Modelling fire-return interval T: stochasticity and censoring in the two-parameter Weibull model

Abstract Biologists are heavily reliant on the characterisation and description of disturbance phenomena and disturbance regimes. This dependency is well illustrated within research on fire recurrence and models of fire-frequency. It is well understood that the process of fire-return is subject to stochastic variation. However, a deterministic paradigm underlies many contemporary studies of fire-frequency to the possible detriment of robust ecological description. It is also commonplace for data on historical fire processes to contain some degree of either partial or missing data. Yet the parameter estimators of the prevailing two-parameter Weibull model of fire-recurrence are rarely seen to account for incomplete data structuring. The consequences of ignoring the structure of incomplete data will likely lead to misrepresentation of predicted fire frequencies and trends. In this paper, we introduce methods for incorporating parameter stochasticity into the two-parameter Weibull model under different degrees of data censoring. Both the explicit handling of censored fire observations and the intrusion of variability about the average predicted patterns in inter-fire interval recurrence are obligatory to any modelling that admits an effective ecological and evolutionary interpretation. These points are well illustrated through a worked example on modelling the fire-return interval regime within the Cape of Good Hope Nature Reserve, South Africa. Here, the observed process of fire recurrence is seen to include a substantial stochastic component about the trends predicted from the two-parameter Weibull model. The implications of a stochastic fire-regime interpretation to both management practises and to the evolutionary understanding of fynbos vegetation are discussed.

[1]  Craig G. Lorimer,et al.  Natural Disturbance Regimes in Hemlock-Hardwood Forests of the Upper Great Lakes Region , 1991 .

[2]  R. Cowling Fire and its role in coexistence and speciation in Gondwanan shrublands , 1987 .

[3]  R. Bigalke,et al.  Fire in Fynbos , 1984 .

[4]  H. Howe Managing Species Diversity in Tallgrass Prairie: Assumptions and Implications , 1994 .

[5]  D. Boychuk,et al.  A Multistage Stochastic Programming Model for Sustainable Forest-Level Timber Supply Under Risk of Fire , 1996, Forest Science.

[6]  J. Yarie,et al.  Forest fire cycles and life tables: a case study from interior Alaska , 1981 .

[7]  I. P. Horne The Frequency of Veld Fires in the Groot Swartberg Mountain Catchment Area, Cape Province , 1981 .

[8]  E. Johnson,et al.  Fire Frequency Models, Methods and Interpretations* , 1994 .

[9]  B. V. Wilgen,et al.  Regeneration Strategies in Fynbos Plants and Their Influence on the Stability of Community Boundaries After Fire , 1992 .

[10]  M. L. Heinselman Fire in the Virgin Forests of the Boundary Waters Canoe Area, Minnesota , 1973, Quaternary Research.

[11]  N. L. Johnson,et al.  Continuous Univariate Distributions. , 1995 .

[12]  Peter Goldblati An Analysis of the Flora of Southern Africa: Its Characteristics, Relationships, and Orgins , 1978 .

[13]  Edward A. Johnson,et al.  Historical vegetation change in the Kananaskis Valley, Canadian Rockies , 1987 .

[14]  Richard M. Cowling,et al.  The ecology of fynbos: nutrients, fire and diversity. , 1993 .

[15]  M. E. Muller,et al.  A Note on the Generation of Random Normal Deviates , 1958 .

[16]  P. White,et al.  The Ecology of Natural Disturbance and Patch Dynamics , 1986 .

[17]  David M. Richardson,et al.  Managing fynbos for biodiversity: constraints and options in a fire-prone environment. , 1994 .

[18]  C. Everson,et al.  Fire Management in Southern Africa: Some Examples of Current Objectives, Practices, and Problems , 1990 .

[19]  James S. Clark,et al.  Disturbance and tree life history on the shifting mosaic landscape , 1991 .

[20]  G. Tande Fire history and vegetation pattern of coniferous forests in Jasper National Park, Albert , 1979 .

[21]  R. Hobbs,et al.  Spatial variability of experimental fires in south‐west Western Australia , 1988 .

[22]  M. Willson,et al.  Plant reproductive ecology , 1983 .

