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Spatial analysis of major industrial risks of petroleum origin in urban areas - The case of the city of Hassi-Messaoud 城市地区源自石油的主要工业风险的空间分析 - 哈西-梅萨乌德市的案例
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104916
Lahcene Bouzouaid , Kamal Youcef
Aiming at an efficient management of its oil sector and ensuring safety for its population and property, Algeria is currently engaged in all-out assessment approach. Efficient management and safety prove to be crucial parameters in oil-related activity. The major risks degree of the severity of whatever nature have impacts of various and diverse dimensions. The current study presents an occasional paradox case that which combines all high-risk elements and specific factors associated with them in an urban environment, which is made fragile and vulnerable due to its heavy exposure to a highly probable danger. The city of Hassi-Messaoud, the most important component of the Country's economy, witnesses an alarming spatial development driven by an exceptional population growth. The latter is primarily expressed through the incessant influx of immigrants attracted by promising job prospects in the oil industry sector. Coupled with the uncontrolled population movement, the urban expansion lends itself to the most dramatic aspect of Hassi-Messaoud and eventually exposes it to certain dangers all the more as Hassi-Messaoud is located in an area subject to significant potential oil-based risks.
为了有效地管理其石油部门并确保其人口和财产的安全,阿尔及利亚目前正在进行全面评估。事实证明,高效管理和安全是石油相关活动的关键参数。重大风险的严重程度无论性质如何,都会产生各种不同的影响。目前的研究提出了一个偶然的矛盾案例,即在一个城市环境中结合了所有高风险因素和与之相关的特定因素,而这个城市环境由于极有可能面临危险而变得脆弱不堪。Hassi-Messaoud 市是该国经济最重要的组成部分,在人口超常增长的推动下,该市的空间发展令人震惊。人口增长的主要表现形式是被石油工业的良好就业前景所吸引的移民的不断涌入。由于人口流动不受控制,城市扩张成为 Hassi-Messaoud 最引人注目的一面,并最终使其面临更多的危险,因为 Hassi-Messaoud 位于一个存在重大潜在石油风险的地区。
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引用次数: 0
Quantifying post-disaster community well-being: A case study of Hurricane Harvey 量化灾后社区福祉:哈维飓风案例研究
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104903
Mohamadali Morshedi , Makarand Hastak , Satish V. Ukkusuri , Seungyoon Lee
Natural hazards such as hurricanes affect various aspects of the community members’ lives and their post-disaster well-being by causing significant disruptions in the key community activities in the immediate recovery phase. Furthermore, natural hazards leave behind short-term socio-economic impacts such as stress, anxiety, huge recovery expense, and lack of affordable housing. There is a need for incorporating both immediate and short-term impacts of natural hazards when measuring disaster recovery. This study aims to address this need by introducing community well-being as the metric for the recovery of communities from natural disasters. From this perspective, community resilience is defined as the capability of community to reach its pre-disaster state of well-being, in a timely and efficient manner. The study leverages Bottom-Up Spillover Theory and the existing literature to introduce a community well-being model. This model quantifies how the functionality of infrastructure systems can affect various aspects of community well-being based on 6 domains, 17 sub-domains, and 51 indicators. The indicators were quantified using survey data and 211-call data for the City of Houston, and data on the impact of Hurricane Harvey at the zip code level. The results showed that various dimensions of well-being were affected heterogeneously and followed different recovery patterns. The proposed framework can serve decision makers as a dashboard for identifying the well-being domains and sub-domains that should be addressed to enhance post-disaster well-being in the immediate-to short-term. Furthermore, the study introduces the phone call data as an inexpensive and timely replacement for multiple rounds of survey questionnaires for quantifying community well-being.
