Climate Risk Management最新文献

{"title":"Quantifying overheating risk in English schools: A spatially coherent climate risk assessment","authors":"Laura C. Dawkins ,&nbsp;Kate Brown ,&nbsp;Dan J. Bernie ,&nbsp;Jason A. Lowe ,&nbsp;Theodoros Economou ,&nbsp;Duncan Grassie ,&nbsp;Yair Schwartz ,&nbsp;Daniel Godoy-Shimizu ,&nbsp;Ivan Korolija ,&nbsp;Dejan Mumovic ,&nbsp;David Wingate ,&nbsp;Emma Dyer","doi":"10.1016/j.crm.2024.100602","DOIUrl":"10.1016/j.crm.2024.100602","url":null,"abstract":"<div><p>Climate adaptation decision making can be informed by a quantification of current and future climate risk. This is important for understanding which populations and/or infrastructures are most at risk in order to prioritise adaptation action. When assessing the risk of overheating in buildings, many studies use advanced building models to comprehensively represent the vulnerability of the building to overheating, but often use a limited representation of the meteorological (hazard) information which does not vary realistically in space. An alternative approach for quantifying risk is to use a spatial risk assessment framework which combines information about hazard, exposure and vulnerability to estimate risk in a spatially consistent way, allowing for risk to be compared across different locations. Here we present a novel application of an open-source CLIMADA-based spatial risk assessment framework to an ensemble of climate projections to assess overheating risk in ∼20,000 schools in England. In doing so, we demonstrate an approach for bringing together the advantages of open-source spatial risk assessment frameworks, data science techniques, and physics-based building models to assess climate risk in a spatially consistent way, allowing for the prioritisation of adaptation action in this vulnerable young population. Specifically, we assess the expected number of days each school overheats (internal operative temperature exceeds a high threshold) in a school-year based on three global warming levels (recent past, 2 °C and 4 °C warmer than pre-industrial). Our results indicate an increase in this risk in future warmer climates, with the relative frequency of overheating at internal temperatures in excess of 35 °C increasing more than at 26 °C. Indeed, this novel demonstration of the approach indicates that the most at-risk schools could experience up to 15 school days of internal temperature in excess of 35 °C in an average year if the climate warms to 2 °C above pre-industrial. Finally, we demonstrate how the spatial consistency in the output risk could enable the prioritisation of high risk schools for adaptation action.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100602"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000196/pdfft?md5=549ab4b4718dd60604382634e6610a7a&pid=1-s2.0-S2212096324000196-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140153824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Corrigendum to “The sacred and climate change: Local perceptions from KaNyaka island in Mozambique” [Clim. Risk Manage. 42 (2023) 100564]","authors":"Marlino Eugénio Mubai ,&nbsp;Salomão Olinda Bandeira ,&nbsp;Dadivo José Combane ,&nbsp;Tim Daw ,&nbsp;Taís Gonzalez ,&nbsp;Elizabeth Maria Drury O'Neill ,&nbsp;Maria Mancilla Garcia","doi":"10.1016/j.crm.2024.100610","DOIUrl":"10.1016/j.crm.2024.100610","url":null,"abstract":"","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100610"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000275/pdfft?md5=520554b5949910584e8c63452a87da50&pid=1-s2.0-S2212096324000275-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140840949","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Exploring the spatial and temporal changes of compound disasters: A case study in Gaoping River, Taiwan","authors":"Tzu-Ling Chen,&nbsp;Ting-Xuan Chen,&nbsp;Jin-Cheng Fu","doi":"10.1016/j.crm.2024.100617","DOIUrl":"https://doi.org/10.1016/j.crm.2024.100617","url":null,"abstract":"<div><p>Global climate change has resulted in unusual climatic events of increasing intensity and frequency with severe impacts. An individual disaster is often coupled with another at the same time or in the form of a cascade. Major issues discussed in disaster management range from risks, environmental vulnerability, and resiliency, to the identification of human disaster-inducing land uses and their locations across a region, particularly in watersheds. The accurate identification of these disaster-inducing areas – that is, those locations of land use that may cause or contribute to making downstream impacts worse than they would be in the absence of such land uses – would be of assistance for disaster management agencies in order to mitigate disasters in advance. This study applies spatial autocorrelation statistics to explore the spatial and temporal dynamics associated with compound disasters. The study then utilizes the Soil and Water Assessment Tool (SWAT) to calculate runoff volume and sediment discharge to identify the locations of human disaster-inducing land uses. Our modeling outcomes show that there are various kinds of spatial and temporal clusters among compound disasters, and that certain areas are affected by similar disasters regularly while other locations might be the cause of these regular disasters.