Free Standard AU & NZ Shipping For All Book Orders Over $80!
Register      Login
International Journal of Wildland Fire International Journal of Wildland Fire Society
Journal of the International Association of Wildland Fire
RESEARCH ARTICLE

Trend analysis of fire season length and extreme fire weather in North America between 1979 and 2015

Piyush Jain A , Xianli Wang B and Mike D. Flannigan A
+ Author Affiliations
- Author Affiliations

A Department of Renewable Resources, University of Alberta, 751 General Service Building, Edmonton, AB, T6G 2H1, Canada.

B Great Lakes Forestry Centre, Canadian Forest Service, Natural Resources Canada, 1219 Queen Street East, Sault Ste Marie, ON, P6A 2E5, Canada.

C Corresponding author. Email: jain@ualberta.ca

International Journal of Wildland Fire 26(12) 1009-1020 https://doi.org/10.1071/WF17008
Submitted: 19 January 2017  Accepted: 20 September 2017   Published: 29 November 2017

Abstract

We have constructed a fire weather climatology over North America from 1979 to 2015 using the North American Regional Reanalysis dataset and the Canadian Fire Weather Index (FWI) System. We tested for the presence of trends in potential fire season length, based on a meteorological definition, and extreme fire weather using the non-parametric Theil–Sen slope estimator and Mann–Kendall test. Applying field significance testing (i.e. joint significance of multiple tests) allowed the identification of the locations of significant trends, taking into account spatial correlations. Fire season length was found to be increasing over large areas of North America, especially in eastern Canada and the south-western US, which is consistent with a later fire season end and an earlier fire season start. Both positive and negative trends in potential fire spread days and the 99th percentile of FWI occurred in Canada and the contiguous United States, although the trends of largest magnitude and statistical significance were mostly positive. In contrast, the proportion of trends with significant decreases in these variables were much lower, indicating an overall increase in extreme fire weather. The smaller proportion of significant positive trends found over Canada reflects the truncation of the time series, necessary because assimilation of precipitation observations over Canada ceased in the reanalysis post-2002.

Additional keywords: climate change, fire weather index, reanalysis, time series.


References

Abatzoglou JT, Kolden CA (2013) Relationships between climate and macroscale area burned in the western United States. International Journal of Wildland Fire 22, 1003–1020.
Relationships between climate and macroscale area burned in the western United States.Crossref | GoogleScholarGoogle Scholar |

Abatzoglou JT, Williams AP (2016) Impact of anthropogenic climate change on wildfire across western US forests. Proceedings of the National Academy of Sciences of the United States of America 113, 11770–11775.
Impact of anthropogenic climate change on wildfire across western US forests.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC28Xhs1elur3K&md5=31fba046ed9ce3f66e307429597a31b7CAS |

Albert-Green A, Dean CB, Martell DL, Woolford DG (2013) A methodology for investigating trends in changes in the timing of the fire season with applications to lightning-caused forest fires in Alberta and Ontario, Canada. Canadian Journal of Forest Research 43, 39–45.
A methodology for investigating trends in changes in the timing of the fire season with applications to lightning-caused forest fires in Alberta and Ontario, Canada.Crossref | GoogleScholarGoogle Scholar |

Amiro BD, Logan KA, Wotton BM, Flannigan MD, Todd JB, Stocks BJ, Martell DL (2004) Fire weather index system components for large fires in the Canadian boreal forest. International Journal of Wildland Fire 13, 391–400.
Fire weather index system components for large fires in the Canadian boreal forest.Crossref | GoogleScholarGoogle Scholar |

Beck HE, van Dijk AIJM, Levizzani V, Schellekens J, Miralles DG, Martens B, de Roo A (2017) MSWEP: 3-hourly 0.25° global gridded precipitation (1979–2015) by merging gauge, satellite, and reanalysis data. Hydrology and Earth System Sciences 21, 589–615.
MSWEP: 3-hourly 0.25° global gridded precipitation (1979–2015) by merging gauge, satellite, and reanalysis data.Crossref | GoogleScholarGoogle Scholar |

