation examine how risks to place attachments are distributed within and among communities, with a view to informing equitable adaptation policies. In this nascent body of research, divergent theoretical frameworks and empirical approaches to measuring social values are evolving. While some studies explore the things people value about their everyday lives generally—the lived values approach, others locate specific social and cultural values in geographic space—the landscape values mapping approach. This study aims to compare the explanatory value of these two approaches for understanding the social risks of sea-level rise, and appraise whether either or both approaches are likely to meet local adaptation planning needs. It does this by examining the potential social impacts of sea-level rise in Kingston Beach, Australia, informed by a mail-out survey of the community. The lived values approach identified that the natural environment, scenery, relaxed lifestyle and safety are highly important to local residents, while the landscape values mapping approach revealed that Kingston Main Beach is the most highly valued of eight coastal landscape units. Incorporating the landscape values mapping into the lived values cluster analysis revealed that while Kingston Main Beach is highly important for its recreational value to some members of the community, for others manmade features such as community halls or sports ovals may be of higher importance because they facilitate social interactions. There is potential to further integrate these two approaches to better inform adaptation policy about how lived and landscape values are distributed among communities, where they are located in space and whether they change over time. A deeper understanding of such assigned values can lead to improved engagement with coastal residents to inform adaptation policy now and into the future.     

Adapting to climate change: reducing water-related risks in Europe – EU policy and research considerations

Climate change impacts on the hydrological cycle, e.g. leading to changes of precipitation patterns, have been observed over several decades. Higher water temperatures and changes in extremes hydrometeorological events (including floods and droughts) are likely to exacerbate different types of pressures on water resources with possible negative impacts on ecosystems and human health. In addition, sea-level rise is expected to extend areas of salinisation of groundwater and estuaries, resulting in a decrease of freshwater availability for humans and ecosystems in coastal areas. Furthermore, climate-related changes in water quantity and quality are expected to affect food availability, water access and utilisation, especially in arid and semi-arid areas, as well as the operation of water infrastructure (e.g. hydropower, flood defences, and irrigation systems). This paper serves as an introduction to the special issue of Environment Science & Policy dealing with climate change impacts on water-related disasters. It provides a brief background about relevant EU water policies and examples of EU-funded research trends which illustrate on-going efforts to improve understanding and modelling of climate changes related to the hydrological cycles at scales that are relevant to decision making (possibly linked to policy).     

1993—2018年中国沿海海平面异常升高的时空格局特征及潜在社会经济风险估计

全球变暖诱发海平面上升是当前陆海作用领域的热点议题。应用卫星高度计观测海平面异常（SLA）数据,结合共享社会经济路径情景（SSP_S）,探讨我国沿海地区1993—2018年海平面异常升高的时空格局特征及潜在社会经济风险。结果显示：（1）过去26年间,我国沿海年均海平面和极端海平面均呈波动上升趋势,变化速率分别达到3.47±0.50 mm/a和4.74±1.39 mm/a。（2）空间上,我国四大海区上升速率由高到低排序为：东海>黄海>渤海>南海;省域尺度上,苏、闽、浙的海平面增速较大,而粤、沪、台的海平面上升速率较慢。（3）MK检验和Sen趋势分析显示,整个海区的年均海平面全部呈显著增加趋势,其中84.16%的区域处于增速中等偏慢水平,2.32%的区域增速快;而极端海平面中显著增加区域占76%,其中59.65%的区域增速慢,2.31%的区域增速快;无显著减少区域。（4）空间波动性上,我国历年海平面变化整体处于较低的波动水平;其中,较低波动区占61.31%,而高波动与较高波动区仅占到3.17%。（5）到2100年,我国海平面上升高度将达到71.71±19.01 cm;在三种共享社会经济发展路径下（SSP₁、SSP₂和SSP₃）,我国沿海地区潜在经济损失将达10万~21万亿元人民币（2005年可比价）,受影响人口数达350万~550万人;其中,广东省水淹面积最大（占到省份陆域总面积的0.7%）,经济和人口风险也最高。因此,减缓和应对海平面上升风险,是21世纪我国沿海地区保持经济社会、资源环境可持续发展的重要命题。     

