Research on the effects of fire on grassland ecosystems yields among the most controversial research results. This is caused by the global distribution of grasslands under different environmental conditions in addition to complex fire characteristics (time, severity, frequency, history etc.). Challenges and discrepancies arise from various temporal and spatial scales, as well as methods used. Moreover, the function of fire can be different from one grassland to another . In the large body of grassland fire literature, the Canadian northern mixed prairie is understudied, especially regarding the vegetation’s post-fire recovery. The wildfire in April 2013 provided an opportunity to study how the grassland responded to the burning, and particularly how remote sensing can provide potential solutions to grassland fire studies in this region. This research investigated the vegetation’s post-fire recovery using six years’ field survey data. Results indicate a quick overall recovery of the grassland, but with different vegetation forms recovering at various post-fire growing seasons. Green grass was the most resilient component that fully recovered one year post-fire, followed by forbs at two years post-fire, with shrubs and the soil organic crust taking longer than four years to recover. The ecosystem recovered to the unburned state roughly after four years. This conclusion agrees with the shortest fire interval of some research, probably because of the heavy fuel loading before the wildfire, due to Grasslands National Park’s long-term conservation practice. Both hyperspectral data and historical Landsat images were investigated to demonstrate their effective assessment of the post-fire grassland vegetation recovery trajectory.
White, P.S. (1979) Pattern, Process, and Natural Disturbance in Vegetation. The Botanical Review, 45, 229-299. https://doi.org/10.1007/BF02860857
Bond, W.J. and Keeley, J.E. (2005) Fire as a Global “Herbivore”: The Ecology and Evolution of Flammable Ecosystems. Trends in Ecology & Evolution, 20, 387-394. https://doi.org/10.1016/j.tree.2005.04.025
Grover, H.D. and Musick, H.B. (1990) Shrubland Encroachment in Southern New Mexico, U.S.A.: An Analysis of Desertification Processes in the American Southwest. Climatic Change, 17, 305-330. https://doi.org/10.1007/BF00138373
Wright, H.A. and Bailey, A.W. (1982) Fire Ecology—United States and Southern Canada. John Wiley and Sons, New York.
Ford, P.L. and Johnson, G.V. (2006) Effects of Dormantvs. Growing-Season Fire in Shortgrass Steppe: Biological Soil Crust and Perennial Grass Responses. Journal of Arid Environments, 67, 1-14. https://doi.org/10.1016/j.jaridenv.2006.01.020
Ford, P.L. and McPherson, G.R. (1996) Ecology of Fire in Shortgrass Prairie of the Southern Great Plains. Ecosystem Disturbance & Wildlife Conservation in Western Grasslands: A Symposium Proceedings, 20-39.
Dwyer, D.D. and Pieper, R.D. (1967) Fire Effects of Blue Grama-Pinyon-Juniper Rangeland in New Mexico. Journal of Range Management, 20, 359-362. https://doi.org/10.2307/3896405
Launchbaugh, J.L. (1964) Effects of Early Spring Burning on Yields of Native Vegetation. Journal of Range Management, 17, 5-6. https://doi.org/10.2307/3895539
Steuter, A.A. and McPherson, G.R. (1995) Fire as a Physical Stress. In: Bedunah, D.J. and Sosebee, R.E., Eds., Wildland Plants: Physiological Ecology and Developmental Morphology, Society for Range Management, Denver, CO, 550-579.
Rannie, W.F. (2001) The “Grass Fire Era” on the Southeastern Canadian Prairies. Prairie Perspectives, 4, 1-19.
Wakimoto, R.H., Willard, E.E., Hedrich, M. and Reid, B. (2005) Historic Fire Regimes and Change since European Settlement on the Northern Mixed Prairie: Effect on Ecosystem Function and Fire Behavior. University of Montana, Missoula, MT.
Madden, E.M., Hansen, A.J. and Murphy, R.K. (1999) Influence of Prescribed Fire History on Habitat and Abundance of Passerine Birds in Northern Mixed-Grass Prairie. The Canadian Field-Naturalist, 113, 627-640.
