首页 > 最新文献

Disaster Advances最新文献

英文 中文
Assessment of Soil Erosion and its Correlation with Landslide Incidents using Geospatial Techniques 利用地理空间技术评估土壤侵蚀及其与山体滑坡事件的相关性
Q4 Engineering Pub Date : 2023-12-05 DOI: 10.25303/171da011022
Abhijit S. Patil, S. Panhalkar
The present attempt is made to assess soil erosion and its relationship to landslide incidents in the Panchganga river basin using geospatial techniques. The RUSLE model is used for assessing soil erosion and the FR model is employed for correlation analysis. The static and dynamic components of RUSLE are obtained using multi-source information and an integrated analysis is conducted in the ArcGIS software environment. Landslides are detected using remote sensing datasets and the change detection approach. According to the results of the soil erosion model, 81 % of the study area has a very low risk of erosion while about 21 % has a high and very high risk. The average rate of soil loss in the basin is 83 t/ha/yr. In the correlation analysis, the ratio represents the region where landslides took place to a specific area of an erosion-prone zone. As per the findings, the correlation between soil erosion and landslide incidences indicates that areas with high and very high erosion zones have a higher probability of landslides. The ROC is used to assess the correlation between the soil erosion model and landslide occurrence. According to the assessment results, the AUC indicates an 0.89 correlation between the resulting soil erosion model and landslides.
本报告试图利用地理空间技术评估潘奇甘加河流域的土壤侵蚀及其与滑坡事件的关系。RUSLE 模型用于评估土壤侵蚀,FR 模型用于相关性分析。RUSLE 的静态和动态部分是利用多源信息获得的,并在 ArcGIS 软件环境中进行了综合分析。利用遥感数据集和变化检测方法检测滑坡。根据土壤侵蚀模型的结果,81% 的研究区域具有极低的侵蚀风险,约 21% 的区域具有较高和极高的侵蚀风险。该流域的平均土壤流失率为 83 吨/公顷/年。在相关性分析中,比率代表发生滑坡的区域与侵蚀易发区特定区域的比率。根据研究结果,土壤侵蚀与滑坡发生率之间的相关性表明,高侵蚀区和极高侵蚀区发生滑坡的概率较高。ROC 用于评估土壤侵蚀模型与滑坡发生率之间的相关性。根据评估结果,AUC 表明得出的土壤侵蚀模型与滑坡之间的相关性为 0.89。
{"title":"Assessment of Soil Erosion and its Correlation with Landslide Incidents using Geospatial Techniques","authors":"Abhijit S. Patil, S. Panhalkar","doi":"10.25303/171da011022","DOIUrl":"https://doi.org/10.25303/171da011022","url":null,"abstract":"The present attempt is made to assess soil erosion and its relationship to landslide incidents in the Panchganga river basin using geospatial techniques. The RUSLE model is used for assessing soil erosion and the FR model is employed for correlation analysis. The static and dynamic components of RUSLE are obtained using multi-source information and an integrated analysis is conducted in the ArcGIS software environment. Landslides are detected using remote sensing datasets and the change detection approach. According to the results of the soil erosion model, 81 % of the study area has a very low risk of erosion while about 21 % has a high and very high risk. The average rate of soil loss in the basin is 83 t/ha/yr. In the correlation analysis, the ratio represents the region where landslides took place to a specific area of an erosion-prone zone. As per the findings, the correlation between soil erosion and landslide incidences indicates that areas with high and very high erosion zones have a higher probability of landslides. The ROC is used to assess the correlation between the soil erosion model and landslide occurrence. According to the assessment results, the AUC indicates an 0.89 correlation between the resulting soil erosion model and landslides.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"241 ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138985127","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sub-Watershed Prioritization for Erosion Susceptibility based On Drainage Morphometric Characters 根据排水形态特征确定子流域侵蚀敏感性的优先次序
Q4 Engineering Pub Date : 2023-12-05 DOI: 10.25303/171da023034
M. Sowndarya, M.R. Janardhana
Watershed located in a Hilly-plain environment is more susceptible for soil erosion. Loss of fertile soil in agricultural land hampers the life of the farmers of the region. Identification of the vulnerable areas and devising strategies to minimize the damage caused due to soil erosion are important to address the problems faced by the agrarian society. In our current work, drainage morphometric parameters were evaluated to assess the soil erosion susceptibility of the four sub-watersheds (SW01, SW02, SW03 and SW04) of the Yagachi watershed located in the Hemavathi river basin in Karnataka State using Remote Sensing (RS) and Geographical Information System (GIS). Seventeen morphometric parameters namely Area, Stream Order, Mean Bifurcation Ratio, Drainage Density, Stream Frequency, Texture Ratio, Infiltration Number, Compactness Co-Efficient, Length of Overland Flow, Elongation Ratio, Circulatory Ratio, Form Factor, Relief Ratio, Shape Factor, Basin Relief, Dissection Index and Ruggedness Number were considered. The priority rank and category for each sub-watershed were assigned based on Compound Factor (CF) value. The sub-watersheds with the lowest CF value are most susceptible to erosion and need highest priority for the soil conservation measures. Based on CF values, the sub-watersheds were categorized into 4 priority groups: ‘Very High’ priority (<2.00), ‘High’ priority (2.01–2.50), ‘Moderate’ priority (2.51–3.00) and ‘Low’ priority (≥3). Out of 4 sub-watersheds, SW03 falls in ‘Very High’ priority category in terms of erosion susceptibility and needs appropriate soil conservation measures in order to arrest fertile soil erosion and increase agricultural produce output.