More than information: what coastal managers need to plan for climate change

Climate change and sea-level rise (SLR) increasingly threaten the world's coastlines, managers at local, regional, state, and federal levels will need to plan and implement adaptation measures to cope with these impacts in order to continue to protect the economic, social, and environmental security of the state and of local communities.In this paper, we explore the information needs of California coastal managers as they begin confronting the growing risks from climate change. Through this case study we examine the challenges managers face presently, what information they use to perform their responsibilities, what additional information and other knowledge resources they may need to begin planning for climate change. We place our study into the broader context of the study of how science can best support policy-makers and resource managers as they begin to plan and prepare for adaptation to climate change.Based on extensive interview and survey research in the state, we find that managers prefer certain types of information and information sources and would benefit from various learning opportunities (in addition to that information) to make better use of available global change information. Coastal managers are concerned about climate change and willing to address it in their work, but require financial and technical assistance from other agencies at the state and federal level to do so. The study illustrates the strong need for boundary organizations to serve various intermediary functions between science and practice, especially in the context of adaptation to global climate change impacts.     

Vulnerability risk assessment and adaptation to climate change induced sea level rise along the Mediterranean coast of Egypt

Consequence of the sea level rise (SLR) on the Mediterranean coastal areas in Egypt, particularly the Nile River Delta, has become an issue of major concern to Egypt’s population and the government. Previous publications disregard the entire Mediterranean coast of Egypt as an integral unit subject to the impacts of the SLR. This study aims to analyzing the risks, ranking the vulnerability and suggesting adaptation measures to mitigate the impact of the SLR along the Mediterranean coast of Egypt. Although the prominent features of Egypt’s Mediterranean coastal zone are the low lying coast of the Nile Delta, associated with land subsidence, tectonic activities and erosion; the contiguous coastal sectors are backed by shore-parallel carbonate ridges and Plateau (the western coast) and sand dune belts (Sinai coast). The coastal zone is ranked as high, moderate, and low vulnerable to the SLR. The social and biophysical vulnerabilities demonstrate the asymmetrical impacts of the SLR on the Mediterranean coast of Egypt. Areas at risk in the Alexandria region are Mandara and El Tarh whereas in the Nile Delta region, they are the Manzala Lagoon barrier, east and west of the Rosetta City, Gamil, and the Tineh plain. Risk associated with these impacts may be reduced provided the consideration of immediate and adequate adaptation measures.     

A discussion of the potential impacts of climate change on the shorelines of the Northeastern USA

An increase in the rate of sea-level rise and potential changes in storminess represent important components of global climate change that will likely affect the extensive coasts of the Northeastern USA. Raising sea level not only increases the likelihood of coastal flooding, but changes the template for waves and tides to sculpt the coast, which can lead to land loss orders of magnitude greater than that from direct inundation alone. There is little question that sea-level rise, and in particular an increased rate of rise, will result in permanent losses of coastal land. However, quantitative predictions of these future coastal change remains difficult due in part to the complexity of coastal systems and the influence of infrequent storm events, and is further confounded by coastal science’s insufficient understanding of the behavior of coastal systems over decadal timescales. Recently, dramatic improvements in technology have greatly improved our capabilities to investigate and characterize processes and sedimentary deposits in the coastal zone, allowing us, for the first time, to address some of the over-arching problems involved in shoreline change. Despite advances in many areas of coastal geology, our fundamental understanding of shoreline change has been limited by a lack of a broad and integrated scientific focus, a lack of resources, and a lack of willingness on the part of policymakers who make crucial decisions about human activity along the coast to support basic research in this area. Although quantitative predictions remain constrained, there remains little doubt that the predicted climates changes will have profound effects upon the Northeastern coast.     