Umbanhowar, C.E. (1996) Recent Fire History of the Northern Great Plains. The American Midland Naturalist, 135, 115-121. https://doi.org/10.2307/2426877
Redmann, R. (1978) Plant and Soil Water Potentials Following Fire in a Northern Mixed Grassland. Journal of Range Management, 31, 443-445. https://doi.org/10.2307/3897203
Kruger, S. (2001) Effects of Fire on Range Plant Species in the Northern Mixed Grass Prairie. The University of Montana, Missoula.
Anderson, K.L., Smith, E.F. and Owensby, C.E. (1970) Burning Bluestem Range. Journal of Range Management, 23, 81-92. https://doi.org/10.2307/3896105
Augustine, D.J., Derner, J.D. and Milchunas, D.G. (2010) Prescribed Fire, Grazing, and Herbaceous Plant Production in Shortgrass Steppe. Rangeland Ecology & Management, 63, 317-323. https://doi.org/10.2111/REM-D-09-00044.1
Collins, S.L. and Wallace, L.L. (1990) Fire in North American Tallgrass Prairies. University of Oklahoma Press, Norman.
Knapp, E.E., Estes, B.L. and Skinner, C.N. (2009) Ecological Effects of Prescribed Fire Season: A Literature Review and Synthesis for Managers. Albany. https://doi.org/10.2737/PSW-GTR-224
Kucera, C.L. (1981) Grasslands and Fire. In: Fire Regimes and Ecosystem Properties, USDA Forest Service, Honolulu, 90-111.
La Pierre, K.J., et al. (2011) Explaining Temporal Variation in Above-Ground Productivity in a Mesic Grassland: The Role of Climate and Flowering. Journal of Ecology, 99, 1250-1262. https://doi.org/10.1111/j.1365-2745.2011.01844.x
Vogl, R.J. (1979) Some Basic Principles of Grassland Fire Management. Environmental Management, 3, 51-57. https://doi.org/10.1007/BF01867068
Franklin, J.F., Bledsoe, C.S. and Callahan, J.T. (1990) Contributions of the Long-Term Ecological Research Program: An Expanded Network of Scientists, Sites, and Programs Can Provide Crucial Comparative Analyses. Bioscience, 40, 509-523. https://doi.org/10.2307/1311319
Knapp, A.K., Fahnestock, J.T., Hamburg, S.P., Statland, L.B., Seastedt, T.R. and Schimel, D.S. (1993) Landscape Patterns in Soil-Plant Water Relations and Primary Production in Tallgrass Prairie. Ecology, 74, 549-560. https://doi.org/10.2307/1939315
Knapp, A.K., Briggs, J.M., Hartnett, D.C. and Collins, S.L. (1998) Grassland Dynamics: Long-Term Ecological Research in Tallgrass Prairie. Oxford University Press, New York.
Rollins, M.G. (2009) Landfire: A Nationally Consistent Vegetation, Wildland Fire, and Fuel Assessment. International Journal of Wildland Fire, 18, 235-249. https://doi.org/10.1071/WF08088
Heirman, A.L. and Wright, H.A. (1973) Fire in Medium Fuels of West Texas. Journal of Range Management, 26, 331-335. https://doi.org/10.2307/3896849
White, R.S. and Currie, P.O. (1983) Prescribed Burning in the Northern Great Plains: Yield and Cover Responses of 3 Forage Species in the Mixed Grass Prairie. Journal of Range Management, 36, 179-183. https://doi.org/10.2307/3898158
USDA (2018) Fire Effects Information System: Syntheses about Fire Ecology and Fire Regimes in the United States. https://www.feis-crs.org/feis/
Oesterheld, M., Loreti, J., Semmartin, M. and Paruelo, J.M. (1999) Grazing, Fire, and Climate Effects on Primary Productivity of Grasslands and Savanna. In: Ecosystems of the World 16 Ecosystems of Disturbed Ground, Elsevier, New York, 287-306.