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100617"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000342/pdfft?md5=a97c168dacfc3e9e2bb197395c48d55a&pid=1-s2.0-S2212096324000342-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140924453","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Assessing climate risks from satellite imagery with machine learning: A case study of flood risks in Jakarta","authors":"Jeasurk Yang ,&nbsp;Donghyun Ahn ,&nbsp;Junbeom Bahk ,&nbsp;Sungwon Park ,&nbsp;Nurrokhmah Rizqihandari ,&nbsp;Meeyoung Cha","doi":"10.1016/j.crm.2024.100651","DOIUrl":"10.1016/j.crm.2024.100651","url":null,"abstract":"<div><div>Consistent and timely assessment of climate risks is crucial for planning disaster mitigation and adaptation to climate change at the local community level. This article presents an automatized method for monitoring climate risks with machine learning on satellite imagery, specially targeting riverine and coastal floods. Our research demonstrates that disaster-related risk measurement becomes more comprehensive and multi-faceted by including the following components: hazards, exposure, and vulnerability. Our model first maps hazard-related risks with geo-spatial data, then extends the model to incorporate exposure and vulnerability. In doing so, we adopt a clustering-based supervised algorithm to sort satellite images to produce the climate risk scores at a grid-level. The developed model was tested over multiple ground-truth datasets on flood risks in the region of Jakarta, Indonesia. Results confirm that our model can assess climate risks in a granular scale and further capture potential risks in the marginalized areas (e.g., slums) that were previously hard to predict. We discuss how computational methods like ours can support humanitarian projects for developing countries.</div></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"46 ","pages":"Article 100651"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000688/pdfft?md5=afa68c0566457d76eda0fe2ad1db09a8&pid=1-s2.0-S2212096324000688-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142312406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Key design considerations for flood risk pooling facilities at the sub-national level","authors":"Kamleshan Pillay","doi":"10.1016/j.crm.2024.100671","DOIUrl":"10.1016/j.crm.2024.100671","url":null,"abstract":"<div><div>Disaster or catastrophe risk pooling refers to the sharing of risk by entities facing common risk exposure to an individual hazard or set of hazards over a geographical area. Risk pooling members can gain risk diversification benefits such as lower premium costs while facilities based on parametric insurance policies are able to provide timely post-disaster payouts to members. The topic of sub-national catastrophe risk pools is relatively unexplored. Sub-national risk pools are advantageous as they can overcome politicised issues of compromised sovereignty and joint decision-making while enhancing insurance access for smaller, rural sub-national authorities. This research represents a starting point on design considerations for developing a sub-national flood risk pool (SNFRP). The operation of an SNFRP may result in greater spatial correlation. This may affect the financial stability of SNFRPs or diminish the risk diversification benefits over time. The balancing of fully risk-based pricing and affordability is also likely to be a significant challenge for SNFRPs, especially those operating in emerging and developing economies (EMDE). Means-based subsidies can overcome this challenge; however, donor access may be limited. In addition to donor partnerships, SNFRPs require engagements with reinsurers and national government actors to assist with risk transfer and seed capitalisation, respectively. In EMDEs, an SNFRP focused on response and relief will likely be based on parametric insurance policies. Issues such as index selection, geographical basis risk, and data and modelling needs must be carefully considered during the design of flood parametric insurance policies. Geographic basis risk may be amplified in an SNFRP operating at smaller spatial scales as flood events are not restricted to the administrative boundaries of sub-national authorities. Other issues that could influence the implementation of a sub-national facility include gaining political buy-in; access to reinsurance markets; and risk reduction incentivisation.</div></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"46 ","pages":"Article 100671"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142702058","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Roles and activities of local stakeholders facing Alpine permafrost warming: A comparative exploratory analysis of three contexts and networks of actors","authors":"Rafaël Weissbrodt ,&nbsp;Sandrine Caroly ,&nbsp;Jessica Marques Pisoeiro ,&nbsp;Ludovic Ravanel ,&nbsp;Xavier Bodin","doi":"10.1016/j.crm.2024.100591","DOIUrl":"10.1016/j.crm.2024.100591","url":null,"abstract":"<div><p>Mountain permafrost warming resulting from climate change increases gravitational hazards. This interdisciplinary study compares the networks of actors involved in managing such hazards in three regions of the European Alps. Interviews were conducted with 40 people (members of local authorities, mountain professionals, and private citizens) at the foot of Mont Blanc (Chamonix, France), in the Vanoise massif (France), and in the canton of Valais (Switzerland). Data were analysed qualitatively and quantitatively using interaction matrices and network diagrams. Communal authorities played a central role but partnered with many other public and private actors. In Valais, collaboration to protect infrastructure and inhabited areas was centred around communal and cantonal authorities. In Chamonix, the network of actors gave a significant role to mountain professionals. In Vanoise, the network was less dense and less well-defined, although actors had high expectations regarding awareness-raising and prevention. Sources of tension existed in all three networks, particularly between authorities and mountain professionals. To strengthen community resilience, authorities should develop more mechanisms for citizen participation in risk management.