The economic impact of substantial sea-level rise

Using the FUND model, an impact assessment is conducted over the 21st century for rises in sea level of up to 2-m/century and a range of socio-economic scenarios downscaled to the national level, including the four SRES (IPCC Special Report on Emissions Scenarios) storylines. Unlike a traditional impact assessment, this analysis considers impacts after balancing the costs of retreat with the costs of protection, including the effects of coastal squeeze. While the costs of sea-level rise increase with greater rise due to growing damage and protection costs, the model suggests that an optimum response in a benefit-cost sense remains widespread protection of developed coastal areas, as identified in earlier analyses. The socio-economic scenarios are also important in terms of influencing these costs. In terms of the four components of costs considered in FUND, protection dominates, with substantial costs from wetland loss under some scenarios. The regional distribution of costs shows that a few regions experience most of the costs, especially East Asia, North America, Europe and South Asia. Importantly, this analysis suggests that protection is much more likely and rational than is widely assumed, even with a large rise in sea level. This is underpinned by the strong economic growth in all the SRES scenarios: without this growth, the benefits of protection are significantly reduced. It should also be noted that some important limitations to the analysis are discussed, which collectively suggest that protection may not be as widespread as suggested in the FUND results.     

Vulnerability assessment and adaptation to the impacts of sea level rise on the Kingdom of Bahrain

This paper assesses quantitatively the impact of sea level rise (SLR) at the global and regional scale as a result of climate change (CC) on the coastal areas of the Kingdom of Bahrain’s islands (36 Islands). The standard Intergovernmental Panel on Climate Change (IPCC) guidelines was modified as appropriate for the situation of the study area. Geographic Information Systems (GIS) coupled with Remote Sensing (RS) were used as the main techniques of collecting, analyzing, modeling simulating and disseminating information to build SLR scenarios in a geographically referenced context. Also, these tools were used to assess vulnerability and risk of the coastal area of the islands with the expectation that coastal planner and government authorities will profit from integrating these knowledge into a broad based environmental decision making. Three SLR scenarios: low, moderate and high were developed to examine the impacts from SLR on all islands. The low SLR scenario (Optimistic) assumes a 0.5-m rise above current sea level, the moderate scenario (Intermediate) assumes a one meter rise, and the high scenario (Pessimistic) assumes a 1.5 m rise in sea level. Two more SLR scenarios were assumed to perform risk analysis, a 2 and 5 meter rise above current sea level. The simulation of SLR are quite straightforward, emphasizing on the uses of both of the data that are incorporated from the satellite images and the created Digital Elevation Model (DEM) to estimate SLR scenarios that are adapted in the study. These data were used to predict consequences of the possibility of the rise in sea level at different scenarios which may alter the landuse and patterns of human communities. Results indicate that low-lying coastal areas of Bahrain islands are at risk from the effects of any SLR resulting from CC. These islands are vulnerable under different SLR Scenarios. More than 17% of the country total area may be inundated under 1.5 m SLR in 2100. The total area that might be lost under different sea level scenarios will vary from more than 77 km² if SLR reaches 0.5 m, to about 100 km² under 1.0 m SLR and may reach 124 km² under 1.5 m SLR scenario. The total inundated areas due to risk scenarios will reach 133 km², if the SLR rises to 2.0 m, and it is estimated to be more than (22%) of the main island total area. Under the second scenario, if the SLR reaches 5.0 m, the main islands will lose approximately half of its area (47%) equal to 280 km². Hawar islands group will lose about (30%) of its total area under 2.0 m SLR, which is about 15.5 km².A SLR adaptation policy framework (APF) and adaptation policy initiatives (APIs) are suggested for planners to build upon for reducing the likely effects of SLR in the Kingdom of Bahrain. The framework is composed of four steps namely, acquisition of information, planning and design, implementation and monitoring and evaluation. A general policy framework for a national response to SLR is suggested. Additionally, a range of policy adaptation options/initiatives to sustain coastal developments under the likely effects of SLR are recommended.     

