Sensitivity Analysis of a Fire Spread Model in a Chaparral Landscape

Due to a unique combination of environmental conditions, the chaparral shrublands of southern California are prone to large, intense wildland fires. There is ongoing work in the fire research community to establish whether fuel accumulation or weather conditions are the determining factor in the prevalence of large chaparral fires. This study introduces a framework for contributing a modeling perspective to understanding these alternative hypotheses. As models formalize our understanding of the physical process of fire spread, the sensitivity of the models to the meteorological and fuel inputs should be indicators of their relative importance. A global sensitivity analysis (GSA) was conducted on HFire, a spatially explicit raster model developed for modeling fire spread in chaparral fuels, based on the Rothermel spread equations. The GSA provided a quantitative measure of the importance of each of the model inputs on the predicted fire size. The results indicate that, under extreme weather conditions, wind speed was over three times more influential on predicted fire sizes than any other single model input. This finding supports the idea that fires burning under Santa Ana conditions are primarily driven by high wind speeds. Future research will involve extending the GSA methodology to quantify the relative importance of these inputs in terms of the long-term fire regime in chaparral ecosystems.

[1]  W. Hargrove,et al.  Simulating fire patterns in heterogeneous landscapes , 2000 .

[2]  Max A. Moritz,et al.  ANALYZING EXTREME DISTURBANCE EVENTS: FIRE IN LOS PADRES NATIONAL FOREST , 1997 .

[3]  Josep Piñol,et al.  Global sensitivity analysis and scale effects of a fire propagation model used over Mediterranean shrublands , 2001 .

[4]  C. Fortuin,et al.  Study of the sensitivity of coupled reaction systems to uncertainties in rate coefficients. I Theory , 1973 .

[5]  Robert W. Mutch,et al.  Wildland Fires and Ecosystems--A Hypothesis , 1970 .

[6]  Richard A. Minnich,et al.  Wildland Fire Patch Dynamics in the Chaparral of Southern California and Northern Baja California , 1997 .

[7]  Jay D. Miller,et al.  Modeling fire in semi-desert grassland/oak woodland: the spatial implications , 2002 .

[8]  Jon E. Keeley,et al.  Impact of Past, Present, and Future Fire Regimes on North American Mediterranean Shrublands , 2003 .

[9]  R. Minnich Fire Mosaics in Southern California and Northern Baja California , 1983, Science.

[10]  Max A. Moritz,et al.  SPATIOTEMPORAL ANALYSIS OF CONTROLS ON SHRUBLAND FIRE REGIMES: AGE DEPENDENCY AND FIRE HAZARD , 2003 .

[11]  Richard A. Minnich,et al.  An Integrated Model of Two Fire Regimes , 2001 .

[12]  Jon E. Keeley,et al.  Testing a basic assumption of shrubland fire management: how important is fuel age? , 2004 .

[13]  Jon E. Keeley,et al.  Historic Fire Regime in Southern California Shrublands , 2001 .

[14]  F. Lloret,et al.  Spatial and temporal patterns of plant functional types under simulated fire regimes , 2007 .

[15]  E. Johnson,et al.  The Relative Importance of Fuels and Weather on Fire Behavior in Subalpine Forests , 1995 .

[16]  Marco E. Morais,et al.  Wildfires, complexity, and highly optimized tolerance. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[17]  F. Albini Estimating Wildfire Behavior and Effects , 1976 .

[18]  Miguel G. Cruz,et al.  Definition of a Fire Behavior Model Evaluation Protocol: A Case Study Application to Crown Fire Behavior Models , 2003 .

[19]  M. J. Schroeder,et al.  SYNOPTIC WEATHER TYPES ASSOCIATED WITH CRITICAL FIRE WEATHER , 1964 .

[20]  P. H. Kourtz,et al.  A Model a Small Forest Fire ... to Simulate Burned and Burning Areas for Use in a Detection Model , 1971 .

[21]  R. Minnich,et al.  Wildland Fire and Chaparral Succession Along the California-Baja California Boundary , 1995 .

[22]  H. Anderson,et al.  Predicting wind-driven wild land fire size and shape / , 1983 .

[23]  M. Finney FARSITE : Fire Area Simulator : model development and evaluation , 1998 .

[24]  J. Royston An Extension of Shapiro and Wilk's W Test for Normality to Large Samples , 1982 .

[25]  Keeley,et al.  Reexamining fire suppression impacts on brushland fire regimes , 1999, Science.

[26]  R. Iman,et al.  A distribution-free approach to inducing rank correlation among input variables , 1982 .

[27]  William J. Bond,et al.  Kill thy neighbour: an individulalistic argument for the evolution of flammability , 1995 .

[28]  Walter C. Oechel,et al.  The Role of Fire in Mediterranean-Type Ecosystems , 2011, Ecological Studies.

[29]  J. Keeley,et al.  History and Management of Crown‐Fire Ecosystems: a Summary and Response , 2001 .