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100591"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000081/pdfft?md5=a6c57c7752415e5775e4875c556c1a11&pid=1-s2.0-S2212096324000081-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139949408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Patterns of hurricane induced displacement in The Bahamas: Building equitable resilience in small island developing states","authors":"Stacy-ann Robinson","doi":"10.1016/j.crm.2024.100634","DOIUrl":"10.1016/j.crm.2024.100634","url":null,"abstract":"<div><p>The extent and severity of disaster displacement in small island developing states (SIDS) often go unreported or underreported in global assessments due to the total number of affected people falling below established thresholds. Additionally, post-disaster assessments prepared by various international relief agencies often present conflicting evidence, and largely do not offer substantial insights into national and subnational spatial and temporal patterns of displacement, particularly with respect to the disproportionate risk that certain localities, communities and populations face over time. This article is a case study of hurricane induced displacement in a Caribbean SIDS – The Bahamas. It triangulates data from a publicly-available global disaster database, weather and post-disaster reports from national government departments and agencies, and newspaper articles. Its qualitative-dominant synthesis represents the best available evidence of hurricane risk across the archipelago between 2004 and 2019, organized according to hazard (winds, storm surge, flooding), exposure (people, livelihoods, assets etc. adversely affected), and vulnerability (the propensity or predisposition for adverse impacts). It finds that 11 hurricanes across three periods caused displacement in one or more of the 17 major islands. In identifying the emerging spatial and temporal patterns, it proposes two alternative core-periphery models for The Bahamas. These models not only provide a more accurate account of the islands’ exposure and sensitivity to hurricanes, but also highlight the geographical factors that should be considered as the basis for future plans, actions, strategies or policies that seek to build equitable resilience to these and other climate-amplified hydrometeorological events in SIDS.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"45 ","pages":"Article 100634"},"PeriodicalIF":4.8,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000512/pdfft?md5=59d01340561b1fc4f1b164d419091b46&pid=1-s2.0-S2212096324000512-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141577545","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Impact of outdoor heat adaptation on indoor thermal conditions – Combining microscale urban climate and building performance simulation","authors":"Christoph Schünemann ,&nbsp;Tim Felix Kriesten ,&nbsp;Uta Moderow ,&nbsp;Astrid Ziemann","doi":"10.1016/j.crm.2024.100615","DOIUrl":"https://doi.org/10.1016/j.crm.2024.100615","url":null,"abstract":"<div><p>To what extent can outdoor heat adaptation measures in urban districts help to reduce high indoor temperatures in buildings and thus enhance indoor thermal conditions? To answer this question microscale meteorological simulation (MMS) and building performance simulation (BPS) are combined in a model chain approach. Two existing residential German districts with different urban designs are modelled in the MMS tool ENVI-met. For both districts, a representative residential building (one from the Wilhelminian period and one large panel construction type) is modelled using the BPS tool IDA-ICE. Different scenarios of heat adaptation measures are applied to analyse how changes in urban and building design (e.g. white (cool) roofs (high albedo), white traffic areas (high albedo), intensive green roofs, urban trees, facade insulation or facade greening) affect outdoor and indoor temperatures. The MMS results highlight that the district from the Wilhelminian period is less heat resilient and that the efficacy of heat adaptation measures on heat reduction in open space depends on the urban design and the daytime. Regarding the efficacy of heat adaptation measures on indoor thermal conditions, our findings indicate that the larger share of the indoor cooling effect is not caused by the outdoor air temperature reduction by the outdoor heat adaptation measures but by the change of the building physics in the BPS model (e.g. changing the surface reflectance of the white roofs). White roofs and intensive green roofs show the largest cooling effect by reducing the operative room temperature by more than 1 Kelvin. Our findings also demonstrate that facade insulation can act as both, climate adaptation and mitigation measures.