Abstract
A massive ice storm hit northeastern North America in 1998, dropping more than 100 mm of freezing rain at its epicenter in southern Quebec, Canada. There has been extensive study of which trees and areas received the most damage, but the biodiversity consequences of this damage at landscape scales have not received much attention. We assessed the effectiveness of seven remotely sensed vegetation indices—Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index, Difference Vegetation Index, Renormalized Difference Vegetation Index, Atmospherically Resistant Vegetation Index, Green Normalized Difference Vegetation Index and Visible Atmospheric Resistant Index—for modeling the coarse woody debris (CWD) influx in an old growth forest reserve at the storm’s epicenter; NDVI was the best predictor of CWD influx. We categorized the geospatial CWD predictions from the NDVI-derived model to map the spatial distribution of sun-exposed, moist-shaded, dry-shaded and wet CWD microhabitats on the forest floor. Moist-shaded, dry-shaded and wet patches of CWD were large and well connected, but sun-exposed patches were small and sparse. Since these microhabitats affect the distribution and abundance of saproxylic insects, wood-rotting fungi, salamanders, birds, small burrowing mammals and plant species dependent on nurse-logs for establishment, the CWD influx from the 1998 ice storm may have revitalized local populations of these taxa through increased habitat availability as well as increased dispersal within the reserve.
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References
Arii K (2004) Ecology of American beech and sugar maple in an old-growth forest. Department of Biology, McGill University, Canada
Arii K, Lechowicz MJ (2007) Changes in understory light regime in a beech-maple forest after a severe ice storm. Can J For Res 37:1770–1776
Bannari A, Morin D, Bonn F, Huete AR (1995) A review of vegetation indices. Remote Sens Rev 13:95–120
Beaudet M, Brisson J, Messier C, Gravel D (2007) Effect of a major ice storm on understory light conditions in an old-growth Acer-Fagus forest: pattern of recovery over seven years. For Ecol Manag 242:553–557
Birky AK (2001) NDVI and a simple model of deciduous forest seasonal dynamics. Ecol Model 143:43–58
Boerner REJ, Runge SD, Cho D-S, Kooser JG (1988) Localized ice storm damage in an Appalachian Plateau watershed. Am Midl Nat 119:199–208
Bouget C (2005) Short-term effect of windstorm disturbance on saproxylic beetles in broadleaved temperate forests: part II. Effects of gap size and gap isolation. For Ecol Manag 216:15–27
Bouget C, Duelli P (2004) The effects of windthrow on forest insect communities: a literature review. Biol Conserv 118:281–299
Bowman J, Jaeger JAG, Fahrig L (2002) Dispersal distance of mammals is proportional to home range size. Ecology 83:2049–2055
Braccia A, Batzer DP (2001) Invertebrates associated with woody debris in a southeastern U.S. forested floodplain wetland. Wetlands 21:18–31
Bragg DC, Shelton MG, Zeide B (2003) Impacts and management implications of ice storms on forests in the southern United States. For Ecol Manag 186:99–123
Brommit AG, Charbonneau N, Contreras TA, Fahrig L (2004) Crown loss and subsequent branch sprouting of forest trees in response to a major ice storm. J Torrey Bot Soc 131:169–176
Burke D, Goulet H (1998) Landscape and area effects on beetle assemblages in Ontario. Ecography 21:472–479
Chandler G, Markham B (2003) Revised Landsat-5 TM radiometric calibration procedures and postcalibration dynamic ranges. IEEE Trans Geosci Remote Sens 41:2674–2677
Clark JS, Beckage B, Camill P, Cleveland B, HilleRisLambers J, Lichter J, McLachlan J, Mohan J, Wyckoff P (1999) Interpreting recruitment limitation in forests. Am J Bot 86:1–16