位于丘陵平原环境中的流域更容易受到水土流失的影响。农业用地肥沃土壤的流失阻碍了该地区农民的生活。要解决农业社会所面临的问题,就必须确定易受侵蚀的地区并制定策略,以尽量减少水土流失所造成的损失。在我们目前的工作中,利用遥感(RS)和地理信息系统(GIS)评估了位于卡纳塔克邦 Hemavathi 河流域的 Yagachi 流域的四个子流域(SW01、SW02、SW03 和 SW04)的排水形态参数,以评估其土壤侵蚀敏感性。考虑了 17 个形态参数,即面积、溪流顺序、平均分叉率、排水密度、溪流频率、纹理比、渗透数、紧密度系数、陆地流长度、伸长比、循环比、形态系数、凸起比、形状系数、盆地凸起、剖面指数和崎岖数。根据复合因子(CF)值为每个子流域分配了优先等级和类别。复合因子值最低的子流域最容易受到侵蚀,需要最优先采取水土保持措施。根据复合因子值,子流域被分为 4 个优先级:"极高 "优先级(<2.00)、"高 "优先级(2.01-2.50)、"中等 "优先级(2.51-3.00)和 "低 "优先级(≥3)。在 4 个子流域中,SW03 的水土流失易感性属于 "极高 "优先级,需要采取适当的水土保持措施,以防止肥沃土壤流失,提高农产品产量。
{"title":"Sub-Watershed Prioritization for Erosion Susceptibility based On Drainage Morphometric Characters","authors":"M. Sowndarya, M.R. Janardhana","doi":"10.25303/171da023034","DOIUrl":"https://doi.org/10.25303/171da023034","url":null,"abstract":"Watershed located in a Hilly-plain environment is more susceptible for soil erosion. Loss of fertile soil in agricultural land hampers the life of the farmers of the region. Identification of the vulnerable areas and devising strategies to minimize the damage caused due to soil erosion are important to address the problems faced by the agrarian society. In our current work, drainage morphometric parameters were evaluated to assess the soil erosion susceptibility of the four sub-watersheds (SW01, SW02, SW03 and SW04) of the Yagachi watershed located in the Hemavathi river basin in Karnataka State using Remote Sensing (RS) and Geographical Information System (GIS). Seventeen morphometric parameters namely Area, Stream Order, Mean Bifurcation Ratio, Drainage Density, Stream Frequency, Texture Ratio, Infiltration Number, Compactness Co-Efficient, Length of Overland Flow, Elongation Ratio, Circulatory Ratio, Form Factor, Relief Ratio, Shape Factor, Basin Relief, Dissection Index and Ruggedness Number were considered. The priority rank and category for each sub-watershed were assigned based on Compound Factor (CF) value. The sub-watersheds with the lowest CF value are most susceptible to erosion and need highest priority for the soil conservation measures. Based on CF values, the sub-watersheds were categorized into 4 priority groups: ‘Very High’ priority (<2.00), ‘High’ priority (2.01–2.50), ‘Moderate’ priority (2.51–3.00) and ‘Low’ priority (≥3). Out of 4 sub-watersheds, SW03 falls in ‘Very High’ priority category in terms of erosion susceptibility and needs appropriate soil conservation measures in order to arrest fertile soil erosion and increase agricultural produce output.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"17 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138984624","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wireless Technologies on the road to effective Disaster Management: A survey 实现有效灾害管理的无线技术:调查
Q4 Engineering Pub Date : 2023-12-05 DOI: 10.25303/171da062072
Prasad Ch. Babji, T. Geethamma, T. Prabhakar
Over the past ten years, there have been more disasters and these catastrophes have a greater impact on communication networks' ability to function. An immediate emergency response is necessary in disaster scenarios. There is a lot of interest in wireless-based emergency response systems since wired emergency response systems have struggled to effectively operate in such time-sensitive circumstances. Several wireless systems and technologies, each having unique properties, advantages, disadvantages are suggested in this respect for application in diverse emergency response scenarios. This study focuses on how recent developments in wireless protocols and communication technologies, particularly mobile technologies and devices, might assist disaster management. In order to encourage the usage of technology using wireless for responding to emergencies, comparison of various wireless advances is presented. This study gives a general overview of how new telecommunications and technology advancements like Massive MIMO, Millimeter wave, Device to device, Non-Orthogonal multiple Access (NOMA) and Cognitive radio might enhance the potential of disaster management networks. It provides broad principles that will aid public safety organisations in selecting wireless technologies that are appropriate for each of them. In contrast to previous surveys, this one focuses on current research objectives and recent advancements in the field of disaster management by emphasising the usage of widely available mobile applications and devices.
