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Original Articles

Evaluation of wildfire propagation susceptibility in grasslands using burned areas and multivariate logistic regression

, , , , &
Pages 6679-6700 | Received 05 Feb 2012, Accepted 23 Feb 2013, Published online: 19 Jun 2013

References

  • Aase , J. K. and Tanaka , D. L. 1991 . Reflectances from Four Wheat Residue Cover Densities as Influenced by Three Soil Backgrounds . Agronomy Journal , 83 : 753 – 757 .
  • Alexandridis , A. , Vakalis , D. , Siettos , C. I. and Bafas , G. V. 2008 . A Cellular Automata Model for Forest Fire Spread Prediction: The Case of the Wildfire that Swept through Spetses Island in 1990 . Applied Mathematics and Computation , 204 : 191 – 201 .
  • Anderson , G. L. , Hanson , J. D. and Haas , R. H. 1993 . Evaluating Landsat Thematic Mapper Derived Vegetation Indices for Estimating Above–Ground Biomass on Semiarid Rangelands . Remote Sensing of Environment , 45 : 165 – 175 .
  • Barbosa , P. M. , Pereira , J. M. C. and Gregoire , J. M. 1998 . Compositing Criteria for Burned Area Assessment Using Multispectral Low Resolution Satellite Data . Remote Sensing of Environment , 65 : 38 – 49 .
  • Biard , F. , Bannari , A. and Bonn , F. SACRI (Soil Adjust Corn Residue Index): Un Indice Utilisant Le Proche et Le Moyen Infrarouge Pour La Détection Des Résidus De Cultures De Maïs . 17th Canadian Symposium on Remote Sensing . pp. 417 – 423 . Ottawa, ON: Canadian Remote Sensing Society .
  • Biard , F. and Bared , F. 1997 . Crop Residue Estimation Using Multiband Reflectance . Remote Sensing of Environment , 59 : 530 – 536 .
  • Bowman , W. D. 1989 . The Relationship between Leaf Water Status, Gas Exchange, and Spectral Reflectance in Cotton Leaves . Remote Sensing of Environment , 30 : 249 – 255 .
  • Burgan , R. E. , Klaver , R. W. and Klaver , J. M. 1998 . Fuel Models and Fire Potential from Satellite and Surface Observations . International Journal of Wildland Fire , 8 : 159 – 170 .
  • Burgan, R. E., R. W. Klaver, and J. M. Klaver. 2000. “Fuel Models and Fire Potential from Satellite and Surface Observations.” http://www.wfas.net/index.php/live-fuel-moisture-experimental-products-42/35-fpi-paper (http://www.wfas.net/index.php/live-fuel-moisture-experimental-products-42/35-fpi-paper) (Accessed: 4 February 2010 ).
  • Cao , X. , Chen , J. , Matsushita , B. and Imura , H. 2010 . Developing a MODIS–Based Index to Discriminate Dead Fuel from Photosynthetic Vegetation and Soil Background in the Asian Steppe Area . International Journal of Remote Sensing , 31 : 1589 – 1604 .
  • Cao , X. , Chen , J. , Matsushita , B. , Imura , H. and Wang , L. 2009 . An Automatic Method for Burn Scar Mapping Using Support Vector Machines . International Journal of Remote Sensing , 30 : 577 – 594 .
  • Carlson , J. D. and Burgan , R. E. 2003 . Review of User's Needs in Operational Fire Danger Estimation: The Oklahoma Example . International Journal of Remote Sensing , 24 : 1601 – 1620 .
  • Carmo , M. , Moreira , F. , Casimiro , P. and Vaz , P. 2011 . Land Use and Topography Influences on Wildfire Occurrence in Northern Portugal . Landscape and Urban Planning , 100 : 169 – 176 .
  • Ceccarto , P. , Flasse , S. and Gregoire , J. M. 2002 . Designing a Spectral Index to Estimate Vegetation Water Content from Remote Sensing Data: Part 2. Validation and Application . Remote Sensing of Environment , 82 : 198 – 207 .