Cranston PS, McKie B (2006) Aquatic wood—an insect perspective. In: Grove S, Hanula JL (eds) Proceedings of a symposium for the 22nd international congress of entomology. United States Department of Agriculture, Brisbane
Darwin AT, Ladd D, Galdins R, Contreras TA, Fahrig L (2004) Response of forest understory vegetation to a major ice storm. J Torrey Bot Soc 131:45–52
den Boer PJ (1970) On the significance of dispersal power for populations of Carabid-beetles (Coleoptera, Carabidae). Oecologia 4:1–28
DeSteven DD, Kline J, Matthiae PE (1991) Long-term changes in a Wisconsin Fagus-Acer forest in relation to glaze storm disturbance. J Veg Sci 2:201–208
Dugay SM, Arii K, Hooper M, Lechowicz MJ (2001) Ice storm damage and early recovery in an old-growth forest. Environ Monit Assess 67:97–108
Enrong Y, Xihua W, Jianjun H (2006) Concept and classification of coarse woody debris in forest ecosystems. Front Biol China 1:76–84
Faccio SD (2003) Effects of ice storm-created gaps on forest breeding bird communities in central Vermont. For Ecol Manag 186:133–145
Fassnacht KS, Gower ST, MacKenzie MD, Nordheim EK, Lillesand TM (1997) Estimating the leaf area index of north central Wisconsin forests using the Landsat Thematic Mapper. Remote Sens Environ 61:229–245
Gitelson AA, Kaufman YJ, Stark R, Rundquist D (2002) Novel algorithms for remote estimation of vegetation fraction. Remote Sens Environ 80:76–87
Gitelson AA, Merzlyak MN (1998) Remote sensing of chlorophyll concentration in higher plant leaves. Adv Space Res 22:689–692
Government of Canada (2000) Canadian Digital Elevation Data. Natural Resources Canada, Centre for Topographic Information, Sherbrooke, Quebec
Greenwood PJ, Harvey PH (1982) The natal and breeding dispersal of birds. Annu Rev Ecol Syst 13:1–21
Hajj ME, Agnès D, Lafrance B, Hagolle O, Dedieu G, Rumeau M (2008) Relative radiometric normalization and atmospheric correction of a SPOT 5 time series. Sensors 8:2774–2791
Harmon ME, Franklin FE, Swanson FJ, Sollins P, Gregory SV, Lattin JD, Anderson NH, Cline SP, Aumen NG, Sedell JR, Lienkaemper GW, Cromack K, Cummins KW (1986) Ecology of coarse woody debris in temperate ecosystems. In: Advances in ecological research. Academic, Orlando, pp 168–188
Hooper MC, Arii K, Lechowicz MJ (2001) Impact of a major ice storm on an old-growth hardwood forest. Can J Bot 79:70–75
Huete A, Didan K, Miura T, Rodriguez EP, Gao X, Ferreira LG (2002) Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sens Environ 83:195–213
Irland LC (1998) Ice storm 1998 and the forests of the northeast: a preliminary assessment. J For 96:32–40
Irland LC (2000) Ice storms and forest impacts. Sci Total Environ 262:231–242
Jonsell M, Weslien J, Ehnstrom B (1998) Substrate requirements of red-listed saproxylic invertebrates in Sweden. Biodivers Conserv 7:749–764
Kaila L, Martikainen P, Punttila P (1997) Dead trees left in clear-cuts benefit saproxylic Coleoptera adapted to natural disturbances in boreal forest. Biodivers Conserv 6:1–18
Kaila L, Martikainen P, Punttila P, Yakovlev E (1994) Saproxylic beetles (Coleoptera) on dead birch trunks decayed by different polypore species. Ann Zool Fenn 31:97–107
Kaufman YJ, Tanre D (1992) Atmospherically resistant vegetation index (ARVI) for EOS-MODIS. IEEE Trans Geosci Remote Sens 30:261–270
Keisker DG (2000) Types of wildlife trees and coarse woody debris required by wildlife of north-central British Columbia. Research Branch of the Ministry of Forestry, Victoria, British Columbia
King DJ, Olthof I, Pellikka PKE, Seed ED, Butson C (2005) Modelling and mapping damage to forests from an ice storm using remote sensing and environmental data. Nat Hazard 35:321–342
Liu HQ, Huete A (1995) A feedback based modification of the NDVI to minimize canopy background and atmospheric noise. IEEE Trans Geosci Remote Sens 33:457–465