The Nile delta-Alexandria coast: vulnerability to sea-level rise,consequences and adaptation

Like many delta systems, the coastal zoneof the Nile delta has been designated as avulnerable zone to a rising sea level as aconsequence of expected climate changescombined with geological and human factors.In view of the understanding of thesefactors, a degree of vulnerabilityanalysis has been carried out to betterlocate which sectors need to be assessedand adapted to possible sea level rise(SLR) for the Nile delta-Alexandria region of Egypt.Results reveal that not all of the coastalzones of the Nile delta are vulnerable toaccelerated sea-level rise at the samelevel. Based on multiple criteria the Niledelta-Alexandria coast can be categorizedinto vulnerable (30%), invulnerable (55%)and artificially protected coastalstretches (15%). These criteria include:local subsidence or uplifting, relativesea-level rise (RSLR), land topography,width of lagoon barriers, beach-face slope,high-elevated features such as dunes andridges, eroding and accreting coastlinesand protection works.Moreover, this study evaluates thelong-term relative sea-level rise andsubsidence rates along the Nile delta andAlexandria coasts. Statistical analysis oflong-term tide gauge data recorded atAlexandria, Burullus and Port Said yieldsvalues of 1.6, 1.0 and 2.2 mm/yr,respectively. These values of relativesea-level rise and long-term subsidencerate obtained from age-dated sediment coresections are inconsistent: long-termsubsidence appears to be larger (maximum of7 mm/ yr). This discrepancy might beexplained if the subsidence is episodic,and occurs rather abruptly during majorearthquakes that occur every few hundredyears associated with fault trend lines.Rising sea levels could have significantlongterm impacts on the Nile delta,including the distribution of ground watersalinity and erosion of the narrow andlow-lying barriers of the Burullus andManzala lagoons. Adaptive measures alongthe study area particularly those relatedto coastal protective structures are alsoevaluated.     

天津地区相对海平面变化最新进展及发展趋势分析

相对海平面上升是一个缓慢、渐进过程,但长期的积累可以使得上升幅度相当可观,从而加剧风暴潮、海岸侵蚀、海水入侵和咸潮等灾害致灾程度。基于验潮位监测和卫星观测结果显示,全球海平面在20世纪中期平均上升1.5~2.0 mm/a,而近30年中国沿海海平面上升速率为2.6~2.7 mm/a,高于全球平均值。渤海湾天津地区由于地面沉降显著,而导致相对海平面大幅度上升。滨海地区地面沉降速率在未来50至100年内可能会稳定在1.0~2.0 cm/a范围,结合目前海平面上升速率2.7 mm/a,总的相对海平面上升速率处于12.7~22.7 mm/a范围。由此估计,到2050年,天津地区相对海平面将比2012年高出48.3~86.3 cm,而到2100年,将比2012年高出111.8~199.8 cm。     

基于数学模型的海平面上升对咸潮上溯的影响

气候变化导致的海平面上升对沿海地区构成极大的威胁,海平面上升已经成为全球重要的环境问题,受到社会各界的高度重视。研究建立了一维动态潮流-含氯度数学模型,计算了海平面上升对咸潮上溯的影响,结果显示:250 mg/L的咸度线随着上游来水频率的增大,咸潮上溯距离明显增大;一定上游来水条件下,随着海平面的上升,咸潮上溯界线向上游方向移动显著。并详细计算了代表口门在海平面上升10 cm、30 cm和60 cm的情况下,咸潮界线的具体上移距离,以期给三角洲地区城市供水、农业灌溉引水等提供理论指导,减轻海平面上升危害,以确保21世纪中国沿海地区资源、环境、经济和社会的可持续发展。     

Fostering coastal resilience to climate change vulnerability in Bangladesh,Brazil, Cameroon and Uruguay: a cross-country comparison