  • Ceccarto , P. , Gobron , N. , Flasse , S. , Pinty , B. and Tarantola , S. 2002 . Designing a Spectral Index to Estimate Vegetation Water Content from Remote Sensing Data: Part 1. Theoretical Approach . Remote Sensing of Environment , 82 : 188 – 197 .
  • Chen , D. , Huang , J. and Jackson , T. J. 2005 . Vegetation Water Content Estimation for Corn and Soybeans Using Spectral Indices Derived form MODIS Near– and Short–Wave Infrared Bands . Remote Sensing of Environment , 98 : 225 – 236 .
  • Chuvieco , E. , Aguado , I. , Cocero , D. and Riano , D. 2003 . Design of and Empirical Index to Estimate Fuel Moisture Content from NOAA–AVHRR Images in Forest Fire Danger Studies . International Journal of Remote Sensing , 24 : 1621 – 1637 .
  • Chuvieco , E. , Aguado , I. and Dimitrakopoulos , A. P. 2004 . Conversion of Fuel Moisture Content Values to Ignition Potential for Integrated Fire Danger Assessment . Canadian Journal of Forest Research , 34 : 2284 – 2293 .
  • Chuvieco , E. , Aguado , I. , Yebra , M. , Nieto , H. and Salas , J. 2010 . Development of a Framework for Fire Risk Assessment Using Remote Sensing and Geographic Information System Technologies . Ecological Modelling , 221 : 46 – 58 .
  • Chuvieco , E. , Cocero , D. , Aguado , I. , Palacios , A. and Prado , E. 2004 . Improving Burning Efficiency Estimates through Satellite Assessment of Fuel Moisture Content . Journal of Geophysical Research , 109 : 1 – 8 .
  • Chuvieco , E. and Congalton , R. G. 1989 . Application of Remote Sensing and Geographic Information Systems to Forest Fire Hazard Mapping . Remote Sensing of the Environment , 29 : 147 – 159 .
  • Chuvieco , E. , Ventura , G. , Martin , M. P. and Gomez , I. 2005 . Assessment of Multitemporal Compositing Techniques of MODIS and AVHRR Images for Burned Land Mapping.” . Remote Sensing of Environment , 94 : 450 – 462 .
  • Clark , T. L. , Radke , L. , Coen , J. and Middleton , D. 1999 . Analysis of Small–Scale Convective Dynamics in a Crown Fire Using Infrared Video Camera Imagery . Journal of Applied Meteorology , 38 : 1403 – 1420 .
  • Daughtry , C. S. T. , Nagler , P. L. , Kim , M. S. , McMurtrey , J. E. III and Chappelle , E. W. 1996 . “ Spectral Reflectance of Soils and Crop Residues ” . In Near Infrared Spectroscopy: The Future Waves , Edited by: Davies , A. M. C. and Williams , P. 505 – 510 . Chichester : NIR Publications .
  • Davidson , A. , Wang , S. and Wilmshurst , J. 2006 . Remote Sensing of Grassland–Shrubland Vegetation Water Content in the Shortwave Domain.” . International Journal of Applied Earth Observation and Geoinformation , 8 : 225 – 236 .
  • de Vasconcelos , M. J. P. , Silva , S. , Tomé , M. , Alvim , M. and Pereira , J. M. C. 2001 . Spatial Prediction of Fire Ignition Probabilities: Comparing Logistic Regression and Neural Networks . Photogrammetic Engineering & Remote Sensing , 67 : 73 – 81 .
  • Di Bella , C. , Faivre , R. , Ruget , F. , Seguin , B. , Guérif , M. , Combal , B. , Weiss , M. and Rebella , C. 2004 . Remote Sensing Capabilities to Estimate Pasture Production in France . International Journal of Remote Sensing , 25 : 5359 – 5372 .
  • Elmore , A. J. , Asner , G. P. and Hughes , R. F. 2005 . Satellite Monitoring of Vegetation Phenology and Fire Fuel Conditions in Hawaiian Drylands . Earth Interaction , 9 : 1 – 21 .
  • Farris , A. A. , Pezeshki , C. and Neuenschwander , L. F. 1999 . “ A Comparison of Fire Probability Maps Derived from GIS Modeling and Direct Simulation Techniques ” . In Proceedings from the Joint Fire Science Conference and Workshop Vol. I, University of Idaho and the International Association of Wildland Fire, June 15–17 131 – 138 .