在过去十年中,发生了更多的灾难,这些灾难对通信网络的运行能力产生了更大的影响。在发生灾难时,必须立即做出应急响应。由于有线应急响应系统难以在这种时间敏感的情况下有效运作,因此人们对基于无线的应急响应系统产生了浓厚的兴趣。在这方面,提出了几种无线系统和技术,每种系统和技术都有独特的性能、优点和缺点,可应用于不同的应急响应场景。本研究的重点是无线协议和通信技术,特别是移动技术和设备的最新发展如何协助灾害管理。为了鼓励使用无线技术应对紧急情况,本研究对各种无线技术的进展进行了比较。本研究概述了新的电信和技术进步,如大规模多输入多输出(MIMO)、毫米波、设备到设备、非正交多址接入(NOMA)和认知无线电如何增强灾害管理网络的潜力。它提供了广泛的原则,有助于公共安全组织选择适合各自的无线技术。与以往的调查不同,本调查侧重于当前的研究目标和灾害管理领域的最新进展,强调使用广泛可用的移动应用程序和设备。
{"title":"Wireless Technologies on the road to effective Disaster Management: A survey","authors":"Prasad Ch. Babji, T. Geethamma, T. Prabhakar","doi":"10.25303/171da062072","DOIUrl":"https://doi.org/10.25303/171da062072","url":null,"abstract":"Over the past ten years, there have been more disasters and these catastrophes have a greater impact on communication networks' ability to function. An immediate emergency response is necessary in disaster scenarios. There is a lot of interest in wireless-based emergency response systems since wired emergency response systems have struggled to effectively operate in such time-sensitive circumstances. Several wireless systems and technologies, each having unique properties, advantages, disadvantages are suggested in this respect for application in diverse emergency response scenarios. This study focuses on how recent developments in wireless protocols and communication technologies, particularly mobile technologies and devices, might assist disaster management. In order to encourage the usage of technology using wireless for responding to emergencies, comparison of various wireless advances is presented. This study gives a general overview of how new telecommunications and technology advancements like Massive MIMO, Millimeter wave, Device to device, Non-Orthogonal multiple Access (NOMA) and Cognitive radio might enhance the potential of disaster management networks. It provides broad principles that will aid public safety organisations in selecting wireless technologies that are appropriate for each of them. In contrast to previous surveys, this one focuses on current research objectives and recent advancements in the field of disaster management by emphasising the usage of widely available mobile applications and devices.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"16 22","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138984628","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Frequency ratio analysis to determine the landslide susceptibility in East Sikkim district of Indian Himalayan region 通过频率比分析确定印度喜马拉雅地区东锡金地区的滑坡易发性
Q4 Engineering Pub Date : 2023-12-05 DOI: 10.25303/171da044061
Abha Chaudhary, Prakash Biswakarma, Varun Joshi, Asha Pandey, Ruchi Singh
Landslides are a significant natural disaster causing damage to many mountainous regions worldwide including the Indian Himalayan region. In the East Sikkim district of the Eastern Himalayas, the most used bivariate frequency ratio (FR) model was utilized with high-resolution satellite imagery to understand the susceptibility of the region to landslides. Conditioning factors such as slope aspect, slope angle, slope curvature, drainage density, land use and land cover (LULC), normalized difference vegetation index (NDVI), lithology, and geomorphology were considered in the analysis. LULC is the most crucial factor contributing to landslide susceptibility with a normalized FR value of 14.1. Slope and geomorphology followed closely with values of 12.5 and 11.8 respectively. In contrast, the least important factors were slope aspect and lithology with values of 8.7 and 9.3 respectively. These results can be used to prioritize landslide conditioning factors (LCF) and generate a final landslide susceptibility map (LSM). By adding the values of all LCFs, a landslide susceptibility index was obtained, and the LSM was zoned into high, medium, and low susceptibility classes covering 23.4%, 44.4%, and 32.2% of the study area respectively. The validity of the method used was confirmed using a receiver operating characteristic curve which yielded an accuracy of 78%. The findings highlight the importance of LULC, slope, and geomorphology as critical factors in landslide susceptibility in the East Sikkim district of the Eastern Himalayas.