Bedia J, Herrera S, Gutiérrez JM, Zavala G, Urbieta IR, Moreno JM (2012) Sensitivity of fire weather index to different reanalysis products in the Iberian Peninsula. Natural Hazards and Earth System Sciences 12, 699–708.
Sensitivity of fire weather index to different reanalysis products in the Iberian Peninsula.Crossref | GoogleScholarGoogle Scholar |

Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. Journal of the Royal Statistical Society – B. Methodological 57, 289–300.

Bukovsky MS, Karoly DJ (2007) A brief evaluation of precipitation from the North American regional reanalysis. Journal of Hydrometeorology 8, 837–846.
A brief evaluation of precipitation from the North American regional reanalysis.Crossref | GoogleScholarGoogle Scholar |

Calkin DE, Thompson MP, Finney MA (2015) Negative consequences of positive feedbacks in US wildfire management. Forest Ecosystems 2, 9
Negative consequences of positive feedbacks in US wildfire management.Crossref | GoogleScholarGoogle Scholar |

Carvalho A, Flannigan MD, Logan K, Miranda AI, Borrego C (2008) Fire activity in Portugal and its relationship to weather and the Canadian Fire Weather Index System. International Journal of Wildland Fire 17, 328–338.
Fire activity in Portugal and its relationship to weather and the Canadian Fire Weather Index System.Crossref | GoogleScholarGoogle Scholar |

Clarke H, Lucas C, Smith P (2013) Changes in Australian fire weather between 1973 and 2010. International Journal of Climatology 33, 931–944.
Changes in Australian fire weather between 1973 and 2010.Crossref | GoogleScholarGoogle Scholar |

Dee DP, Uppala SM, Simmons AJ, Berrisford P, Poli P, Kobayashi S, Andrae U, Balmaseda MA, Balsamo G, Bauer P, Bechtold P (2011) The ERA‐Interim reanalysis: configuration and performance of the data assimilation system. Quarterly Journal of the Royal Meteorological Society 137, 553–597.
The ERA‐Interim reanalysis: configuration and performance of the data assimilation system.Crossref | GoogleScholarGoogle Scholar |

Deeming JE, Burgan RE, Cohen JE (1978), The national fire-danger rating system. USDA Forest Service, Intermountain Forest and Range Experiment Station, Document number A 13.88:INT-39. (Ogden, UT, USA)

Dennison PE, Brewer SC, Arnold JD, Moritz MA (2014) Large wildfire trends in the western United States, 1984–2011. Geophysical Research Letters 41, 2928–2933.
Large wildfire trends in the western United States, 1984–2011.Crossref | GoogleScholarGoogle Scholar |

Douglas EM, Vogel RM, Kroll CN (2000) Trends in floods and low flows in the United States: impact of spatial correlation. Journal of Hydrology 240, 90–105.
Trends in floods and low flows in the United States: impact of spatial correlation.Crossref | GoogleScholarGoogle Scholar |

Dowdy AJ, Mills GA, Finkele K, de Groot W (2010) Index sensitivity analysis applied to the Canadian forest fire weather index and the McArthur forest fire danger index. Meteorological Applications 17, 298–312.

Ek MB, Mitchell KE, Lin Y, Rogers E, Grunmann P, Koren V, Gayno G, Tarpley JD (2003) Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model. Journal of Geophysical Research 108, 8851
Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model.Crossref | GoogleScholarGoogle Scholar |

Flannigan MD, Wotton BM (2001). Climate, weather and area burned. In ‘Forest fires: Behavior and ecological effects’. (Eds EA Johnson, K Miyanishi) pp. 335–357. (Academic Press: New York, NY, USA)

Flannigan MD, Logan KA, Amiro BD, Skinner WR, Stocks BJ (2005) Future area burned in Canada. Climatic Change 72, 1–16.
Future area burned in Canada.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2MXhtVyisrzM&md5=e51a81b442c2e31491861d4ea81c344bCAS |

