Forest Fire Risk Zone Mapping of Eravikulam National Park in India

IF 2.7 2区 农林科学 Q1 FORESTRY
G. Pradeep, Megha K. Prasad, S. L. Kuriakose, R. S. Ajin, V. Oniga, A. Rajaneesh, P. C. Mammen, N. Patel, S. Nikhil, J. Danumah
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引用次数: 10

Abstract

Forest fire is one of the most common natural hazards occurring in the Western Ghats region of Kerala and is one of the reasons for forest degradation. This natural disaster causes considerable damage to the biodiversity of this region during the dry fire season. The area selected for the present study, Eravikulam National Park, which is predominantly of grassland vegetation, is also prone to forest fires. This study aims to delineate the forest fire risk zones in Eravikulam National Park using remote sensing (RS) data and geographic information system (GIS) techniques. In the present study, methods such as Analytic Hierarchy Process (AHP) and Frequency Ratio (FR) were used to derive the weights, and the results were compared. We have used seven factors, i.e. land cover types, normalized difference vegetation index, normalized difference water index, slope angle, slope aspect, distance from the settlement, and distance from the road to prepare the fire risk zone map. The area of the prepared risk zone maps is divided into three zones, namely low, moderate, and high. From the study, it was found that the fire occurring in this area is due to natural as well as anthropogenic factors. The prepared forest fire risk zone maps are validated using the fire incidence data for the period from January 2003 to June 2019 collected from the records of the Forest Survey of India. The investigation revealed that 72% and 24% of the fire incidences occurred in the high risk zone of the maps prepared using the AHP and FR methods, respectively, which ascertained the superiority of the AHP method over the FR method for forest fire risk zone mapping. The receiver operating characteristic (ROC) curve analysis gives an area under the ROC curve (AUC) value of 0.767 and 0.567 for the AHP and FR methods, respectively. The risk zone maps will be useful for staff of the forest department, planners, and officials of the disaster management department to take effective preventive and mitigation measures.
印度Eravikulam国家公园森林火灾危险区测绘
森林火灾是喀拉拉邦西高止山脉地区最常见的自然灾害之一,也是森林退化的原因之一。这场自然灾害在旱季对该地区的生物多样性造成了相当大的破坏。本研究选择的区域,埃拉维库拉姆国家公园,主要是草原植被,也容易发生森林火灾。本研究旨在利用遥感(RS)数据和地理信息系统(GIS)技术划定埃拉维库拉姆国家公园的森林火灾危险区。在本研究中,使用层次分析法(AHP)和频率比(FR)等方法来推导权重,并对结果进行比较。我们使用了七个因素,即土地覆盖类型、归一化差异植被指数、归一化差异水分指数、坡度角、坡向、与定居点的距离和与道路的距离,来编制火灾风险区图。已编制的风险区域图的区域分为三个区域,即低、中、高。研究发现,该地区发生的火灾既有自然因素,也有人为因素。使用从印度森林调查局记录中收集的2003年1月至2019年6月期间的火灾发生率数据,对编制的森林火灾风险区地图进行了验证。调查显示,使用AHP和FR方法绘制的地图中,72%和24%的火灾发生在高风险区,这确定了AHP方法在森林火灾风险区绘制中优于FR方法。受试者工作特性(ROC)曲线分析给出AHP和FR方法的ROC曲线下面积(AUC)值分别为0.767和0.567。风险区地图将有助于林业部门的工作人员、规划者和灾害管理部门的官员采取有效的预防和缓解措施。
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来源期刊
CiteScore
5.20
自引率
12.50%
发文量
23
审稿时长
>12 weeks
期刊介绍: Croatian Journal of Forest Engineering (CROJFE) is a refereed journal distributed internationally, publishing original research articles concerning forest engineering, both theoretical and empirical. The journal covers all aspects of forest engineering research, ranging from basic to applied subjects. In addition to research articles, preliminary research notes and subject reviews are published. Journal Subjects and Fields: -Harvesting systems and technologies- Forest biomass and carbon sequestration- Forest road network planning, management and construction- System organization and forest operations- IT technologies and remote sensing- Engineering in urban forestry- Vehicle/machine design and evaluation- Modelling and sustainable management- Eco-efficient technologies in forestry- Ergonomics and work safety
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