  • Fosberg , M. A. and Deeming , J. E. 1971 . “Derivation of the 1- and 10-Hour Timelag Fuel Moisture Calculations for Fire–Danger Rating.” , Research Note RM–RN–207. Fort Collins, CO: USDA Forest Service, Rocky Mountain Forest and Range Experiment Station .
  • Fu , Z. Q. 2001 . Spatially and Temporally Dynamic Study on Dry Grassland Fire in Inner Mongolia . Meteorology Journal of Inner Mongolia , 1 : 28 – 35 . (in Chinese)
  • Gao , B. C. 1996 . NDWI – A Normalized Difference Water Index for Remote Sensing of Vegetation Liquid Water from Space . Remote Sensing of Environment , 58 : 257 – 266 .
  • Garcia , M. and Chuvieco , E. 2004 . Assessment of Potential of SAC–C/MMRS Imagery for Mapping Burned Areas in Spain . Remote Sensing of Environment , 92 : 414 – 423 .
  • Gu , Z. H. , Shi , P. J. and Chen , J. 2006 . Precipitation Interpolation Research over Regions with Sparse Meteorological Stations: A Case Study in Xilin Gole League . Journal of Beijing Normal University (Natural Science) , 42 : 204 – 208 . (in Chinese)
  • Harrell , F. E. 2001 . Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis , New York : Springer .
  • Hély , C. , Caylor , K. K. , Dowty , P. , Alleaume , S. , Swap , R. J. , Shugart , H. H. and Justice , C. O. 2007 . A Temporally Explicit Production Efficiency Model for Fuel Load Allocation in Southern Africa . Ecosystems , 10 : 1116 – 1132 . doi: 10.1007/s10021-007-9082-3
  • Hély , C. , Dowty , P. R. , Alleaume , S. , Caylor , K. K. , Korontzi , S. , Swap , R. J. , Shugart , H. H. and Justice , C. O. 2003 . Regional Fuel Load for Two Climatically Contrasting Years in Southern Africa . Journal of Geophysical Research , 108 ( D13 ) : 8475 doi: 10.1029/2002JD002341
  • Hernandez-Leal , P. A. , Arbelo , M. and Gonzalez-Calvo , A. 2006 . Fire Risk Assessment Using Satellite Data . Advances in Space Research , 37 : 741 – 746 .
  • Huete , A. R. 1988 . A Soil Adjusted Vegetation Index (SAVI) . Remote Sensing of Environment , 25 : 259 – 309 .
  • Hunt , E. R. Jr. and Rock , B. N. 1989 . Detection of Changes in Leaf Water Content Using Near– and Middle–Infrared Reflectances . Remote Sensing of Environment , 30 : 43 – 54 .
  • Hunt , E. R. Jr. , Rock , B. N. and Nobel , P. S. 1987 . Measurement of Leaf Relative Water Content by Infrared Reflectance . Remote Sensing of Environment , 22 : 429 – 435 .
  • Hurteau , M. D. , Koch , G. W. and Hungate , B. A. 2008 . Carbon Protection and Fire Risk Reduction: Toward a Full Accounting of Forest Carbon Offsets . Frontiers in Ecology and the Environment , 6 : 493 – 498 .
  • Ikeda , H. , Okamoto , K. and Fukuhara , M. 1999 . Estimation of Above Grassland Phytomass with a Growth Model Using Landsat TM and Climate Data . International Journal of Remote Sensing , 20 : 2283 – 2294 .
  • Jackson , R. D. , Slater , P. N. and Pinter , P. J. Jr. 1983 . Discrimination of Growth and Water Stress in Wheat by Various Vegetation Indices through Clear and Turbid Atmospheres . Remote Sensing of Environment , 13 : 187 – 208 .
  • Jenkins , M. A. 2002 . An Examination of the Sensitivity of Numerically Simulated Wildfires to Low–Level Atmospheric Stability and Moisture, and the Consequences for the Haines Index . International Journal of Wildland Fire , 11 : 213 – 232 .