Flannigan MD, Krawchuk MA, de Groot WJ, Wotton BM, Gowman LM (2009) Global wildland fire and climate change. International Journal of Wildland Fire 18, 483–507.
Global wildland fire and climate change.Crossref | GoogleScholarGoogle Scholar |

Flannigan MD, Cantin AS, de Groot WJ, Wotton M, Newbery A, Gowman LM (2013) Global wildland fire season severity in the 21st century. Forest Ecology and Management 294, 54–61.
Global wildland fire season severity in the 21st century.Crossref | GoogleScholarGoogle Scholar |

Flannigan MD, Wotton BM, Marshall GA, de Groot WJ, Johnston J, Jurko N, Cantin AS (2016) Fuel moisture sensitivity to temperature and precipitation: climate change implications. Climatic Change 134, 59–71.
Fuel moisture sensitivity to temperature and precipitation: climate change implications.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC2MXhs1eiu7zN&md5=e8c3dc6bf31e871508dd6b92aee2e906CAS |

Fréjaville T, Curt T (2015) Spatiotemporal patterns of changes in fire regime and climate: defining the pyroclimates of south-eastern France (Mediterranean Basin). Climatic Change 129, 239–251.
Spatiotemporal patterns of changes in fire regime and climate: defining the pyroclimates of south-eastern France (Mediterranean Basin).Crossref | GoogleScholarGoogle Scholar |

Gillett NP, Weaver AJ, Zwiers FW, Flannigan MD (2004) Detecting the effect of climate change on Canadian forest fires. Geophysical Research Letters 31, L18211
Detecting the effect of climate change on Canadian forest fires.Crossref | GoogleScholarGoogle Scholar |

Good P, Moriondo M, Giannakopoulos C, Bindi M (2008) The meteorological conditions associated with extreme fire risk in Italy and Greece: relevance to climate model studies. International Journal of Wildland Fire 17, 155–165.
The meteorological conditions associated with extreme fire risk in Italy and Greece: relevance to climate model studies.Crossref | GoogleScholarGoogle Scholar |

Haines DA (1988) A lower atmosphere severity index for wildlife fires. National Weather Digest 13, 23–27.

Hand MS, Gebert KM, Liang J, Calkin DE, Thompson MP, Zhou M (2014). Regional and temporal trends in wildfire suppression expenditures. In ‘Economics of wildfire management’. pp. 19–35. (Springer: New York, NY, USA)

Harrington JB, Flannigan MD, Van Wagner CE (1983). A study of the relation of components of the Fire Weather Index to monthly provincial area burned by wildfire in Canada 1953–80. Environment Canada, Canadian Forestry Service, Petawawa National Forestry Institute, Information Report PI-X-25. (Chalk River, ON, Canada)

Helsel DR, Hirsch RM (2002). Statistical methods in water resources, book 4, chapter A3. (US Geological Survey) Available at https://pubs.usgs.gov/twri/twri4a3/ [Verified 20 October 2017]

Jolly WM, Cochrane MA, Freeborn PH, Holden ZA, Brown TJ, Williamson GJ, Bowman DM (2015) Climate-induced variations in global wildfire danger from 1979 to 2013. Nature Communications 6, 7537
Climate-induced variations in global wildfire danger from 1979 to 2013.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC2MXhtlCjsb7P&md5=ff750f2ac949f4ba0574f77ed1c93945CAS |

Kanamitsu M, Ebisuzaki W, Woollen J, Yang SK, Hnilo JJ, Fiorino M, Potter GL (2002) NCEP-DOE AMIP-II Reanalysis (R-2). Bulletin of the American Meteorological Society 83, 1631–1643.
NCEP-DOE AMIP-II Reanalysis (R-2).Crossref | GoogleScholarGoogle Scholar |