山体滑坡是一种严重的自然灾害,给包括印度喜马拉雅地区在内的世界许多山区造成了破坏。在东喜马拉雅山脉的东锡金地区,我们利用最常用的双变量频率比(FR)模型和高分辨率卫星图像来了解该地区的滑坡易发性。分析中考虑了坡面、坡角、坡曲、排水密度、土地利用和土地覆盖(LULC)、归一化差异植被指数(NDVI)、岩性和地貌等条件因素。土地利用和土地覆盖是导致滑坡易发性的最关键因素,其归一化 FR 值为 14.1。坡度和地貌紧随其后,分别为 12.5 和 11.8。相比之下,最不重要的因素是坡度和岩性,分别为 8.7 和 9.3。这些结果可用于确定滑坡条件因子(LCF)的优先次序,并生成最终的滑坡易发性图(LSM)。通过将所有 LCF 的值相加,得出滑坡易感性指数,并将滑坡易感性图划分为高、中、低三个等级,分别覆盖研究区域的 23.4%、44.4% 和 32.2%。使用接收器工作特征曲线确认了所使用方法的有效性,其准确率为 78%。研究结果凸显了 LULC、坡度和地貌作为东喜马拉雅山脉东锡金地区滑坡易发性关键因素的重要性。
{"title":"Frequency ratio analysis to determine the landslide susceptibility in East Sikkim district of Indian Himalayan region","authors":"Abha Chaudhary, Prakash Biswakarma, Varun Joshi, Asha Pandey, Ruchi Singh","doi":"10.25303/171da044061","DOIUrl":"https://doi.org/10.25303/171da044061","url":null,"abstract":"Landslides are a significant natural disaster causing damage to many mountainous regions worldwide including the Indian Himalayan region. In the East Sikkim district of the Eastern Himalayas, the most used bivariate frequency ratio (FR) model was utilized with high-resolution satellite imagery to understand the susceptibility of the region to landslides. Conditioning factors such as slope aspect, slope angle, slope curvature, drainage density, land use and land cover (LULC), normalized difference vegetation index (NDVI), lithology, and geomorphology were considered in the analysis. LULC is the most crucial factor contributing to landslide susceptibility with a normalized FR value of 14.1. Slope and geomorphology followed closely with values of 12.5 and 11.8 respectively. In contrast, the least important factors were slope aspect and lithology with values of 8.7 and 9.3 respectively. These results can be used to prioritize landslide conditioning factors (LCF) and generate a final landslide susceptibility map (LSM). By adding the values of all LCFs, a landslide susceptibility index was obtained, and the LSM was zoned into high, medium, and low susceptibility classes covering 23.4%, 44.4%, and 32.2% of the study area respectively. The validity of the method used was confirmed using a receiver operating characteristic curve which yielded an accuracy of 78%. The findings highlight the importance of LULC, slope, and geomorphology as critical factors in landslide susceptibility in the East Sikkim district of the Eastern Himalayas.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"18 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138984576","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Community based Residential Firefighting Strategy: A Case Study of Malang City 基于社区的住宅消防策略:马兰市案例研究
Q4 Engineering Pub Date : 2023-11-05 DOI: 10.25303/1612da055061
Sufianto Heru
Fires that occur in residential areas have a negative impact on the community, from both social and economic perspectives. In urban areas, where the high density of buildings and people is evenly distributed, the chances of loss of life and property are considerably high. Those changes are even higher in residential areas or villages located far from fire brigade access. The occupants should not wait for the assistance of the city fire brigade but should act to terminate the flame themselves to save their properties and lives. This study aimed to determine the awareness of fire safety measures in residential areas and fire safety behavior and the capability of residents to independently extinguish fires. A total of 122 participants participated in filling out an online questionnaire to find answers to possible strategies for handling fires in residential areas. Statistical analysis was carried out to see behavioral trends and some of the potential in the community to prevent fires in residential areas. This study discovered that the availability of water is mostly preferred for fighting fires in residential areas, that there is a lack of awareness of electrical as the primary source of fires and that a level of disbelief in the society’s ability to fight fires on their own. This study includes both individual and communal self-extinguishing strategies.