[23]  S. Privett Determinants of pattern in fynbos vegetation: physical site factors, disturbance regime, species attributes and temporal change , 1998 .

[24]  James R. Runkle,et al.  PATTERNS OF DISTURBANCE IN SOME OLD-GROWTH MESIC FORESTS OF EASTERN NORTH AMERICA' , 1982 .

[25]  D. Richardson,et al.  Fire in South African Mountain Fynbos , 1992, Ecological Studies.

[26]  C. E. Van Wagner,et al.  The theory and use of two fire history models , 1985 .

[27]  Simon A. Levin,et al.  A Spatial Patch Dynamic Modeling Approach to Pattern and Process in an Annual Grassland , 1994 .

[28]  J. Fox,et al.  Bias in Estimating Forest Disturbance Rates and Tree Lifetimes , 1989 .

[29]  B. W. Wilgen,et al.  Fire management and research in the Kruger National Park, with suggestions on the detection of thresholds of potential concern , 1998 .

[30]  H. Martz Bayesian reliability analysis , 1982 .

[31]  David M. Richardson,et al.  A Computer-Based System for Fire Management in the Mountains of the Cape Province, South-Africa , 1994 .

[32]  H. Taylor A vegetation survey of the Cape of Good Hope Nature Reserve. I. The use of association-analysis and Braun-Blanquet methods* , 1984 .

[33]  Betty Jones Whitten,et al.  Modified maximum likelihood and modified moment estimators for the three-parameter weibull distribution , 1982 .

[34]  P. Brown,et al.  Prescribed burning as a conservation management practice: A case history from the Cederberg mountains, Cape Province, South Africa , 1991 .

[35]  R. Bradstock,et al.  Simulation of the Effect of Spatial and Temporal Variation in Fire Regimes on the Population Viability of a Banksia Species , 1996 .

[36]  G. Hörnberg,et al.  Disturbance history of a swamp forest refuge in northern Sweden , 1994 .

[37]  E. R. Golder,et al.  The Box‐Müller Method for Generating Pseudo‐Random Normal Deviates , 1976 .

[38]  James S. Clark,et al.  FIRE AND CLIMATE CHANGE DURING THE LAST 750 YR IN NORTHWESTERN MINNESOTA , 1990 .

[39]  E. Johnson Fire recurrence in the subarctic and its implications for vegetation composition , 1979 .

[40]  B. W. Wilgen,et al.  Fire and Plants , 1995, Population and Community Biology Series.

[41]  C. E. Van Wagner,et al.  Age-class distribution and the forest fire cycle , 1978 .

[42]  Mark W. Denny Predicting Physical Disturbance: Mechanistic Approaches to the Study of Survivorship on Wave‐Swept Shores , 1995 .

[43]  H. C. Taylor,et al.  The history and effects of alien plant control in the Cape of Good Hope Nature Reserve, 1941–1987 , 1989 .

[44]  B. Mckenzie,et al.  A possible explanation for the lack of trees in the fynbos, Cape Province, South Africa , 1980 .

[45]  James S. Clark,et al.  Ecological disturbance as a renewal process: theory and application to fire history , 1989 .

[46]  J. G. Goldammer,et al.  Fire in the tropical biota : ecosystem processes and global challenges , 1991 .

[47]  E. Johnson,et al.  CLIMATICALLY INDUCED CHANGE IN FIRE FREQUENCY IN THE SOUTHERN CANADIAN ROCKIES , 1991 .

[48]  E. Johnson,et al.  Fire and Vegetation Dynamics: Studies from the North American Boreal Forest. , 1993 .

[49]  H. Caswell Optimal Life Histories and the Maximization of Reproductive Value: A General Theorem for Complex Life Cycles , 1982 .

[50]  W. Reed,et al.  Estimation of Temporal Variations in Historical Fire Frequency from Time-Since-Fire Map Data , 1998, Forest Science.

[51]  A. M. Masters Changes in forest fire frequency in Kootenay National Park, Canadian Rockies , 1990 .

[52]  Steward T. A. Pickett,et al.  Patch dynamics and the design of nature reserves , 1978 .

[53]  A. Cohen,et al.  Maximum Likelihood Estimation in the Weibull Distribution Based On Complete and On Censored Samples , 1965 .