Kendall MG (1975). ‘Rank correlation methods.’ (Charles Griffin & Co. Ltd: London, UK)

Lawson BD, Armitage OB (2008). Weather guide for the Canadian Forest Fire Danger Rating System. Natural Resources Canada, Canadian Forest Service, Northern Forestry Centre. (Edmonton, AB, Canada)

Littell JS, McKenzie D, Peterson DL, Westerling AL (2009) Climate and wildfire area burned in western US ecoprovinces, 1916–2003. Ecological Applications 19, 1003–1021.
Climate and wildfire area burned in western US ecoprovinces, 1916–2003.Crossref | GoogleScholarGoogle Scholar |

Livezey RE, Chen WY (1983) Statistical field significance and its determination by Monte Carlo techniques. Monthly Weather Review 111, 46–59.
Statistical field significance and its determination by Monte Carlo techniques.Crossref | GoogleScholarGoogle Scholar |

Lu W, Charney JJ, Zhong S, Bian X, Liu S (2011) A North American regional reanalysis climatology of the Haines Index. International Journal of Wildland Fire 20, 91–103.
A North American regional reanalysis climatology of the Haines Index.Crossref | GoogleScholarGoogle Scholar |

Luo Y, Berbery EH, Mitchell KE, Betts AK (2007) Relationships between land surface and near-surface atmospheric variables in the NCEP North American regional reanalysis. Journal of Hydrometeorology 8, 1184–1203.
Relationships between land surface and near-surface atmospheric variables in the NCEP North American regional reanalysis.Crossref | GoogleScholarGoogle Scholar |

Mann HB (1945) Non-parametric tests against trend. Econometrica 13, 245–259.
Non-parametric tests against trend.Crossref | GoogleScholarGoogle Scholar |

McArthur AG (1967). Fire behaviour in eucalypt forests. Department of National Development Forestry and Timber Bureau, Leaflet 107. (Canberra, ACT, Australia)

McLeod AI, Hipel KW, Bodo BA (1991) Trend analysis methodology for water quality time series. Environmetrics 2, 169–200.
Trend analysis methodology for water quality time series.Crossref | GoogleScholarGoogle Scholar |

Mesinger F, DiMego G, Kalnay E, Mitchell K, Shafran PC, Ebisuzaki W, Jovic D, Woollen J, Rogers E, Berbery EH, Ek MB (2006) North American regional reanalysis. Bulletin of the American Meteorological Society 87, 343–360.
North American regional reanalysis.Crossref | GoogleScholarGoogle Scholar |

Nicholls N (2001) Commentary and analysis: the insignificance of significance testing. Bulletin of the American Meteorological Society 82, 981–986.
Commentary and analysis: the insignificance of significance testing.Crossref | GoogleScholarGoogle Scholar |

Parisien M-A, Miller C, Parks SA, DeLancey ER, Robine F-N, Flannigan MD (2016) The spatially varying influence of humans on fire probability in North America. Environmental Research Letters 11, 075005
The spatially varying influence of humans on fire probability in North America.Crossref | GoogleScholarGoogle Scholar |

Podur J, Wotton BM (2011) Defining fire spread event days for fire-growth modelling. International Journal of Wildland Fire 20, 497–507.
Defining fire spread event days for fire-growth modelling.Crossref | GoogleScholarGoogle Scholar |

Renard B, Lang M, Bois P, Dupeyrat A, Mestre O, Niel H, Sauquet E, Prudhomme C, Parey S, Paquet E, Neppel L, Gailhard J, (2008) Regional methods for trend detection: assessing field significance and regional consistency. Water Resources Research 44, 1–17.
Regional methods for trend detection: assessing field significance and regional consistency.Crossref | GoogleScholarGoogle Scholar |

Rienecker MM, Suarez MJ, Gelaro R, Todling R, Bacmeister J, Liu E, Bosilovich MG, Schubert SD, Takacs L, Kim G-K (2011) MERRA: NASA’s modern-era retrospective analysis for research and applications. Journal of Climate 24, 3624–3648.
MERRA: NASA’s modern-era retrospective analysis for research and applications.Crossref | GoogleScholarGoogle Scholar |