飓风等自然灾害会影响社区成员生活的各个方面以及他们的灾后福祉,在直接恢复阶段会严重扰乱社区的主要活动。此外,自然灾害还会带来短期的社会经济影响,如压力、焦虑、巨额恢复费用和缺乏负担得起的住房。在衡量灾后恢复情况时,有必要将自然灾害的直接影响和短期影响都考虑在内。本研究旨在满足这一需求,将社区福祉作为衡量社区从自然灾害中恢复的标准。从这一角度出发,社区恢复力被定义为社区及时有效地达到灾前福祉状态的能力。本研究利用自下而上的溢出理论和现有文献,引入了社区福祉模型。该模型基于 6 个领域、17 个子领域和 51 个指标,量化了基础设施系统的功能如何影响社区福祉的各个方面。这些指标是利用休斯顿市的调查数据和 211 呼叫数据,以及飓风哈维在邮政编码层面的影响数据进行量化的。结果显示,福祉的各个维度受到不同程度的影响,并遵循不同的恢复模式。所提出的框架可作为决策者的仪表板,用于确定应在近期至短期内解决的福祉领域和子领域,以提高灾后福祉。此外,该研究还介绍了电话数据,它可以廉价、及时地取代多轮调查问卷,用于量化社区福祉。
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引用次数: 0
Disaster awareness levels and institutional responsibility perceptions of international students in Turkey 土耳其留学生对灾害的认识水平和对机构责任的看法
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104939
Salih Ciftci, Leyla Ciftci
This study aimed to investigate the disaster awareness levels and institutional responsibility perceptions of international students in Turkey. Turkey is a country that is prone to natural disasters, and it is important to receive disaster training to be prepared for disasters. Turkey hosts more than three hundred thousand international students from 198 different countries. Bartın is one of the cities where international students receive education. Bartın is a risky city in terms of disasters such as earthquakes, floods, and landslides. This is why it is highly important for international students living in Bartın to receive disaster training. Other important issues include which institutions they would reach in a disaster situation, how they would reach them, and how they should act during a disaster. It was determined that 40 % of the participants had not received disaster training and were not sufficiently knowledgeable about relevant institutions. It was also observed that some of the responses of the participants were influenced by their gender, age, duration of living in Turkey, whether there was a risk of disasters in their home country, disaster experiences, whether they experienced loss in disasters, and whether they had received disaster-related training.
本研究旨在调查土耳其留学生的灾害意识水平和机构责任感。土耳其是一个自然灾害频发的国家,接受防灾培训以做好防灾准备非常重要。土耳其接纳了来自198个不同国家的30多万名留学生。巴特恩是留学生接受教育的城市之一。就地震、洪水和山体滑坡等灾害而言,巴特恩是一个风险较高的城市。因此,对居住在巴特恩的留学生来说,接受防灾培训非常重要。其他重要问题还包括:在发生灾害时,他们会联系哪些机构,如何联系这些机构,以及在发生灾害时应如何行动。结果发现,40% 的参与者没有接受过灾害培训,对相关机构的了解也不够。调查还发现,参与者的某些回答受其性别、年龄、在土耳其的居住时间、本国是否存在灾害风险、灾害经历、是否在灾害中遭受过损失以及是否接受过与灾害有关的培训等因素的影响。
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引用次数: 0
Cognitive limits of perceived flood risk on residential property values 认知洪水风险对住宅物业价值的限制
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104948
Song Shi, Mustapha Bangura, Sumita Ghosh
Examining cognitive limits in flood risk perception for residential property values, we analyse the Richmond housing market in the state of New South Wales, Australia. Using micro-level home sales data, our study reveals that the market has integrated long-term flood risk into property values. A notable 10.8 % price discount is observed for properties within 1–100 Annual Exceedance Probability (AEP) flood zone, 4.4 % for those in an AEP 500 zone, with no discounts for AEP 1000 flood zone properties. Comparisons of 2019 and 2023 flood maps and property's Time-on-Market (TOM) affirm that people's cognitive limits constrain to the AEP 500 level.