发生在居民区的火灾无论从社会角度还是经济角度都会对社区造成负面影响。在城市地区,高密度的建筑物和人员分布均匀,造成生命和财产损失的几率相当高。在远离消防队的居民区或村庄,这种变化甚至更大。住户不应等待城市消防队的援助,而应自己动手扑灭火焰,以挽救自己的财产和生命。本研究旨在了解居民区的消防安全措施意识和消防安全行为,以及居民独立灭火的能力。共有 122 名参与者参与填写了一份在线调查问卷,以寻找处理住宅区火灾的可能策略的答案。研究人员进行了统计分析,以了解行为趋势和社区预防住宅区火灾的一些潜力。这项研究发现,在住宅区灭火时,人们大多更倾向于用水灭火,人们对电气是火灾的主要来源缺乏认识,而且在一定程度上不相信社会有能力自行灭火。这项研究包括个人自救和集体自救两种策略。
{"title":"Community based Residential Firefighting Strategy: A Case Study of Malang City","authors":"Sufianto Heru","doi":"10.25303/1612da055061","DOIUrl":"https://doi.org/10.25303/1612da055061","url":null,"abstract":"Fires that occur in residential areas have a negative impact on the community, from both social and economic perspectives. In urban areas, where the high density of buildings and people is evenly distributed, the chances of loss of life and property are considerably high. Those changes are even higher in residential areas or villages located far from fire brigade access. The occupants should not wait for the assistance of the city fire brigade but should act to terminate the flame themselves to save their properties and lives. This study aimed to determine the awareness of fire safety measures in residential areas and fire safety behavior and the capability of residents to independently extinguish fires. A total of 122 participants participated in filling out an online questionnaire to find answers to possible strategies for handling fires in residential areas. Statistical analysis was carried out to see behavioral trends and some of the potential in the community to prevent fires in residential areas. This study discovered that the availability of water is mostly preferred for fighting fires in residential areas, that there is a lack of awareness of electrical as the primary source of fires and that a level of disbelief in the society’s ability to fight fires on their own. This study includes both individual and communal self-extinguishing strategies.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"27 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139289256","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing the accuracy of flood extent mapping using multitemporal stack of Sentinel-1 SAR data with machine learning approach for Wardha River, Chandrapur District (India) 利用多时叠加的 Sentinel-1 合成孔径雷达数据,采用机器学习方法优化印度 Chandrapur 地区 Wardha 河的洪水范围测绘精度
Q4 Engineering Pub Date : 2023-11-05 DOI: 10.25303/1612da012019
P. N. Pusdekar, Sanjay V. Dudul
Floods are the most common, destructive and frequently occurring natural disasters on the earth in terms of economic damages and affected lives. A flood can be an inconvenience or a catastrophic event, resulting in long-term economic and environmental consequences. Flood extent mapping identifies and delineates the areas that are inundated. The study focuses on the flood event of Wardha river near Chandrapur on 12th August, 2022. In this study, we proposed an ensemble averaging model (EAM) for optimizing the accuracy of flood inundation mapping that discriminates flood waters from the non-flood waters using stack of multitemporal Sentinel-1 satellite imagery. Sentinel-1 uses C-band microwave signals to measure backscatter from the Earth's surface with its synthetic aperture radar (SAR) sensor that can penetrate clouds and collects data regardless of weather conditions. The results of the proposed model were compared with other machine learning models such as SVM, RF and MLC. The result analysis reveals that the overall accuracy, Kappa coefficient (KC) and area under curve (AUC) values for the proposed model (OA = 98%, KC = 0.97, AUC = 0.986 for training and OA = 97%, KC = 0.96, AUC = 0.957 for testing dataset) outperformed the other models. The result may help people and town planners in identifying safe and risky areas in the study area.
就经济损失和受灾生命而言,洪水是地球上最常见、最具破坏性和最频繁发生的自然灾害。洪水可能带来不便,也可能是灾难性事件,造成长期的经济和环境后果。洪水范围测绘可确定和划定被淹没的区域。本研究的重点是 2022 年 8 月 12 日钱德拉布尔附近瓦尔达河的洪水事件。在这项研究中,我们提出了一个集合平均模型(EAM),用于优化洪水淹没范围测绘的准确性,该模型可利用多时 Sentinel-1 卫星图像堆栈区分洪水和非洪水。哨兵-1 使用 C 波段微波信号测量地球表面的反向散射,其合成孔径雷达(SAR)传感器可以穿透云层,不受天气条件影响收集数据。建议模型的结果与 SVM、RF 和 MLC 等其他机器学习模型进行了比较。结果分析表明,所提模型的总体准确率、卡帕系数(KC)和曲线下面积(AUC)值(训练数据集为 OA = 98%,KC = 0.97,AUC = 0.986;测试数据集为 OA = 97%,KC = 0.96,AUC = 0.957)均优于其他模型。这一结果可能有助于人们和城市规划者识别研究区域内的安全和风险区域。