  • Jia , G. J. , Burke , I. C. , Goetz , A. F. H. , Kaufman , M. R. and Kindel , B. C. 2006 . Assessing Spatial Patterns of Forest Fuel Using AVIRIS Data . Remote Sensing of Environment , 102 : 318 – 327 .
  • Jiang , D. , Liu , H. and Wang , W. 2001 . Test a Modified Surface Wind Interpolation Scheme for Complex Terrain in a Stable Atmosphere . Atmospheric Environment , 35 : 4877 – 4885 .
  • Johnston , H. H. 1962 . The Decomposition of Cellulose by Soil Fungi . The Ohio Journal of Science , 62 : 108 – 112 .
  • Jordan , C. F. 1969 . Derivation of Leaf Area Index from Quality of Light on the Forest Floor . Ecology , 50 : 663 – 666 .
  • Kalabokidis , K. D. , Koutsias , N. , Konstantinidis , P. and Vasilakos , C. 2007 . Multivariate Analysis of Landscape Wildfire Dynamics in a Mediterranean Ecosystem of Greece . Area , 39 : 392 – 402 .
  • Kaufman , Y. J. 1989 . “ The Atmospheric Effect on Remote Sensing and its Correction.” . In Theory and Applications of Optical Remote Sensing , Edited by: Asrar , G. 336 – 428 . New York : Wiley .
  • Kaufman , Y. J. and Remer , L. A. 1994 . Detection of Forests Using Mid–IR Reflectance: An Application for Aerosol Studies . IEEE Transactions on Geoscience and Remote Sensing , 32 : 672 – 683 .
  • Kawamura , K. , Akiyama , T. , Yokota , H. , Tsutsumi , M. , Yasuda , T. , Watanabe , O. , Wang , G. and Wang , S. 2005 . Monitoring of Forage Conditions with MODIS Imagery in the Xilingol Steppe, Inner Mongolia . International Journal of Remote Sensing , 26 : 1423 – 1436 .
  • Li , S. Y. , Li , X. B. , Ying , G. and Fu , N. 2007 . “ Vegetation Indexes-Biomass Models for Typical Semi-Arid Steppe: A Case Study for Xilinhot in Northern China ” . In Journal of Plant Ecology Vol. 31 , 23 – 31 . (in Chinese)
  • Liu , G. X. , Su , H. and Li , S. L. 1999 . The Summarization on the Fire Accident of Grassland in Inner Mongolia . Grassland of China , 4 : 76 – 78 . (in Chinese)
  • López , A. S. , San-Miguel-Ayanz , J. and Burgan , R. E. 2002 . Integration of Satellite Sensor Data, Fuel Type Maps and Meteorological Observations for Evaluation of Forest Fire Risk at the Pan-European Scale . International Journal of Remote Sensing , 23 : 2713 – 2719 .
  • Lozano , F. J. , Suarez-Seoane , S. and de Luis , E. 2007 . Assessment of Several Spectral Indices Derived from Multi–Temporal Landsat Data for Fire Occurrence Probability Modelling . Remote Sensing of Environment , 107 : 533 – 544 .
  • Massada , A. B. , Syphard , A. D. , Hawbaker , T. J. , Stewart , S. I. and Radeloff , V. C. 2011 . Effects of Ignition Location Models on the Burn Patterns of Simulated Wildfires . Environmental Modelling & Software , 26 : 583 – 592 .
  • Mbow , C. , Goïta , K. and Bénié , G. B. 2004 . Spectral Indices and Fire Behavior Simulation for Fire Risk Assessment in Savanna Ecosystem . Remote Sensing of Environment , 91 : 1 – 13 .
  • McGrattan , K. B. 2005 . Fire Dynamics Simulator (Version 4), Technical Reference Guide , NISTIR Special Publication. 1018, 115 p. Gaithersburg, MD: National Institute of Standards and Technology .
  • McNairn , H. and Protz , R. 1993 . Mapping Corn Residue Cover on Agricultural Field in Oxford County, Ontario, Using Thematic Mapper . Canadian Journal of Remote Sensing , 19 : 152 – 159 .