我们分析了澳大利亚新南威尔士州里士满的住房市场,研究了洪水风险认知对住宅物业价值的影响。利用微观层面的房屋销售数据,我们的研究揭示了市场已将长期洪水风险纳入房产价值。据观察,1-100 年超标概率 (AEP) 洪灾区内的房产价格明显折价 10.8%,AEP 500 洪灾区内的房产折价 4.4%,AEP 1000 洪灾区内的房产没有折价。通过比较 2019 年和 2023 年的洪水地图以及房产的上市时间 (TOM),可以确认人们的认知局限于 AEP 500 水平。
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引用次数: 0
Public health challenges after the February 6 earthquakes: A comprehensive review of immediate and long-term impacts in Türkiye 2 月 6 日地震后的公共卫生挑战:对土耳其近期和长期影响的全面审查
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104925
Anıl Tevfik Koçer , Ali Akpek , Alperen Vural , Ayça Aslan , Arzu Erkoç , Aybike Manav Özen , Aynur Şahin , Aysel Oktay , Ayşe Aslı Şenol , Ayşegül Batıoğlu-Karaaltın , Azize Demir , Benan İnan , Bengü Doğu Kaya , Beste Turanlı , Betül Yılmaz , Beyza Karacaoğlu , Bilge Tarçın , Birsay Gümrü Tarçın , Bora Korkut , Burcu Onat , Zeynep Kuzu
Earthquakes are one of the most destructive natural hazards that cause loss of life, loss of property and destruction of infrastructure when they interact with vulnerabilities in human systems. The health impacts of these events are not only limited to immediate trauma and injuries, but also affect both physical and mental health in the short and long term. In this context, understanding the short- and long-term public health impacts of earthquakes and developing effective solutions is a priority both nationally and internationally. This review comprehensively examines the health challenges posed by earthquakes, focusing on the earthquakes that occurred in Türkiye on February 6, 2023. It addresses acute responses such as post-earthquake trauma management, emergency health services, potential earthquake-related risks and search and rescue activities, as well as chronic challenges such as sustained physical rehabilitation and psychosocial support in the long term. By analyzing current strategies and outcomes, this study aims to provide important insights into effective health management practices following earthquakes.
地震是最具破坏性的自然灾害之一,当地震与人类系统的脆弱性相互作用时,会造成生命损失、财产损失和基础设施破坏。这些事件对健康的影响不仅限于直接的创伤和伤害,还会在短期和长期影响身心健康。在这种情况下,了解地震对公众健康的短期和长期影响并制定有效的解决方案是国内和国际的当务之急。本综述以 2023 年 2 月 6 日发生在图尔基耶的地震为重点,全面探讨了地震给健康带来的挑战。它探讨了震后创伤管理、紧急医疗服务、潜在地震相关风险和搜救活动等紧急应对措施,以及长期持续的身体康复和社会心理支持等慢性挑战。通过分析当前的策略和结果,本研究旨在为地震后有效的健康管理实践提供重要的见解。
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引用次数: 0
A multi-step framework for measuring post-earthquake recovery: Integrating essential infrastructure System's serviceability in building functionality 衡量震后恢复的多步骤框架:将基本基础设施系统的可用性纳入建筑物功能中
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104929
Ram Krishna Mazumder , Elaina J. Sutley
Measuring and predicting the functionality of buildings is a core aspect of community resilience analysis, which is jointly dependent on structural integrity and essential services provided by critical infrastructure systems. A functional building is one that is used for its intended services. This paper develops a multi-step community-level functionality analysis framework by modelling: (1) building functionality that integrates the building's structural performance, essential water and electric power service performance, and physical accessibility through road networks; (2) portfolio-level building recovery by aggregating functionality of buildings for an entire community; and (3) serviceability of infrastructure systems. Graph theory is applied to assess performance of infrastructure systems. The cascading effect of water pipe failure on the road network is modelled through geographic dependency analysis. Post-earthquake water demand changes due to household dislocation and return, and increased water service demand at essential facilities are captured to model the performance of the water network under stressed conditions. The framework also assesses household-level housing recovery and integrates results with physical damage repair to more holistically depict the functional recovery of buildings from the perspective that buildings must be occupied to be fully functional. The proposed framework is illustrated for a scenario earthquake for the virtual community of Centerville. Findings provide an up-to-date measurement of post-disaster functionality for buildings and critical infrastructure systems that can guide decision-makers during pre-disaster planning and post-disaster recovery. The example demonstrates that consideration of essential infrastructure services significantly alters the functionality of the built environment during the recovery process. For instance, power outages resulted in functionality loss of up to 75 % of physically operable buildings for as much as 14 days. Consideration of physical accessibility loss to nearest road segments resulted in a portfolio functionality drop of up to 9 % for 6 days, and partial water shortage significantly hampered the functionality of the impacted area, including the regional hospital. Approximately 3 % of households were unable to repair their damaged homes and became homeless. The proposed framework enables risk-informed decisions regarding long-term recovery at the community scale with inclusion of those living at the margins and most susceptible to long-term negative consequences from disasters.