Guo, X., Price, K.P. and Stiles, J.M. (2000) Biophysical and Spectral Characteristics of Cool- and Warm-Season Grasslands under Three Land Management Practices in Eastern Kansas. Natural Resources Research, 9, 321-331. https://doi.org/10.1023/A:1011513527965
Ford, P.L. (1999) Response of Buffalograss (Buchloe dactyloides) and Blue Grama (Bouteloua gracilis) to Fire. Great Plains Research, 9, 261-276.
Glitzenstein, J.S., Platt, W.J. and Streng, D.R. (1995) Effects of Fire Regime and Habitat on Tree Dynamics in North Florida Longleaf Pine Savannas. Ecological Monographs, 65, 441-476. https://doi.org/10.2307/2963498
Li, M. and Guo, X. (2014) Long Term Effect of Major Disturbances on the Northern Mixed Grassland Ecosystem—A Review. Open Journal of Ecology, 4, 214-233. https://doi.org/10.4236/oje.2014.44021
Yang, X., Kovach, E. and Guo, X. (2013) Biophysical and Spectral Responses to Various Burn Treatments in the Northern Mixed-Grass Prairie. Canadian Journal of Remote Sensing, 39, 175-184. https://doi.org/10.5589/m13-023
Lu, B., He, Y. and Tong, A. (2016) Evaluation of Spectral Indices for Estimating Burn Severity in Semiarid Grasslands. International Journal of Wildland Fire, 25, 147-157. https://doi.org/10.1071/WF15098
Schroder, B. (2006) Pattern, Process, and Function in Landscape Ecology and Catchment Hydrology—How Can Quantitative Landscape Ecology Support Predictions in Ungauged Basins? Hydrology and Earth System Sciences Discussions, 3, 1185-1214. https://doi.org/10.5194/hessd-3-1185-2006
Jayaweera, K.O.L.F. and Ahlnas, K. (1974) Detection of Thunderstorms from Satellite Imagery for Forest Fire Control. Journal of Forestry, 72, 768-770.
Rauste, Y., Herland, E., Frelander, H., Soini, K., Kuoremaki, T. and Ruokari, A. (1997) Satellite-Based Forest Fire Detection for Fire Control in Boreal Forests. International Journal of Remote Sensing, 18, 2641-2656. https://doi.org/10.1080/014311697217512
Chuvieco, E., Ventura, G. and Martín, M.P. (2005) AVHRR Multitemporal Compositing Techniques for Burned Land Mapping. International Journal of Remote Sensing, 26, 1013-1018. https://doi.org/10.1080/01431160412331299235
Petropoulos, G.P., Kontoes, C. and Keramitsoglou, I. (2011) Burnt Area Delineation from a Uni-Temporal Perspective Based on Landsat TM Imagery Classification Using Support Vector Machines. International Journal of Applied Earth Observation and Geoinformation, 13, 70-80. https://doi.org/10.1016/j.jag.2010.06.008
Van Wagtendonk, J.W., Root, R.R. and Key, C.H. (2004) Comparison of AVIRIS and Landsat ETM+ Detection Capabilities for Burn Severity. Remote Sensing of Environment, 92, 397-408. https://doi.org/10.1016/j.rse.2003.12.015
Dubinin, M., Potapov, P., Lushchekina, A. and Radeloff, V.C. (2010) Reconstructing Long Time Series of Burned Areas in Arid Grasslands of Southern Russia by Satellite Remote Sensing. Remote Sensing of Environment, 114, 1638-1648. https://doi.org/10.1016/j.rse.2010.02.010
Anderson, R.C. (2006) Evolution and Origin of the Central Grassland of North America: Climate, Fire, and Mammalian Grazers. The Journal of the Torrey Botanical Society, 133, 626-647. https://doi.org/10.3159/1095-5674(2006)133[626:EAOOTC]2.0.CO;2
GNP (2017) 2010 Grasslands National Park of Canada Management Plan. http://www.pc.gc.ca/eng/pn-np/sk/grasslands/plan/plan6.aspx
Csillag, F., Kertész M., Davidson, A. and Mitchell, S. (2001) On the Measurement of Diversity-Productivity Relationships in a Northern Mixed Grass Prairie (Grasslands National Park, Saskatchewan, Canada). Community Ecology, 2, 145-159. https://doi.org/10.1556/ComEc.2.2001.2.2
Sauer, C. (1950) Grassland Climax, Fire, and Man. Journal of Range Management, 3, 16-21. https://doi.org/10.2307/3894702
Holechek, J.L., Pieper, R.D. and Herbel, C.H. (1998) Range Management: Principles and Practices. Prentice Hall, Upper Saddle River.