Rothermel RC (1994). Some fire behavior modeling concepts for fire management systems. In ‘Proceedings of the 12th Conference on Fire and Forest Meteorology’, 26–28 October 1993, Jekyll Island, GA, USA. SAF Publication 94–02, pp. 164–171. (Society of American Foresters: Bethesda, MD, USA)

Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. Journal of the American Statistical Association 63, 1379–1389.
Estimates of the regression coefficient based on Kendall’s tau.Crossref | GoogleScholarGoogle Scholar |

Stephens SL (2005) Forest fire causes and extent on United States Forest Service lands. International Journal of Wildland Fire 14, 213–222.
Forest fire causes and extent on United States Forest Service lands.Crossref | GoogleScholarGoogle Scholar |

Stocks BJ, Martell DL (2016) Forest fire management expenditures in Canada: 1970–2013. Forestry Chronicle 92, 298–306.
Forest fire management expenditures in Canada: 1970–2013.Crossref | GoogleScholarGoogle Scholar |

Stocks B, Lynham TJ, Lawson BD, Alexander ME, Wagner CV, McAlpine RS, Dube DE (1989) Canadian forest fire danger rating system: an overview. Forestry Chronicle 65, 258–265.
Canadian forest fire danger rating system: an overview.Crossref | GoogleScholarGoogle Scholar |

Stocks BJ, Mason JA, Todd JB, Bosch EM, Wotton BM, Amiro BD, Flannigan MD, Hirsch KG, Logan KA, Martell DL, Skinner WR (2002) Large forest fires in Canada, 1959–1997. Journal of Geophysical Research – Atmospheres 107, 8149

Taylor SW, Alexander ME (2006) Science, technology, and human factors in fire danger rating: the Canadian experience. International Journal of Wildland Fire 15, 121–135.
Science, technology, and human factors in fire danger rating: the Canadian experience.Crossref | GoogleScholarGoogle Scholar |

Thornton PE, Thornton MM, Mayer BW, Wei Y, Devarakonda YR, Vose RS, Cook RB 2017 Daymet: daily surface weather data on a 1-km grid for North America, Version 3. ORNL DAAC, Oak Ridge, Tennessee, USA. (Oak Ridge National Laboratory Distributed Active Archive Center (ORNL DAAC)) Available at https://daac.ornl.gov/cgi-bin/dsviewer.pl?ds_id=1328 [Verified 20 October 2017]

Tsinko Y (2016). The effects of the non-climatic inhomogeneities in surface weather station records on long term trends in Canadian Fire Weather Index System codes. PhD thesis, University of Calgary, Canada. Available at http://hdl.handle.net/11023/2964 [Verified 20 October 2017]

Van Wagner CE (1985). Drought, timelag, and fire danger rating. In ‘Proceedings of the Eighth Conference on Fire and Forest Meteorology’, 29 April – 3 May 1985, Detroit, MI. SAF Publication 85-04. (Eds LR Donoghue, RE Martin) pp. 178–185. (Society of American Foresters: Bethesda, MD, USA)

Van Wagner CE (1987). Development and structure of the Canadian Forest Fire Weather Index System. Canadian Forestry Service, Forestry Technical Report 35. (Ottawa, ON, Canada)

Venäläinen A, Korhonen N, Koutsias N, Xystrakis F, Urbieta IR, Moreno JM (2013) Temporal variations and change of forest fire danger in Europe in 1960–2012. Natural Hazards and Earth System Sciences 1, 6291–6326.
Temporal variations and change of forest fire danger in Europe in 1960–2012.Crossref | GoogleScholarGoogle Scholar |

