Integrated risk mapping for forest fire management using the analytical hierarchy process and ordered weighted average: a case study in southern Turkey

被引:0
作者
Ozcan, Zuhal [1 ]
Caglayan, Inci [2 ]
Kabak, Ozgur [1 ]
Gul, Fatmagul Kilic [3 ]
机构
[1] Istanbul Tech Univ, Fac Management, Istanbul, Turkiye
[2] Istanbul Univ Cerrahpasa, Fac Forestry, Istanbul, Turkiye
[3] Yildiz Tech Univ, Fac Civil Engn, Istanbul, Turkiye
关键词
Forest fire; Risk mapping; GIS; AHP; OWA; MCDM; CLIMATE-CHANGE; WILDFIRE RISK; AHP; IMPACT; GIS;
D O I
10.1007/s11069-024-06810-y
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Forest fires pose a critical problem for natural environments and human settlements, necessitating effective risk management approaches. This study focuses on forest fire risk (FFR) mapping in the Antalya Forest, southern Turkey, by analyzing different criteria. Extensive literature research identifies nearly twenty criteria, which we re-evaluate based on expert opinions and study area characteristics, leading to the selection of four main criteria and fourteen sub-criteria. We process the data using Geographic Information System (GIS) software and calculate weights using the Analytical Hierarchy Process (AHP) and Ordered Weighted Average (OWA) techniques. The main criteria are topographic, meteorological, land use, and forest structure. In the AHP sub-criteria, precipitation, tree species, distance to settlement areas, and elevation receive high values. We classify the resultant FFR maps into five risk classes using both the Jenks Natural Breaks method and equal interval classification. We evaluate the accuracy of our maps using Receiver Operating Characteristic (ROC) analysis and Area Under Curve (AUC) values, based on historical forest fire data. The equal interval classification shows decreased alignment with historical fire data, especially for the AHP method, which performs significantly worse. Both OWA and AHP methods show better performance with Jenks classification compared to equal interval classification, indicating that Jenks Natural Breaks more effectively captures natural groupings in the data, making it a more suitable choice for risk mapping. Applying AHP and OWA in FFR mapping benefits regional forest management and highlights the universal applicability of these methodologies for broader environmental hazard assessments under changing climates.
引用
收藏
页码:959 / 1001
页数:43
相关论文
共 138 条
[1]   Impact of anthropogenic climate change on wildfire across western US forests [J].
Abatzoglou, John T. ;
Williams, A. Park .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (42) :11770-11775
[2]   Forest fire susceptibility modeling using hybrid approaches [J].
Abedi Gheshlaghi, Hassan ;
Feizizadeh, Bakhtiar ;
Blaschke, Thomas ;
Lakes, Tobia ;
Tajbar, Sapna .
TRANSACTIONS IN GIS, 2021, 25 (01) :311-333
[3]   Machine-learning modelling of fire susceptibility in a forest-agriculture mosaic landscape of southern India [J].
Achu, A. L. ;
Thomas, Jobin ;
Aju, C. D. ;
Gopinath, Girish ;
Kumar, Satheesh ;
Reghunath, Rajesh .
ECOLOGICAL INFORMATICS, 2021, 64
[4]   Wildfire Risk Assessment Based on Geospatial Open Data: Application on Chios, Greece [J].
Adaktylou, Nektaria ;
Stratoulias, Dimitris ;
Landenberger, Rick .
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2020, 9 (09)
[5]   Basic principles of forest fuel reduction treatments [J].
Agee, JK ;
Skinner, CN .
FOREST ECOLOGY AND MANAGEMENT, 2005, 211 (1-2) :83-96
[6]   GIS-BASED MULTI-CRITERIA DECISION ANALYSIS FOR FOREST FIRE RISK MAPPING [J].
Akay, A. E. ;
Erdogan, A. .
4TH INTERNATIONAL GEOADVANCES WORKSHOP - GEOADVANCES 2017: ISPRS WORKSHOP ON MULTI-DIMENSIONAL & MULTI-SCALE SPATIAL DATA MODELING, 2017, 4-4 (W4) :25-30
[7]   Wildland Fire Susceptibility Mapping Using Support Vector Regression and Adaptive Neuro-Fuzzy Inference System-Based Whale Optimization Algorithm and Simulated Annealing [J].
Al-Fugara, A'kif ;
Mabdeh, Ali Nouh ;
Ahmadlou, Mohammad ;
Pourghasemi, Hamid Reza ;
Al-Adamat, Rida ;
Pradhan, Biswajeet ;
Al-Shabeeb, Abdel Rahman .
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2021, 10 (06)
[8]  
Albert S., 2019, FUELBREAKS PART WILD
[9]   The relative impacts of vegetation, topography and spatial arrangement on building loss to wildfires in case studies of California and Colorado [J].
Alexandre, Patricia M. ;
Stewart, Susan I. ;
Mockrin, Miranda H. ;
Keuler, Nicholas S. ;
Syphard, Alexandra D. ;
Bar-Massada, Avi ;
Clayton, Murray K. ;
Radeloff, Volker C. .
LANDSCAPE ECOLOGY, 2016, 31 (02) :415-430
[10]   Consistency in the analytic hierarchy process: A new approach [J].
Alonso, Jose Antonio ;
Lamata, M. Teresa .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2006, 14 (04) :445-459