{"title":"Optimizing the accuracy of flood extent mapping using multitemporal stack of Sentinel-1 SAR data with machine learning approach for Wardha River, Chandrapur District (India)","authors":"P. N. Pusdekar, Sanjay V. Dudul","doi":"10.25303/1612da012019","DOIUrl":"https://doi.org/10.25303/1612da012019","url":null,"abstract":"Floods are the most common, destructive and frequently occurring natural disasters on the earth in terms of economic damages and affected lives. A flood can be an inconvenience or a catastrophic event, resulting in long-term economic and environmental consequences. Flood extent mapping identifies and delineates the areas that are inundated. The study focuses on the flood event of Wardha river near Chandrapur on 12th August, 2022. In this study, we proposed an ensemble averaging model (EAM) for optimizing the accuracy of flood inundation mapping that discriminates flood waters from the non-flood waters using stack of multitemporal Sentinel-1 satellite imagery. Sentinel-1 uses C-band microwave signals to measure backscatter from the Earth's surface with its synthetic aperture radar (SAR) sensor that can penetrate clouds and collects data regardless of weather conditions. The results of the proposed model were compared with other machine learning models such as SVM, RF and MLC. The result analysis reveals that the overall accuracy, Kappa coefficient (KC) and area under curve (AUC) values for the proposed model (OA = 98%, KC = 0.97, AUC = 0.986 for training and OA = 97%, KC = 0.96, AUC = 0.957 for testing dataset) outperformed the other models. The result may help people and town planners in identifying safe and risky areas in the study area.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139289178","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hazmat emergency management: Case of Korea 危险品应急管理:韩国案例
Q4 Engineering Pub Date : 2023-11-05 DOI: 10.25303/1612da073081
Kyoo-Man Ha
The threat of hazmat has always been situated around Korea, considering that each stakeholder has carried out isolated activity in the field. This study aimed at studying how Korea must enhance its absence of a national framework for the ultimate goal of emergency management. A major methodology was qualitative content analysis by studying the topic of either without a national framework or with a national framework via Governments, industries, NGOs and local residents. The key theme was that Korea would need to fundamentally set up a national framework for hazmat emergency management while timely implementing the issues of all hazards, equity, best practices, competency, education and training. The major contribution of this study was that it studied the topic of Korean hazmat emergency management more comprehensively than previous studies.
考虑到每个利益攸关方都在该领域开展了孤立的活动,危险品的威胁一直围绕着韩国。本研究的目的是研究韩国如何在没有国家框架的情况下加强应急管理的最终目标。研究的主要方法是定性内容分析,通过政府、行业、非政府组织和当地居民研究没有国家框架或有国家框架的主题。关键主题是,韩国需要从根本上建立危险品应急管理国家框架,同时及时落实所有危险、公平、最佳实践、能力、教育和培训等问题。本研究的主要贡献在于,它比以往的研究更全面地研究了韩国危险品应急管理这一主题。
{"title":"Hazmat emergency management: Case of Korea","authors":"Kyoo-Man Ha","doi":"10.25303/1612da073081","DOIUrl":"https://doi.org/10.25303/1612da073081","url":null,"abstract":"The threat of hazmat has always been situated around Korea, considering that each stakeholder has carried out isolated activity in the field. This study aimed at studying how Korea must enhance its absence of a national framework for the ultimate goal of emergency management. A major methodology was qualitative content analysis by studying the topic of either without a national framework or with a national framework via Governments, industries, NGOs and local residents. The key theme was that Korea would need to fundamentally set up a national framework for hazmat emergency management while timely implementing the issues of all hazards, equity, best practices, competency, education and training. The major contribution of this study was that it studied the topic of Korean hazmat emergency management more comprehensively than previous studies.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"26 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139288841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dynamic Changes in Coastal Geomorphology of Shiroda Coasts, using Remote Sensing and GIS: An Approach to Climate Change and Coastal Disaster Risk 利用遥感和地理信息系统研究城田海岸地貌的动态变化:应对气候变化和沿海灾害风险的方法
Q4 Engineering Pub Date : 2023-11-05 DOI: 10.25303/1612da020032
J. B. Sapkale, M.M. Mane, N.K. Susware, S. J. Sapkale
The coastline is a unique land feature formed through the interaction between land and sea. It is essential to monitor and detect hotspots and observe spatial and temporal influences of climate change in the coastal environment. Coastal landform changes can be best studied through remote sensing data. This study examines the dynamic changes in the sand spit and associated coastal area of the Shiroda coasts of Sindhudurg district. The Normalized Difference Water Index (NDWI) was used to distinguish land and water and the area was calculated by reclassifying the NDWI index of all images with two classes- land surface of sand spit and water. It was found that the spit area is decreasing seasonally at a dynamic rate. Additionally, geomorphic maps were prepared for the study area and showed disastrous changes in the coastal landforms. It is a need that coastal communities worldwide must address the challenges of coastal flooding and rising sea levels caused by climate change. Climate change is causing uneven rainfall distribution, storms and cyclones, leading to coastal erosion, flooding and landform damage. Additionally, it has a negative impact on the geomorphic features of coastlines.