Guo, X., Zhang, C., Wilmshurst, J. and Sissons, R. (2005) Monitoring Grassland Health with Remote Sensing Approaches. Prairie Perspectives, 8, 11-22.
Parks Canada (2013) National Parks of Canada: Ecological Integrity. http://www.pc.gc.ca/progs/np-pn/ie-ei.aspx
Gibson, D.J. and Hulbert, L.C. (1987) Effects of Fire, Topography and Year-to-Year Climatic Variation on Species Composition in Tallgrass Prairie. Vegetatio, 72, 175-185.
Yang, X. and Guo, X. (2014) Quantifying Responses of Spectral Vegetation Indices to Dead Materials in Mixed Grasslands. Remote Sensing, 6, 4289-4304. https://doi.org/10.3390/rs6054289
Albini, F.A. (1976) Estimating Wildfire Behavior and Effects.
Li, Z. and Guo, X. (2018) Non-Photosynthetic Vegetation Biomass Estimation in Semiarid Canada Mixed Grasslands Using Ground Hyperspectral Data, Landsat 8 OLI, and Sentinetl-2 Images. International Journal of Remote Sensing, 39, 6893-6913. https://doi.org/10.1080/01431161.2018.1468105
He, Y., Guo, X., Wilmshurst, J. and Si, B.C. (2006) Studying Mixed Grassland Ecosystems II: Optimum Pixel Size. Canadian Journal of Remote Sensing, 32, 108-115. https://doi.org/10.5589/m06-018
Environment Canada (2017) Historical Data (Home > Environment and Natural Resources > Weather, Climate and Hazard > Past Weather and Climate). http://climate.weather.gc.ca/historical_data/search_historic_data_e.html
Barsi, J.A., Lee, K., Kvaran, G., Markham, B.L. and Pedelty, J.A. (2014) The Spectral Response of the Landsat-8 Operational Land Imager. Remote Sensing, 6, 10232-10251. https://doi.org/10.3390/rs61010232
Price, K., Guo, X. and Stiles, J. (2002) Optimal Landsat TM Band Combinations and Vegetation Indices for Discrimination of Six Grassland Types in Eastern Kansas. International Journal of Remote Sensing, 23, 5031-5042. https://doi.org/10.1080/01431160210121764
Parks Canada (2013) Grasslands National Park What’s New. Parks Canada Homepage. http://www.pc.gc.ca/eng/pn-np/sk/grasslands/ne.aspx
Pickett, S.T.A., Kolasa, J., Armesto, J.J. and Collins, S.L. (1989) The Ecological Concept of Disturbance and Its Expression at Various Hierarchical Levels. Oikos, 54, 129-136. https://doi.org/10.2307/3565258
Cain, M.L., Bowman, W.D. and Hacker, S.D. (2011) Alternative Stable States. In: Ecology, Second Edition, Sinauer Associates, Inc., Sunderland, 357-362.
Guo, X. (2002) Discrimination of Saskatchewan Prairie Ecoregions Using Multitemporal 10-Day Composite NDVI Data. Prairie Perspectives: Geographical Essays, 5, 176-188.
Guo, X., Wilmshurst, J., Mccanny, S., Fargey, P. and Richard, P. (2004) Measuring Spatial and Vertical Heterogeneity of Grasslands Using Remote Sensing Techniques. Journal of Environmental Informatics, 3, 24-32. https://doi.org/10.3808/jei.200400024
He, Y. (2008) Modeling Grassland Productivity through Remote Sensing Products. University of Saskatchewan, Saskatoon.
