Geospatial Wildfire Risk Assessment from Social, Infrastructural and Environmental Perspectives: A Case Study in Queensland Australia
نویسندگان
چکیده
Although it is hard to predict wildfires, risky areas can be systematically assessed and managed. Some of the factors for decision-making are hazard, vulnerability, risk maps, which end product wildfire mapping. This study deals with analysis in Queensland, Australia. A review previous studies focusing on each aspect has been done used records from 2011 2019 Australia, compile required input models detect regions. Machine learning (ML) methods Decision Tree (DT) Support Vector (SVM) were perform hazard assessment. The reason was select most accurate outcomes rest analysis. Among accuracy assessment techniques, Area Under Curvature (AUC) method evaluate maps. Prediction rates 89.21% 83.78% obtained DT SVM, respectively. prediction value showed that DT-hazard map more than SVM-hazard map. Vulnerability implemented by assigning weights factor according literature. Lastly, order create map, vulnerability indices combined. particularly dense urbanization regions under future risk. To preliminary land use planning, this output local governmental authorities.
منابع مشابه
f/sla from learner perspectives: a social activity or a cognitive process
in the past couple of decades sociocultural theory of sla and its implications in efl contexts have attracted attentions of research circles worldwide and aroused some controversies. firth and wagner (1997) have questioned the principles of the cognitive view which gives importance to mental constructs in favor of sociocultural view which highlights social and contextual constructs. but if soci...
15 صفحه اولMelanoma in adolescents: a case-control study of risk factors in Queensland, Australia.
The incidence of melanoma increases markedly in the second decade of life but almost nothing is known of the causes of melanoma in this age group. We report on the first population-based case-control study of risk factors for melanoma in adolescents (15-19 years). Data were collected through personal interviews with cases, controls and parents. A single examiner conducted full-body nevus counts...
متن کاملassessing political stability and instability in central asia and caucasus; case study, azerbaijan and kyrgyzstan
منطقه ی آسیای مرکزی وقفقاز به عنوان منطقه ای تاریخی و به دلیل دارا بودن ذخایر عظیم هیدرو کربنی از اهمیت ویژه ای برخوردار است. کشورهای این منطقه از عوامل عمده ی بی ثباتی نظیر عوامل جغرافیایی، اقتصادی، امنیتی، اجتماعی و سیاسی رنج می برند. پس از فروپاشی اتحاد جماهیر شوروی کشورهای منطقه از نعمت استقلال ناخواسته ای برخوردار شدند که مشکلات فوق را برای آن ها چندین برابر می کرد. در این روند برخی از این...
15 صفحه اولEffectiveness of environmental offsets in environmental impact assessment: practitioner perspectives from Western Australia
Environmental offsets are positive mitigation measures implemented during environmental impact assessment (EIA) approvals to compensate for unavoidable negative environmental actions. Through interviews with 29 practitioners experienced with offsets, this study investigated the level of support for environmental offsets in Western Australia, implementation of the mitigation sequence and achieve...
متن کاملCoupling Bayesian networks and geospatial software for environmental risk assessment
The Gulf of Finland, the easternmost part of the Baltic Sea, is a fairly narrow and shallow gulf that has witnessed a significant increase in maritime traffic, especially in oil transportation in the last years. While several measures have been taken to improve the safety of sea traffic in the area, a risk of a major oil spill accident exists. Although oil spills can be combated at sea at least...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Fire
سال: 2023
ISSN: ['2571-6255']
DOI: https://doi.org/10.3390/fire6010022