海岸线是陆地和海洋相互作用形成的独特陆地特征。监测和探测热点地区,观察气候变化对沿海环境的时空影响至关重要。通过遥感数据可以更好地研究海岸地貌的变化。本研究考察了信德胡德格县希罗达海岸的沙嘴和相关沿海地区的动态变化。研究使用归一化水差异指数(NDWI)来区分陆地和水域,并通过对所有图像的 NDWI 指数进行重新分类,将其分为两类--沙嘴陆地表面和水域,从而计算出面积。结果发现,沙嘴面积呈季节性动态减少。此外,还绘制了研究区域的地貌图,显示了沿海地貌的灾难性变化。全球沿海社区必须应对气候变化造成的沿海洪水和海平面上升的挑战。气候变化造成降雨分布不均、风暴和气旋,导致海岸侵蚀、洪水和地貌破坏。此外,气候变化还对海岸线的地貌特征产生负面影响。
{"title":"Dynamic Changes in Coastal Geomorphology of Shiroda Coasts, using Remote Sensing and GIS: An Approach to Climate Change and Coastal Disaster Risk","authors":"J. B. Sapkale, M.M. Mane, N.K. Susware, S. J. Sapkale","doi":"10.25303/1612da020032","DOIUrl":"https://doi.org/10.25303/1612da020032","url":null,"abstract":"The coastline is a unique land feature formed through the interaction between land and sea. It is essential to monitor and detect hotspots and observe spatial and temporal influences of climate change in the coastal environment. Coastal landform changes can be best studied through remote sensing data. This study examines the dynamic changes in the sand spit and associated coastal area of the Shiroda coasts of Sindhudurg district. The Normalized Difference Water Index (NDWI) was used to distinguish land and water and the area was calculated by reclassifying the NDWI index of all images with two classes- land surface of sand spit and water. It was found that the spit area is decreasing seasonally at a dynamic rate. Additionally, geomorphic maps were prepared for the study area and showed disastrous changes in the coastal landforms. It is a need that coastal communities worldwide must address the challenges of coastal flooding and rising sea levels caused by climate change. Climate change is causing uneven rainfall distribution, storms and cyclones, leading to coastal erosion, flooding and landform damage. Additionally, it has a negative impact on the geomorphic features of coastlines.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"20 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139288792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Shoreline change pattern analysis of Nagapattinam coastal stretch, Tamilnadu, India using digital shoreline analysis system (DSAS) 利用数字海岸线分析系统 (DSAS) 分析印度泰米尔纳德邦纳加帕蒂纳姆海岸线变化模式
Q4 Engineering Pub Date : 2023-11-05 DOI: 10.25303/1612da033041
Ramki Periyasamy, Kannan Ganesan, Sajimol Sundar, L. Chokkalingam, Prabhakaran Moorthy
We analysed Nagapattinam coastal zones of southeast coast of India, using Multitemporal satellite images for five equal interval of time period (i.e. 2000, 2005, 2010, 2015, 2020 and 2021). The EPR and LLR methods enumerate the maximum accretion at rates of 22.35, 17.02 m/year and maximum erosion rates of -22.82, -10.84 m/year at the study area coastal stretch. This modification is due to several disasters (like Tsunami, cyclone) and anthropogenic activities (like construction of harbours, excavation of beach sand, industrialisation of garbage dump, urbanisation and discharge of domestic sewage). The Kalman filter model forecasting the shoreline by using statistical analysis shows 242 and 236 m in 2031 and 2041 accretion and erosion of -239 and -226 m in same period. The accretion was mainly observed in Vedaranyam and Thirupoondi and erosion was observed in Tharangambadi, Nagapattinam Poompuhar, Karaikal and Thirumullaivasal region. The outcome of this research ensures to create awareness to protect our shoreline and manage our coastal zones properly with several remedial measures for the future.