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"44 ","pages":"Article 100615"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000329/pdfft?md5=1cc41bd0813e2c7bbb3232470132b1d7&pid=1-s2.0-S2212096324000329-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140950056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Multi-criteria decision approach for climate adaptation of cultural resources along the Atlantic coast of the southeastern United States: Application of AHP method","authors":"Abu SMG Kibria ,&nbsp;Erin Seekamp ,&nbsp;Xiao Xiao ,&nbsp;Soupy Dalyander ,&nbsp;Mitchell Eaton","doi":"10.1016/j.crm.2024.100587","DOIUrl":"https://doi.org/10.1016/j.crm.2024.100587","url":null,"abstract":"<div><p>Prioritizing climate adaptation actions is often made difficult by stakeholders and decision-makers having multiple objectives, some of which may be competing. Transparent, transferable, and objective methods are needed to assess and weight different objectives for complex decisions with multiple interests. In this study, the Analytic Hierarchy Process (AHP) was used to examine priorities in managing cultural resources in the face of climate change at Cape Lookout National Seashore on the Atlantic coast of the southeastern United States. In this process, we conducted facilitated discussion sessions with the selected stakeholder representatives to elicit a comprehensive list of management objectives. Objectives were then merged into three categories: 1) Maximize retention of historic character and condition (HCC); 2) Foster heritage awareness (HA); and 3) Maximize financial benefits (FB). We facilitated two AHP exercise sessions, both individually and in groups, to seek consensus on the relative importance of the objectives. The AHP process created a space for stakeholders (government agencies and local citizens) to consider and present arguments that we used to contextualize their trade-offs between the objectives. The stakeholders' top priority was to maximize the HCC. This objective was prioritized more than HA and FB in the individual trade-off choices, while HA was given nearly equal priority to FB. The consensus priority vectors of two management objectives (HCC and HA) differ significantly from FB, but the difference between HCC and HA is slight and not statistically different. FB and HA had larger changes in consensus priority vectors among the three objectives relative to individual priority vectors. For HCC, the difference between individual and consensus priority vectors was the smallest and nearly equal. Moreover, very high levels of consistency were found in consensus priority trade-off discussions and AHP application. Our research highlights the advantage of using a two-step AHP process in climate adaptation planning of vulnerable resources to enhance robustness in decision making. Coupling this approach with future efforts to develop management priorities would help estimate indices to determine the order in which adaptation treatments are applied to vulnerable cultural resources.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"43 ","pages":"Article 100587"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000044/pdfft?md5=9d30bbe3eda3578b6fd3fa5bb8b151d7&pid=1-s2.0-S2212096324000044-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139714421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Disparities between climate change facts and farmer’s awareness and perception in an arid region: A case study of the middle and lower reaches of the Heihe River Basin in northwest China","authors":"Benli Liu ,&nbsp;Wanyue Peng ,&nbsp;Yunhua Zhang","doi":"10.1016/j.crm.2024.100588","DOIUrl":"10.1016/j.crm.2024.100588","url":null,"abstract":"<div><p>Arid areas are sensitive and vulnerable to climate change and may face more climate risks in the future under the background of global warming. The adaptability of society to future climate change impacts relies heavily on the awareness and perception of local populations. This study focuses on the middle and lower reaches of the Heihe River, which is the second-largest inland river in China, and examine the temperature and precipitation changes from 1981 to 2020, employing the Sen + Mann-Kendall trend analysis method. The local farmers and herdsmen were interviewed, and their variations in awareness and perception regarding climate change were assessed. The results show that local residents are highly sensitive to climate warming but not to precipitation increases, indicating that the communities faces substantial constraints imposed by limited water resources. Residents of the downstream desert area feel a wetter climate than those of the mountain and oasis areas in the middle reach, suggesting a greater water scarcity pressure in the latter. The increased allocation of ecological water to the downstream portion of the Heihe river, as implemented by the “97″ water distribution plan in 2000, may be a contributing factor to this phenomenon. The disparities in the fact and residents’ awareness and perception of climate change are different among the mountainous, oasis, and desert regions, which are influenced by regional differences in climate change, agricultural production conditions, and water policies. The government should consider these factors when formulating water policies to ensure successful and balanced development.</p></div>","PeriodicalId":54226,"journal":{"name":"Climate Risk Management","volume":"43 ","pages":"Article 100588"},"PeriodicalIF":4.4,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2212096324000056/pdfft?md5=391720232dbf7d3bf146c0e565ac51b6&pid=1-s2.0-S2212096324000056-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139919778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}