  • Mell , W. , Jenkins , M. A. , Gould , J. and Cheney , P. 2007 . A Physics-Based Approach to Modeling Grassland Fires . International Journal of Wildland Fire , 16 : 1 – 22 .
  • Menard , S. 2002 . Applied Logistic Regression Analysis , 2nd , Thousand Oaks , CA : Sage .
  • Morvan , D. , Meradji , S. and Accary , G. 2009 . Physical Modelling of Fire Spread in Grasslands . Fire Safety Journal , 44 : 50 – 61 .
  • Page , S. E. , Siegert , F. , Riely , J. O. , Boehm , H. V. , Jaya , A. and Limin , S. 2002 . The Amount of Carbon Released from Peat and Forest Fires in Indonesia during 1997 . Nature , 420 : 61 – 65 .
  • Parisien , M.-A. , Miller , C. , Ager , A. A. and Finney , M. A. 2010 . Use of Artificial Landscapes to Isolate Controls on Burn Probability . Landscape Ecology , 25 : 79 – 93 .
  • Pastor , E. , Zarate , L. , Planas , E. and Arnaldos , J. 2003 . Mathematical Models and Calculation Systems for the Study of Wildland Fire Behaviour . Progress in Energy and Combustion Science , 29 : 139 – 153 .
  • Pearson , R. L. and Miller , L. D. Remote Mapping of Standing Crop Biomass for Estimation of the Productivity of the Short-Grass Prairie, Pawnee National Grasslands, Colorado . Proceedings of the 8th International Symposium on Remote Sensing of Environment . Ann Arbor , MI: ERIM . pp. 1357 – 1381 .
  • Pinty , B. and Verstraete , M. M. 1992 . GEMI: A Non–linear Index to Monitor Global Vegetation from Satellites . Vegetatio , 101 : 15 – 20 .
  • Preisler , H. K. and Westerling , A. L. 2007 . Statistic Model for Forecasting Monthly Large Wildfire Events in Western United States . Journal of Applied Meteorology and Climatology , 46 : 1020 – 1030 .
  • Qi , J. , Chehbouni , A. , Huete , A. R. and Kerr , Y. 1994 . A Modified Soil Adjusted Vegetation Index . Remote Sensing of Environment , 48 : 119 – 126 .
  • Qi , J. and Kerr , Y. On Current Compositing Algorithms . Proceedings of the Sixth International Symposium on Physical Measurements and Signatures in Remote Sensing, Val d'Isère, January 1 . pp. 135 – 142 .
  • Randerson , J. T. , Liu , H. , Flanner , M. G. , Chambers , S. D. , Jin , Y. , Hess , P. G. , Pfister , G. , Mack , M. C. , Treseder , K. K. , Welp , L. R. , Chapin , F. S. , Harden , J. W. , Goulden , M. L. , Lyons , E. , Neff , J. C. , Schuur , E. A. G. and Zender , C. S. 2006 . The Impact of Boreal Forest Fire on Climate Warming . Science , 314 : 1130 – 1132 .
  • Riano , D. , Chuvieco , E. , Salas , J. , Palacios-Orueta , A. and Bastarrika , A. 2002 . Generation of Fuel Type Maps from Landsat TM Images and Ancillary Data in Mediterranean Ecosystems . Canadian Journal of Forest Research , 32 : 1301 – 1315 .
  • Roberts , D. A. , Dennison , P. E. , Gardner , M. E. , Hetzel , Y. , Ustin , S. L. and Lee , C. T. 2003 . Evaluation of Potential of Hyperion for Fire Danger Assessment by Comparison to the Airborne Visible/Infrared Imaging Spectrometer . IEEE Transactions on Geoscience and Remote Sensing , 41 : 1297 – 1310 .
  • Romero-Calcerrada , R. , Novillo , C. J. , Millington , J. D. A. and Gomez–Jimenez , I. 2008 . GIS Analysis of Spatial Patterns of Human–Caused Wildfire Ignition Risk in the SW of Madrid (Central Spain) . Landscape Ecology , 23 : 341 – 354 .
  • Rondeaux , G. , Steven , M. and Baret , F. 1996 . Optimization of Soil–Adjusted Vegetation Indices . Remote Sensing of Environment , 55 : 95 – 107 .