Ventura V, Paciorek CJ, Risbey JS (2004) Controlling the proportion of falsely rejected hypotheses when conducting multiple tests with climatological data. Journal of Climate 17, 4343–4356.
Controlling the proportion of falsely rejected hypotheses when conducting multiple tests with climatological data.Crossref | GoogleScholarGoogle Scholar |

Wang X, Parisien MA, Flannigan MD, Parks SA, Anderson KR, Little JM, Taylor SW (2014) The potential and realized spread of wildfires across Canada. Global Change Biology 20, 2518–2530.
The potential and realized spread of wildfires across Canada.Crossref | GoogleScholarGoogle Scholar |

Wang X, Thompson DK, Marshall GA, Tymstra C, Carr R, Flannigan MD (2015) Increasing frequency of extreme fire weather in Canada with climate change. Climatic Change 130, 573–586.
Increasing frequency of extreme fire weather in Canada with climate change.Crossref | GoogleScholarGoogle Scholar |

Wang X, Wotton BM, Cantin A, Parisien M-A, Anderson K, Moore B, Flannigan MD (2017) cffdrs: an R package for the Canadian Forest Fire Danger Rating System. Ecological Processes 6, 5
cffdrs: an R package for the Canadian Forest Fire Danger Rating System.Crossref | GoogleScholarGoogle Scholar |

Wastl C, Schunk C, Leuchner M, Pezzatti GB, Menzel A (2012) Recent climate change: long-term trends in meteorological forest fire danger in the Alps. Agricultural and Forest Meteorology 162–163, 1–13.
Recent climate change: long-term trends in meteorological forest fire danger in the Alps.Crossref | GoogleScholarGoogle Scholar |

West GL, Steenburgh WJ, Cheng WYY (2007) Spurious Grid-Scale Precipitation in the North American Regional Reanalysis. Monthly Weather Review 135, 2168–2184.
Spurious Grid-Scale Precipitation in the North American Regional Reanalysis.Crossref | GoogleScholarGoogle Scholar |

Westerling AL (2016) Increasing western US forest wildfire activity: sensitivity to changes in the timing of spring. Philosophical Transactions of the Royal Society B 371, 20150178
Increasing western US forest wildfire activity: sensitivity to changes in the timing of spring.Crossref | GoogleScholarGoogle Scholar |

Wilks DS (2006) On ‘field significance’ and the false discovery rate. Journal of Applied Meteorology and Climatology 45, 1181–1189.
On ‘field significance’ and the false discovery rate.Crossref | GoogleScholarGoogle Scholar |

Wotton BM (2009) Interpreting and using outputs from the Canadian Forest Fire Danger Rating System in research applications. Environmental and Ecological Statistics 16, 107–131.
Interpreting and using outputs from the Canadian Forest Fire Danger Rating System in research applications.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1MXltVCgs7w%3D&md5=84e2c934fa23f48e1240f40aeaf192d9CAS |

Wotton BM, Flannigan MD (1993) Length of the fire season in a changing climate. Forestry Chronicle 69, 187–192.
Length of the fire season in a changing climate.Crossref | GoogleScholarGoogle Scholar |

Yue S, Wang CY (2002) Regional streamflow trend detection with consideration of both temporal and spatial correlation. International Journal of Climatology 22, 933–946.
Regional streamflow trend detection with consideration of both temporal and spatial correlation.Crossref | GoogleScholarGoogle Scholar |

Yue S, Pilon P, Cavadias G (2002) Power of the Mann–Kendall and Spearman’s rho tests for detecting monotonic trends in hydrological series. Journal of Hydrology 259, 254–271.
Power of the Mann–Kendall and Spearman’s rho tests for detecting monotonic trends in hydrological series.Crossref | GoogleScholarGoogle Scholar |

Yue S, Pilon P, Phinney B (2003) Canadian streamflow trend detection: impacts of serial and cross-correlation. Hydrological Sciences Journal 48, 51–63.
Canadian streamflow trend detection: impacts of serial and cross-correlation.Crossref | GoogleScholarGoogle Scholar |