This paper describes a comparative study of four different cases on vulnerability, hazards and adaptive capacity to climate threats in coastal areas and communities in four developing countries: Bangladesh, Brazil, Cameroon and Uruguay. Coastal areas are vulnerable to sea-level rise (SLR), storm surges and flooding due to their (i) exposure, (ii) concentration of settlements, many of which occupied by less advantaged groups and (iii) the concentration of assets and services seen in these areas. The objective of the paper is twofold: (i) to evaluate current evidence of coastal vulnerability and adaptive capacity and (ii) to compare adaptation strategies being implemented in a sample of developing countries, focusing on successful ones. The followed approach for the case evaluation is based on (i) documenting observed threats and damages, (ii) using indicators of physical and socioeconomic vulnerability and adaptive capacity status and (iii) selecting examples of successful responses. Major conclusions based on cross-case comparison are (a) the studied countries show different vulnerability, adaptive capacity and implementation of responses, (b) innovative community-based (CBA) and ecosystem-based adaptation (EbA) and (c) early warning systems are key approaches and tools to foster climate resilience. A recommendation to foster the resilience of coastal communities and services is that efforts in innovative adaptation strategies to sea-level rise should be intensified and integrated with climate risk management within the national adaption plans (NAPAs) in order to reduce the impacts of hazards.     

胶州湾环境变化对海洋生物资源的影响

根据近年来胶州湾水域的研究,分析胶州湾周围区域的人类活动、胶州湾水域的环境变化以及胶州湾浮游植物的生态变化过程,揭示了人类对生态环境的影响和营养盐Si、水温对海洋生态系统影响,确定了海洋生物资源下降的原因。研究结果表明,在人类的活动中,营养盐Si的缺乏和水温的上升就会引起海洋生态系统食物链的基础改变,就会引起海洋生态系统的正常运行改变,造成海洋生物资源的下降。作者认为,在人类的活动中,首先要考虑输入大海的营养盐Si,其次要关注大海的水温变化,为海洋生态的持续发展做出积极的贡献。     

辽东湾近岸海域开发利用对海水环境质量的影响

为定量评估近岸海域开发利用水平及沿海城市经济产业结构对海水环境质量的影响,本文以辽东湾近岸海域为研究对象,运用水质综合评价指数、内梅罗指数和主成分指数对近岸海域水质环境进行了评价;基于方差分解分析,研究了近岸海域开发利用水平、经济产业结构等对海水环境质量的影响贡献率。结果表明,大连和葫芦岛近岸海域水质环境显著优于辽河口附近的盘锦、营口和锦州;海洋功能区和海水质量指数具有一定的空间关联性,但不同功能区之间差异性不显著;海域开发利用水平和海水水质综合评价指数及内梅罗指数呈极显著正相关性,沿海城市人均GDP和海水水质指数呈“倒U形”的库兹涅兹曲线关系;方差分解分析表明,海域开发利用强度能够累计解释海水环境质量变化的42.3%,经济产业结构能够累计解释海水环境质量变化的31.8%,海域开发利用水平和经济产业结构直接影响贡献率为16.5%,而自然地理位置与海域开发利用强度以及自然地理位置与经济产业结构交互作用的累计解释贡献率为58.9%。研究结果表明,围填海管控、近岸海域综合治理及沿海产业结构优化对改善近岸海域环境质量具有重要作用。     

Risky business: Engaging the public on sea level rise and inundation

To examine whether U.S. public opinion may become as sharply polarized on adaptation responses as it has been on mitigation policies, we surveyed a sample of urban coastal residents in Maryland (n = 378). We then tested the impact of a community deliberative event (n = 40) with small-group sea level rise discussions as a depolarization strategy. Cultural worldviews which contribute to politically polarized beliefs about climate were predictive of perceptions of sea level rise risk. Living close to flooding hazards also significantly predicted respondents’ perceptions of household or neighborhood risks, but not of risks to the entire county. The event significantly increased topic knowledge among all participants and, among those with a worldview predisposing them to lower risk perceptions, significantly increased problem identification and concern about impacts. These results suggest small-group deliberation focused on local problem-solving may be an effective tool for reducing the polarizing effects of cultural worldviews on decision-making.     