测量和预测建筑物的功能性是社区复原力分析的一个核心方面,而社区复原力分析则共同依赖于关键基础设施系统提供的结构完整性和基本服务。功能性建筑是指可用于其预期服务的建筑。本文开发了一个多步骤的社区级功能分析框架,建模方法包括:(1) 建筑物功能,综合建筑物的结构性能、基本水电服务性能以及通过道路网络的物理可达性;(2) 组合级建筑物恢复,综合整个社区建筑物的功能;(3) 基础设施系统的可服务性。图论适用于评估基础设施系统的性能。通过地理依赖性分析,模拟了水管故障对道路网络的连带影响。地震后,由于住户搬迁和返回造成的用水需求变化,以及基本设施用水服务需求的增加,都被纳入了模型中,以模拟供水网络在压力条件下的性能。该框架还评估了家庭层面的住房恢复情况,并将结果与物理损坏修复相结合,从建筑物必须有人居住才能充分发挥功能的角度,更全面地描述了建筑物的功能恢复情况。建议的框架针对森特维尔虚拟社区的地震场景进行了说明。研究结果提供了建筑物和关键基础设施系统灾后功能的最新测量方法,可在灾前规划和灾后恢复期间为决策者提供指导。该实例表明,在灾后恢复过程中,对重要基础设施服务的考虑会极大地改变建筑环境的功能。例如,停电导致多达 75% 的可实际操作的建筑物功能丧失长达 14 天。考虑到最近路段的实际可达性损失,组合功能下降达 9%,持续 6 天,部分缺水严重影响了包括地区医院在内的受影响地区的功能。约 3% 的家庭无法修复受损房屋,无家可归。所提议的框架能够在社区范围内就长期恢复做出风险知情决策,并将那些生活在边缘、最容易受到灾害长期负面影响的人纳入其中。
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引用次数: 0
Effects of wire rope isolators on seismic life-cycle cost of UHV bypass switch 钢丝绳隔离器对超高压旁路开关抗震寿命周期成本的影响
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104917
Chang He , Kunning He , Liqiang Jiang , Qiang Xie , Zhenyu Yang
The seismic isolation devices reduce the seismic vulnerability of the electrical equipment. Accurately assessing the seismic life-cycle cost (SLCC) of the electrical equipment is beneficial in guiding the design and enhancing the seismic resilience of electrical substations and converter stations. To evaluate the effects of the isolator devices on the seismic life-cycle cost of electrical equipment, a SLCC evaluation model was proposed in this study, and the evaluation was conducted on an ultra-high voltage (UHV) bypass switch (BPS) with wire rope isolators (WRI). The model takes into account equipment purchase, maintenance, transportation and installation costs and indirect losses caused by power outages. Afterward, the SLCC and break-even time of the UHV BPS with and without WRIs in different regions were analyzed. The results indicate that beyond the break-even time, the BPS with WRIs becomes more economically viable. Moreover, its economic viability increases as the service life extends. Therefore, in high seismic cost risk areas, it is recommended to adopt seismic isolation devices to ensure the secure and economically efficient operation of electrical equipment.