Blair, J.M. (1997) Fire, N Availability, and Plant Response in Grasslands: A Test of the Transient Maxima Hypothesis. Ecology, 78, 2359-2368. https://doi.org/10.1890/0012-9658(1997)078[2359:FNAAPR]2.0.CO;2
Johnson, L.C. and Matchett, J.R. (2001) Fire and Grazing Regulate Belowground Processes in Tallgrass Prairie. Ecology, 82, 3377-3389. https://doi.org/10.1890/0012-9658(2001)082[3377:FAGRBP]2.0.CO;2
Vermeire, L.T., Crowder, J.L. and Wester, D.B. (2011) Plant Community and Soil Environment Response to Summer Fire in the Northern Great Plains. Rangeland Ecology & Management, 64, 37-46. https://doi.org/10.2111/REM-D-10-00049.1
Jensen, J.R. (2005) Introductory Digital Image Processing: A Remote Sensing Perspective. 3rd Edition, Pearson Education, Inc., Upper Saddle River.
Fourty, T. (1997) Vegetation Water and Dry Matter Contents Estimated from Top-of-the-Atmosphere Reflectance Data: A Simulation Study. Remote Sensing of Environment, 61, 34-45. https://doi.org/10.1016/S0034-4257(96)00238-6
Key, C.H. and Benson, N.C. (2006) Remote Sensing Measure of Severity, the Normalized Burn Ratio. In: Lutes, D.C., Ed., FIREMON: Fire Effects Monitoring and Inventory System, Rocky Mountains Research Station, USDA Forest Service, Fort Collins, LA-26.
Schepers, L., Haest, B., Veraverbeke, S., Spanhove, T., Vanden Borre, J. and Goossens, R. (2014) Burned Area Detection and Burn Severity Assessment of a Heathland Fire in Belgium Using Airborne Imaging Spectroscopy (APEX). Remote Sensing, 6, 1803-1826. https://doi.org/10.3390/rs6031803
Chuvieco, E., Martín, M.P. and Palacios, A. (2002) Assessment of Different Spectral Indices in the Red-near-Infrared Spectral Domain for burned Land Discrimination. International Journal of Remote Sensing, 23, 5103-5110. https://doi.org/10.1080/01431160210153129
Peet, M., Anderson, R.C. and Adams, M.S. (1975) Effect of Fire on Big Bluestem Production. The American Midland Naturalist, 94, 15-26. https://doi.org/10.2307/2424534
Knapp, A.K. (1984) Post-Burn Differences in Solar Radiation, Leaf Temperature, and Water Stress Influencing Production in a Lowland Prairie. American Journal of Botany, 71, 220-227. https://doi.org/10.1002/j.1537-2197.1984.tb12507.x
Li, Z. and Guo, X. (2015) Remote Sensing of Terrestrial Non-Photosynthetic Vegetation Using Hyperspectral, Multispectral, SAR, and LiDAR Data. Progress in Physical Geography, 40, 276-304. https://doi.org/10.1177/0309133315582005
Gao, B.C. and Goetz, A.F.H. (1994) Extraction of Dry Leaf Spectral Features from Reflectance Spectra of Green Vegetation. Remote Sensing of Environment, 47, 369-374. https://doi.org/10.1016/0034-4257(94)90104-X
Asner, G.P. (1998) Biophysical and Biochemical Sources of Variability in Canopy Reflectance. Remote Sensing of Environment, 64, 234-253. https://doi.org/10.1016/S0034-4257(98)00014-5
Daughtry, C.S.T., Hunt, E.R. and McMurtrey, J.E. (2004) Assessing Crop Residue Cover Using Shortwave Infrared Reflectance. Remote Sensing of Environment, 90, 126-134. https://doi.org/10.1016/j.rse.2003.10.023
Cao, J.C., 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. https://doi.org/10.1080/01431160903475274