Assessing risk of and adaptation to sea-level rise in the European Union: an application of DIVA

This paper applies the DIVA model to assess the risk of and adaptation to sea-level rise for the European Union in the 21st century under the A2 and B1 scenarios of the Intergovernmental Panel on Climate Change. For each scenario, impacts are estimated without and with adaptation in the form of increasing dike heights and nourishing beaches. Before 2050, the level of impacts is primarily determined by socio-economic development. In 2100 and assuming no adaptation, 780?×?10³ people/year are estimated to be affected by coastal flooding under A2 and 200?×?10³ people/year under B1. The total monetary damage caused by flooding, salinity intrusion, land erosion and migration is projected to be about US$ 17?×?10⁹ under both scenarios in 2100; damage costs relative to GDP are highest for the Netherlands (0.3% of GDP under A2). Adaptation reduces the number of people flooded by factors of 110 to 288 and total damage costs by factors of 7 to 9. In 2100 adaptation costs are projected to be US$ 3.5?×?10⁹ under A2 and 2.6?×?10⁹ under B1; adaptation costs relative to GDP are highest for Estonia (0.16% under A2) and Ireland (0.05% under A2). These results suggest that adaptation measures to sea-level rise are beneficial and affordable, and will be widely applied throughout the European Union.     

Assessing inundation damage and timing of adaptation: sea level rise and the complexities of land use in coastal communities

Climate change exacerbates the public policy challenges already present in managing contested landscapes. Coastal managers deal with multiple stressors and multiple stakeholders and have a difficult challenge in managing competing land use as sea level rise (SLR) reduces the amount of prized coastal land. The information needed to inform on the type and timing of adaptation strategies reflects a major gap in the planning and implementation of adaptation options. We present here an inundation risk assessment framework (IRAF) for estimating the impacts of increasing SLR inundation extent probabilities and the cost of inundation damage through time for public and private infrastructure assets. The framework integrates the cost of damage across asset classes in order to help decision-makers judge the economic utility of various adaptation options and the timing of implementation. We provide an example of this methodology using a case study from Southeast Australia in a low lying estuarine region with an increasingly urbanized population. The methodology shows a clear pathway in which to integrate multiple asset classes into a temporally based damage cost analysis. Such methodology will help address the timing of adaptation and allow for the development of trigger points to guide adaptation planning. Thus, the framework developed in this paper can be easily transferred to other regions and countries facing the same types of SLR risks. As SLR and inundation encroachment continue to occur, decisions regarding protection, repair, and retreat will be made depending on the resources available to local governments. The challenge is to balance decision making with both the timing of implementation as well as costs (both of action and inaction). By understanding the areas of land lost to inundation and the cost of inaction through time, local governments can assess the rationality of adaptation at points in the present and future.     

The double trade-off between adaptation and mitigation for sea level rise: an application of FUND

This paper studies the effects of adaptation and mitigation on the impacts of sea level rise. Without adaptation, the impact of sea level rise would be substantial, almost wiping out entire countries by 2100, although the globally aggregate effect is much smaller. Adaptation would reduce potential impacts by a factor 10–100. Adaptation would come at a minor cost compared to the damage avoided. As adaptation depends on socio-economic status, the rank order of most vulnerable countries is different than the rank order of most exposed countries. Because the momentum of sea level rise is so large, mitigation can reduce impacts only to a limited extent. Stabilising carbon dioxide concentrations at 550 ppm would cut impacts in 2100 by about 10%. However, the costs of emission reduction lower the avoided impacts by up to 25% (average 10%). This is partly due to the reduced availability of resources for adaptation, and partly due to the increased sensitivity to wetland loss by adaptation.