我们使用多时卫星图像分析了印度东南海岸的纳加帕蒂纳姆沿海地区,这些图像的时间间隔相等(即 2000 年、2005 年、2010 年、2015 年、2020 年和 2021 年)。根据 EPR 和 LLR 方法,研究区域沿海地区的最大增生率分别为 22.35 米/年和 17.02 米/年,最大侵蚀率分别为-22.82 米/年和-10.84 米/年。这种变化是由多种灾害(如海啸、龙卷风)和人为活动(如建造港口、挖掘海沙、工业化垃圾场、城市化和排放生活污水)造成的。卡尔曼滤波模型通过统计分析对海岸线进行预测,结果显示 2031 年和 2041 年海岸线分别增高 242 米和 236 米,同期侵蚀-239 米和-226 米。增生主要发生在 Vedaranyam 和 Thirupoondi,侵蚀主要发生在 Tharangambadi、Nagapattinam Poompuhar、Karaikal 和 Thirumullaivasal 地区。这项研究的成果将有助于提高人们保护海岸线的意识,并在未来采取若干补救措施,妥善管理沿海地区。
{"title":"Shoreline change pattern analysis of Nagapattinam coastal stretch, Tamilnadu, India using digital shoreline analysis system (DSAS)","authors":"Ramki Periyasamy, Kannan Ganesan, Sajimol Sundar, L. Chokkalingam, Prabhakaran Moorthy","doi":"10.25303/1612da033041","DOIUrl":"https://doi.org/10.25303/1612da033041","url":null,"abstract":"We analysed Nagapattinam coastal zones of southeast coast of India, using Multitemporal satellite images for five equal interval of time period (i.e. 2000, 2005, 2010, 2015, 2020 and 2021). The EPR and LLR methods enumerate the maximum accretion at rates of 22.35, 17.02 m/year and maximum erosion rates of -22.82, -10.84 m/year at the study area coastal stretch. This modification is due to several disasters (like Tsunami, cyclone) and anthropogenic activities (like construction of harbours, excavation of beach sand, industrialisation of garbage dump, urbanisation and discharge of domestic sewage). The Kalman filter model forecasting the shoreline by using statistical analysis shows 242 and 236 m in 2031 and 2041 accretion and erosion of -239 and -226 m in same period. The accretion was mainly observed in Vedaranyam and Thirupoondi and erosion was observed in Tharangambadi, Nagapattinam Poompuhar, Karaikal and Thirumullaivasal region. The outcome of this research ensures to create awareness to protect our shoreline and manage our coastal zones properly with several remedial measures for the future.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"1157 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139289099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Vulnerability Analysis of Fire Disaster Evacuation at old Thanjavur town, India using Space Syntax Method 使用空间语法分析印度坦贾武尔古镇火灾灾难疏散的脆弱性
Q4 Engineering Pub Date : 2023-11-05 DOI: 10.25303/1612da062072
Ramesh Babu Natarajan, C.V. Subramanian
Old towns of south India face difficulties to cope up with morphological changes due to rapid urbanization. This research understands the morphological configuration of old Thanjavur town based on three parameters: connectivity, integration and depth of street networks from the aspect of emergency evacuation in the event of a fire disaster.UCL DepthmapX simulation and Space Syntax are used to analyze the degree of connectivity and network. Analysis for regression between connectivity and integration shows correlation value of 0.2757 (R2=0.076) in western zone. The southern zone shows a correlation value of 0.3592 (R2=0.129). The correlation value of eastern zone is 0.3975 (R2=0.158) and in northern zone it is 0.2302 (R2=0.053). Result shows low levels of intelligibility in northern and western zones of Thanjavur town which are vulnerable in the event of fire disaster evacuation.
印度南部的老城镇在应对快速城市化带来的形态变化方面面临重重困难。本研究从火灾发生时紧急疏散的角度出发,根据街道网络的连通性、整合性和深度这三个参数来了解坦贾武尔老城的形态构造,并使用 UCL DepthmapX 仿真和 Space Syntax 来分析连通性和网络程度。连通性与一体化之间的回归分析表明,西部地区的相关值为 0.2757(R2=0.076)。南部地区的相关值为 0.3592(R2=0.129)。东部地区的相关值为 0.3975(R2=0.158),北部地区为 0.2302(R2=0.053)。结果表明,坦贾武尔镇北部和西部地区的可懂度较低,在火灾灾难疏散时容易受到影响。
{"title":"Vulnerability Analysis of Fire Disaster Evacuation at old Thanjavur town, India using Space Syntax Method","authors":"Ramesh Babu Natarajan, C.V. Subramanian","doi":"10.25303/1612da062072","DOIUrl":"https://doi.org/10.25303/1612da062072","url":null,"abstract":"Old towns of south India face difficulties to cope up with morphological changes due to rapid urbanization. This research understands the morphological configuration of old Thanjavur town based on three parameters: connectivity, integration and depth of street networks from the aspect of emergency evacuation in the event of a fire disaster.UCL DepthmapX simulation and Space Syntax are used to analyze the degree of connectivity and network. Analysis for regression between connectivity and integration shows correlation value of 0.2757 (R2=0.076) in western zone. The southern zone shows a correlation value of 0.3592 (R2=0.129). The correlation value of eastern zone is 0.3975 (R2=0.158) and in northern zone it is 0.2302 (R2=0.053). Result shows low levels of intelligibility in northern and western zones of Thanjavur town which are vulnerable in the event of fire disaster evacuation.","PeriodicalId":50576,"journal":{"name":"Disaster Advances","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139288779","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Disaster Advances
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1