  • Rothermel , R. C. 1972 . “A Mathematical Model for Predicting Fire Spread in Wildland Fuels.” , Ogden , UT : United States Department of Agriculture, Forest Service, Research Paper INT–115, Intermountain Forest and Range Experiment Station .
  • Rouse , J. W. , Haas , R. H. , Sehell , J. A. and Deering , D. W. Monitoring Vegetation System in the Great Plains with ERTS . Proceedings of the Third Earth Resources Technology Satellite-1 Symposium . Greenbelt , MD . pp. 3010 – 3017 . NASA . InSP–351
  • Running , S. W. 2006 . Is Global Warming Causing More, Larger Wildfires? . Science , 313 : 927 – 928 .
  • SAS Institute, Inc . 1995 . Logistic Regression Examples Using the SAS System , Cary , NC : SAS Institute .
  • Schneider , P. , Roberts , D. A. and Kyriakidis , P. C. 2008 . A VARI-Based Relative Greenness from MODIS Data for Computing the Fire Potential Index . Remote Sensing of Environment , 112 : 1151 – 1167 .
  • Skok , G. and Vrhovec , T. 2006 . Considerations for Interpolating Rain Gauge Precipitation onto a Regular Grid . Meteorologische Zeitschrift , 15 : 545 – 550 .
  • Skowronski , N. , Clark , K. , Nelson , R. , Hom , J. and Patterson , M. 2007 . Remotely Sensed Measurements of Forest Structure and Fuel Loads in the Pinelands of New Jersey . Remote Sensing of Environment , 108 : 123 – 129 .
  • Tan , M. Y. , Chen , Z. X. , Cao , X. and Chen , J. 2007 . Burn Scar Mapping Using MODIS Data . Journal of Remote Sensing , 11 : 340 – 349 . (in Chinese with English abstract)
  • Tucker , C. J. 1980 . Remote Sensing of Leaf Water Content in the Near Infrared . Remote Sensing of Environment , 10 : 23 – 32 .
  • Turner , D. , Lewis , M. and Ostendorf , B. 2011 . Spatial Indicators of Fire Risk in the Arid and Semi-Arid Zone of Australia . Ecological Indicators , 11 : 149 – 167 .
  • van der Werf , G. R. , Randerson , J. T. , Collatz , G. J. , Giglio , L. , Kasibhatla , P. S. , Arellano , A. F. Jr. , Olsen , S. C. and Kasischke , E. 2004 . Continental-Scale Partitioning of Fire Emission during the 1997 to 2001 El Niño/La Niña Period . Science , 303 : 73 – 76 .
  • Vasilakos , C. , Kalabokidis , K. , Hatzopoulos , J. and Matsinos , I. 2009 . Identifying Wildland Fire Ignition Factors through Sensitivity Analysis of a Neural Network . Natural Hazards , 50 : 125 – 143 .
  • Verbesselt , J. , Jonsson , P. , Lhermitte , S. , van Aardt , J. and Coppin , P. 2006 . Evaluating Satellite and Climate Data–Derived Indices as Fire Risk Indicators in Savanna Ecosystems . IEEE Transactions on Geoscience and Remote Sensing , 44 : 1622 – 1632 .
  • Wessels , K. J. , Prince , S. D. , Zambatis , N. , Macfadyen , S. , Frost , P. E. and van Zyl , D. 2006 . Relationship between Herbaceous Biomass and 1–km2 Advanced Very High Resolution Radiometer (AVHRR) NDVI in Kruger National Park, South Africa . International Journal of Remote Sensing , 27 : 951 – 973 .
  • Westerling , A. L. , Hidalgo , H. G. , Cayan , D. R. and Swetnam , T. W. 2006 . Warming and Earlier Spring Increase Western U.S. Forest Wildfire Activity . Science , 313 : 940 – 943 .
  • Wilson , B. A. , Ow , C. F. Y. , Heathcott , M. , Milne , D. , McCaffrey , T. M. , Ghitter , G. and Franklin , S. E. 1994 . Landsat MSS Classification of Fire Fuel Types in Wood Buffalo National Park . Global Ecology and Biogeography Letters , 4 : 33 – 39 .

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