Liu Z-Y, Huang J-F, Wu X-H, Dong Y-P (2007) Comparison of vegetation indices and red-edge parameters for estimating grassland cover from canopy reflectance data. J Integr Plant Biol 49:299–306
McGarigal K, Cushman SA, Neel MC, Ene E (2002) FRAGSTATS: spatial pattern analysis program for categorical maps. University of Massachusetts, Amherst
McMillan BR, Kaufman DW (1995) Travel path characteristics for free-living white-footed mice (Peromyscus leucopus). Can J Zool 73:1474–1478
McNab WH, Roof T (2006) Evaluation of Ikonos satellite imagery for detecting ice storm damage to oak forests in eastern Kentucky. In: Prisley S, Bettinger P, Hunh I-K, Kushla J (eds) Proceedings of the 5th southern forestry and natural resources GIS conference, Asheville, NS. Warren School of Forestry and Natural Resources, University of Georgia, Athens
Millward AA, Kraft CE (2004) Physical influences of landscape on a large-extent ecological disturbance: the northeastern North American ice storm of 1998. Landsc Ecol 19:99–111
Milton J, Bourque A (1999) A climatological account of the January 1998 ice storm in Quebec. Atmospheric Sciences and Climate Monitoring Division, Environment Canada, Ville Saint-Laurent, Quebec
Muller RN (2003) Landscape patterns of change in coarse woody debris accumulation in an old-growth deciduous forest on the Cumberland Plateau, southeastern Kentucky. Can J For Res 33:763–769
National Climate Data and Information Archive (2008) Canadian climate normals or averages 1961–1990 (Rougemont, Quebec). E Canada (ed), Fredericton, NB
Newton AC (2007) Forest ecology. Oxford University Press, Oxford
Ødegaard F (2006) Host specificity, alpha- and beta-diversity of phytophagous beetlesin two tropical forests in Panama. Biodivers Conserv 15:83–105
Olthof I, King DJ, Lautenschlager RA (2004) Mapping deciduous forest ice storm damage using Landsat and environmental data. Remote Sens Environ 89:484–496
Paradis E, Baillie SR, Sutherland WJ, Gregory RD (1998) Patterns of natal and breeding dispersal in birds. J Anim Ecol 67:518–536
Payero JO, Neale CMU, Wright JL (2004) Comparison of eleven vegetation indices for estimating plant height of alfalfa and grass. Appl Eng Agric 20:385–393
Pettorelli N, Vik JO, Mysterud A, Gaillard J-M, Tucker CJ, Stenseth NC (2005) Using the satellite-derived NDVI to assess ecological responses to environmental change. Trends Ecol Evol 20:503–510
Popescu SC, Wynne RH, Nelson RF (2002) Estimating plot-level tree heights with lidar: local filtering with a canopy-height based variable window size. Comput Electron Agric 37:71–95
Proulx OJ, Greene DF (2001) The relationship between ice thickness and northern hardwood tree damage during ice storms. Can J For Res 31:1758–1767
Rainus T (2006) Measuring the dispersal of saproxylic insects: a key characteristic for their conservation. Popul Ecol 48:177–188
Rhoads AG, Hamburg SP, Fahey TJ, Siccama TG, Hane EN, Battles J, Cogbill C, Randall J, Wilson G (2002) Effects of an intense ice storm on the structure of a northern hardwood forest. Can J For Res 32:1763–1775
Richardson AJ, Everitt JH (1992) Using spectral vegetation indices to estimate rangeland productivity. Geocarto Int 7:63–69
Richmond LS, Trombulak SC (2009) Distribution of Red-backed Salamander (Plethodon cinereus) with respect to cover-object characteristics in the Green Mountains of Vermont. Northeast Nat 16:13–26
Rotheray GE, Stuke J-H (1998) Third stage larvae of four species of saproxylic Syrphidae (Diptera), with a key to the larvae of British Criorhina species. Entomol Gaz 49:209–217
Roujean JL, Breon FM (1995) Estimating PAR absorbed by vegetation from bidirectional reflectance measurements. Remote Sens Environ 51(3):375–384
Rouse JW (1973) Monitoring the vernal advancement and retrogradation of natural vegetation. In: NASA/GSFCT type II report, Greenbelt