地震隔离装置可降低电气设备的地震脆弱性。准确评估电气设备的地震寿命周期成本(SLCC)有利于指导变电站和换流站的设计并提高其抗震能力。为了评估隔震装置对电气设备抗震寿命周期成本的影响,本研究提出了一个 SLCC 评估模型,并对带有钢丝绳隔震装置(WRI)的超高压旁路开关(BPS)进行了评估。该模型考虑了设备采购、维护、运输和安装成本以及停电造成的间接损失。随后,分析了不同地区带或不带钢丝绳隔离器的特高压旁路开关(BPS)的 SLCC 和盈亏平衡时间。结果表明,超过盈亏平衡时间后,带 WRI 的 BPS 在经济上更加可行。此外,随着服务寿命的延长,其经济可行性也会增加。因此,在地震成本高风险地区,建议采用地震隔离装置,以确保电气设备的安全和经济高效运行。
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引用次数: 0
Risk analysis of underground debris flows in mines based on a coupled weighted Bayesian network 基于耦合加权贝叶斯网络的矿井地下泥石流风险分析
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104922
Jing Zhang , Haiyong Cheng , Shunchuan Wu , Guanghua Wu , Rujun Tuo , Weihua Liu , Xinglong Feng , Zhengrong Li
Mines mined by the natural caving method are prone to underground debris flow disasters, resulting in mud gushing blocking roadways, equipment damage and even casualties, which seriously affect the safe operation of mines. To carry out a risk analysis of underground debris flows in mines, quantify the interactions among risk factors in the process of disasters, and identify the main disaster-causing paths, DEMATEL-ISM was used to analyze 18 risk factors related to material sources, geology, water sources and processes. A multilevel network structure model was constructed, and the model was mapped to a Bayesian network (BN). Based on the N-K model, the degree of risk coupling was calculated, the nodes in the BN were coupled and weighted, and diagnostic reasoning for underground debris flows was realized based on posterior probability. The results showed that the risk of debris flow increases with increasing coupling factor. The factors of water source, geology and ore drawing ranked at the top in terms of the probability change rate of the BN nodes, and a main disaster-causing path was obtained by diagnostic reasoning, which provides a theoretical basis for the formulation of underground debris flow prevention and control measures.
采用自然崩落法开采的矿井容易发生井下泥石流灾害,造成涌泥堵塞巷道、设备损坏甚至人员伤亡,严重影响矿井安全生产。为了对矿山井下泥石流灾害进行风险分析,量化灾害发生过程中各风险因素之间的相互作用,明确主要致灾路径,本文采用 DEMATEL-ISM 分析方法,分析了与物源、地质、水源、工艺等相关的 18 个风险因素。构建了多层次网络结构模型,并将该模型映射到贝叶斯网络(BN)。在 N-K 模型的基础上,计算了风险耦合度,对 BN 中的节点进行耦合和加权,并根据后验概率实现了地下泥石流的诊断推理。结果表明,泥石流风险随着耦合系数的增加而增加。水源、地质、拉矿等因素在 BN 节点概率变化率中排名靠前,通过诊断推理得到了主要致灾路径,为制定地下泥石流防治措施提供了理论依据。
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引用次数: 0
A methodology for assessing multiple hazards applied to Sweden 适用于瑞典的多重危害评估方法
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104934
Johan Björck , Margaret McNamee , Jonathan Wahlqvist , Magnus Larson , Fainaz Inamdeen
Despite extensive efforts through various international initiatives to reduce global warming, it has been determined that human induced climate change is here, that the present scale of disruption of the climate is unprecedented and will continue. Increasing weather volatility can be expected, which will most likely increase exposure to weather related hazards, e.g. wildfires, flooding. The aim of this paper is to present an index-based multi-hazard risk assessment method to assess wildfires and flooding hazard for two municipalities within Sweden. The method is designed to be used by the Fire and Rescue Service (FRS) for planning purposes and can be modified to take the local FRS's capabilities and local conditions into account, thereby improving hazard preparedness at a local level. The analysis presented indicates that, while the frequency of multi-hazard overlap from wildfires and flooding is greatest in more northern parts of Sweden, the method provides important information even when applied to areas with limited overlap. A variation of the hazard assessment using a box kernel sliding window was studied to investigate the sensitivity of the model for rapid variations of an individual hazard level. Given that resource needs will typically spread over several days for large scale natural hazards, the box kernel approach is valuable in helping to identify a span of days when resources associated with incident response might be needed. In the future, the model should be expanded to include additional single hazards, the application to additional municipalities and extension to FRS planning exercises for natural hazards.
