Forest Fire Susceptibility Mapping of West Sikkim District, India using MCDA techniques

IF 4.7 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Suvankar Naskar, Aneesah Rahaman, Brototi Biswas
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Abstract

Forest fire poses a major environmental hazard, to the extent of sometimes permanently damaging the forest ecology. The potential of human to repair nature is hampered by the extension of human domination into forests, which results in the loss of forest land. While human expansion cannot be stopped, we must accept responsibility for the consequences and thus work to minimize such environmental hazards emanating from such calamities. RS and GIS have proved to be useful techniques for such studies. The goal of the current study is to identify the most vulnerable forest fire zones in the West Sikkim district falling within the state of Sikkim (India) during 2004–2021. Various thematic layers (LULC and topographical factors) were created using Landsat 8 OLI and ASTER DEM. For the final forest fire susceptibility zone (FFSZ) map, climate variables such as precipitation, temperature, humidity, and wind speed were also used. The authors employed the MCDM techniques of AHP and TOPSIS to determine the areas which are most vulnerable to wildfires in the research area. 194 wildfire locations, as obtained from Sikkim State Disaster Management Authority (SDMA) were used for the classification. The FFSZ were classified as “very high, high, medium, low, and very low vulnerability zones” based on their fire vulnerability. The areas under the “Very High Susceptibility Zone” of AHP and TOPSIS were 152.331 km2 and 348.499 km2 respectively whereas the areas under “Very Low Susceptibility Zone” were 115.351 km2 and 139.436 km2 in the results of AHP and TOPSIS respectively. To check the accuracy of the FFSZ susceptibility maps obtained from the two modelling techniques, the same was confirmed by using (Receiver Operating Characteristics) ROC curves. The result indicates that the TOPSIS model (AUC = 82.28%) is slightly better at determining the vulnerable zones than the AHP method (AUC = 72.25%).

Abstract Image

利用 MCDA 技术绘制印度西锡金地区森林火灾易发性地图
森林火灾对环境造成重大危害,有时甚至会永久性地破坏森林生态。人类修复自然的潜力因人类统治向森林的延伸而受到阻碍,这导致了林地的丧失。虽然人类的扩张是无法阻止的,但我们必须对其后果承担责任,从而努力将这些灾难造成的环境危害降到最低。事实证明,RS 和 GIS 是进行此类研究的有用技术。本研究的目标是确定 2004-2021 年间锡金邦(印度)西锡金地区最易发生森林火灾的区域。使用 Landsat 8 OLI 和 ASTER DEM 创建了各种专题图层(土地利用、土地利用变化和地形因素)。在绘制最终的森林火灾易发区(FFSZ)地图时,还使用了降水、温度、湿度和风速等气候变量。作者采用了 AHP 和 TOPSIS 的 MCDM 技术来确定研究区域内最易发生野火的地区。从锡金邦灾害管理局(SDMA)获得的 194 个野火地点被用于分类。根据火灾易发程度,森林防火区被划分为 "极高、高、中、低和极低易发区"。在 AHP 和 TOPSIS 的结果中,"极高易发区 "的面积分别为 152.331 平方公里和 348.499 平方公里,而 "极低易发区 "的面积分别为 115.351 平方公里和 139.436 平方公里。为了检验两种建模技术得出的食品安全易感区地图的准确性,我们使用 ROC 曲线(Receiver Operating Characteristics)对其进行了确认。结果表明,TOPSIS 模型(AUC = 82.28%)在确定脆弱区方面略优于 AHP 方法(AUC = 72.25%)。
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来源期刊
Environment, Development and Sustainability
Environment, Development and Sustainability Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
10.20
自引率
6.10%
发文量
754
期刊介绍: Environment, Development and Sustainability is an international and multidisciplinary journal covering all aspects of the environmental impacts of socio-economic development. It is also concerned with the complex interactions which occur between development and environment, and its purpose is to seek ways and means for achieving sustainability in all human activities aimed at such development. The subject matter of the journal includes the following and related issues: -mutual interactions among society, development and environment, and their implications for sustainable development -technical, economic, ethical and philosophical aspects of sustainable development -global sustainability - the obstacles and ways in which they could be overcome -local and regional sustainability initiatives, their practical implementation, and relevance for use in a wider context -development and application of indicators of sustainability -development, verification, implementation and monitoring of policies for sustainable development -sustainable use of land, water, energy and biological resources in development -impacts of agriculture and forestry activities on soil and aquatic ecosystems and biodiversity -effects of energy use and global climate change on development and sustainability -impacts of population growth and human activities on food and other essential resources for development -role of national and international agencies, and of international aid and trade arrangements in sustainable development -social and cultural contexts of sustainable development -role of education and public awareness in sustainable development -role of political and economic instruments in sustainable development -shortcomings of sustainable development and its alternatives.
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