Rouse JW, Haas RW, Schell JA, Deering DW, Harlan JC (1974) Monitoring the vernal advancement and retrogradation (Greenwave effect) of natural vegetation. In: NASA/GSFCT Type III final report, Greenbelt
Schiegg K (2000a) Are there saproxylic beetle species characteristic of high dead wood connectivity? Ecography 23:579–587
Schiegg K (2000b) Effects of dead wood volume and connectivity on saproxylic insect species diversity. Ecoscience 7:290–298
St-Onge BA, Achaichia N (2001) Measuring forest canopy height using a combination of LIDAR and aerial photography data. Int Arch Photogramm Remote Sens 34:131–137
Stueve KM, Lafon CW, Isaacs RE (2007) Spatial patterns of ice storm disturbance on a forested landscape in the Appalachian Mountains, Virginia. Area 39:20–30
Takahashi K, Arii K, Lechowicz MJ (2007) Quantitative and qualitative effects of a severe ice storm on an old-growth beech-maple forest. Can J For Res 37:598–606
The Canadian Forest Service (2008) Canada’s national forest inventory ground sampling guidelines. Natural Resources Canada, Ottawa, Ontario
Torgersen TR, Bull EL (1995) Down logs as habitat for forest-dwelling ants—the primary prey of Pileated Woodpeckers in northeastern Oregon. Northwest Sci 69:294–303
USGS (2007) EarthExplorer. In: E. R. O. S. E. Center (ed) US Department of the Interior and the U.S. Geological Survey, Sioux Falls
Vanderwel MC, Malcolm JR, Smith SM (2006) An integrated model for snag and downed woody debris decay class transitions. For Ecol Manag 234:48–59
Vandyke O (1999) A literature review of ice storm impacts on forests in Eastern North America. SCSS Technical Report #112. In: L. Consulting (ed) Ontario Ministry of Natural Resources, Southcentral Sciences Section, North Bay, Ontario, pp 1–29
Weeks BC, Hamburg SP, Vadeboncoeur MA (2009) Ice storm effects on the canopy structure of a northern hardwood forest after 8 years. Can J For Res 39:1475–1483
Wolter PT, Mladenhoff DJ, Host GE, Crow TR (1995) Improved forest classification in the Northern Lake States using multi-temporal Landsat imagery. Photogramm Eng Remote Sens 61:1129
Yee M, Grove S, Richardson A, Mohammed C (2004) Brown rot in inner heartwood: why large logs support characteristic saproxylic beetle assemblages of conservation concern. In: Grove S, Hanula JL (eds) Proceedings of a symposium for the 22nd international congress of entomology. United States Department of Agriculture, Brisbane, pp 42–56
Zhan ZM, Qin QM, Abduwasit G, Wang DD (2007) NIR-red spectral space based new method for soil moisture monitoring. Sci China Ser B Chem 50:283
Zielonka T (2006) Quantity and decay stages of coarse woody debris in old-growth subalpine spruce forests of the western Carpathians, Poland. Can J For Res 36:2614–2622
Acknowledgments
We are very grateful to Mike C. Hooper and Ken Arii who conducted the bulk of the data collection and conducted many of the initial Mont St. Hilaire 1998 ice storm studies. We would like to thank Tim Work, Margaret Kalacska, Richard Feldman, Julie Messier and Sergio Estrada for their helpful reviews and suggestions. Michael VonButtlar and Ryan MacKenzie helped with the 2008 deadwood collection data and Lea Herzig helped with the LIDAR data compilation and computations. This research was made possible by funds provided by the Natural Sciences and Engineering Research Council of Canada; P.W. would also like to thank Richard Tomlinson, T-PULSE and Brian Alters for generously providing supplementary funding opportunities.
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White, P.J.T., McGill, B.J. & Lechowicz, M.J. Detecting changes in forest floor habitat after canopy disturbance. Ecol Res 27, 397–406 (2012). https://doi.org/10.1007/s11284-011-0911-7
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DOI: https://doi.org/10.1007/s11284-011-0911-7