尽管通过各种国际倡议为减少全球变暖做出了广泛努力,但已经确定人类引起的气候变化已经到来,目前对气候的破坏程度是前所未有的,并将持续下去。天气的不稳定性预计会越来越大,这很可能会增加与天气相关的危险,如野火、洪水。本文旨在介绍一种基于指数的多灾害风险评估方法,用于评估瑞典两个城市的野火和洪水灾害。该方法旨在供消防和救援服务部门(FRS)用于规划目的,并可根据当地消防和救援服务部门的能力和当地条件进行修改,从而提高地方一级的灾害防备能力。所做的分析表明,虽然瑞典北部地区野火和洪水造成的多种危害重叠的频率最高,但即使在重叠程度有限的地区,该方法也能提供重要信息。研究了使用盒核滑动窗口进行危害评估的变体,以调查模型对单个危害等级快速变化的敏感性。鉴于大规模自然灾害的资源需求通常会持续数天,箱核方法在帮助确定可能需要与事件响应相关的资源的天数跨度方面非常有价值。未来,该模型应扩展到更多的单一灾害,应用于更多的城市,并扩展到自然灾害的 FRS 规划工作中。
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引用次数: 0
Post-disaster housing recovery estimation: Data and lessons learned from the 2017 Tubbs and 2018 Camp Fires 灾后住房恢复估算:2017 年塔布斯大火和 2018 年坎普大火的数据和经验教训
IF 4.2 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1016/j.ijdrr.2024.104912
Jeonghyun Lee , Rodrigo Costa , Jack W. Baker
Post-wildfire housing recovery is a complex process for which systematically collected data remains scarce. Consequently, our ability to anticipate obstacles and plan for housing recovery from future events is limited. This study leverages housing permit datasets collected in Santa Rosa and Unincorporated Sonoma County, impacted by the 2017 Tubbs Fire, and Paradise, impacted by the 2018 Camp Fire. Permit and tax assessor data are combined to gain insights into the recovery processes for these communities. Although the percentage of rebuilt destroyed homes varies significantly between regions, the peak construction demand occurs around 1.5 years after each wildfire, with a substantial decline in the reconstruction rate after 2.5 years. Moreover, the pace of transition from permit application to reconstruction completion is similar across all three regions. Using this finding, we propose a methodology to forecast the number of parcels rebuilt per unit of time based on observations from prior events. A proof-of-concept application of the proposed methodology indicates that it estimates long-term housing recovery patterns based on permit application data collected within one year of the event. These findings indicate that a longitudinal housing recovery data database would help forecast housing recovery from future disasters by providing a source for early empirical validation of predictive models.
野火后的住房恢复是一个复杂的过程,系统收集的数据仍然很少。因此,我们预测未来事件中住房恢复的障碍并制定计划的能力有限。本研究利用了在受 2017 年 Tubbs 大火影响的圣塔罗莎和未并入的索诺玛县以及受 2018 年 Camp 大火影响的天堂镇收集的住房许可数据集。许可证和税务评估师数据相结合,有助于深入了解这些社区的恢复过程。虽然各地区重建的被毁房屋比例差异很大,但每次野火后 1.5 年左右都会出现建筑需求高峰,2.5 年后重建率会大幅下降。此外,从申请许可到重建完成的过渡速度在所有三个地区都相似。利用这一发现,我们提出了一种方法,根据以前事件的观测结果预测单位时间内重建的地块数量。所提方法的概念验证应用表明,它可以根据事件发生后一年内收集的许可证申请数据估算出长期的房屋恢复模式。这些研究结果表明,纵向住房恢复数据数据库将有助于预测未来灾害后的住房恢复情况,为预测模型提供早期经验验证来源。
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引用次数: 0
期刊
International journal of disaster risk reduction
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