The Use of High-Resolution Satellite Imagery to Determine the Status of a Large-Scale Outbreak of Southern Pine Beetle
-
Published:2024-02-03
Issue:3
Volume:16
Page:582
-
ISSN:2072-4292
-
Container-title:Remote Sensing
-
language:en
-
Short-container-title:Remote Sensing
Author:
Crosby Michael K.1, McConnell T. Eric2, Holderieath Jason J.3, Meeker James R.4, Steiner Chris A.4, Strom Brian L.4, Johnson Crawford (Wood)4
Affiliation:
1. School of Agricultural Sciences and Forestry, Louisiana Tech University, Ruston, LA 71272, USA 2. Department of Forestry, Mississippi State University, Starkville, MS 39762, USA 3. School of Agricultural Sciences, Northwest Missouri State University, Maryville, MO 64468, USA 4. Forest Health Protection, United States Forest Service, Pineville, LA 71360, USA
Abstract
Timely detection of insect infestation (or other disturbance) in a forest is vital for an adequate response plan to be developed. To determine the status of an active infestation of southern pine beetle (Dendroctonus frontalis) in the Bienville National Forest, WorldView-2 imagery was utilized. Principal components analysis (PCA) was performed and correlated with spectral reflectance bands to assess differences between the classification of spectral reflectance bands and principal components. Unsupervised classification of combinations of principal components (e.g., combining principal components 1 and 2, principal component 1 alone, and principal component 2 alone) was performed and compared with combinations of principal component correlations with spectral reflectance bands (e.g., all bands, bands 1–5, bands 6–8, and bands 2, 4, and 5). Combining principal components 1 and 2 was more accurate than other methods, closely followed by spectral bands 1–5. Employing PCA will aid resource managers in quickly detecting areas of active insect infestation and allow them to deploy adequate response measures to prevent or mitigate continued outbreaks.
Funder
U.S. Forest Service, Forest Health Protection Office in Pineville, LA
Reference34 articles.
1. Hanson, C., Yonavjak, L., Clarke, C., Minnemeyer, S., Boisrobert, L., Leach, A., and Schleeweis, K. (2010). Southern Forests for the Future, World Resources Institute. Available online: https://www.wri.org/research/southern-forests-future. 2. Oswalt, S.N., Smith, W.B., Miles, P.D., and Pugh, S.A. (2019). Forest Resources of the United States, 2017: A Technical Document Supporting the Forest Service 2020 RPA Assessment, Gen. Tech. Rep. WO-97. 3. Winn, M.F., Gray, J.A., Cooper, J.A., and Bentley, J.W. (2022). Southern Pulpwood Production, 2020. Resource Bulletin SRS–234. 4. Coulson, R.N., and Klepzig, K.D. (2023, December 14). Economic Impacts of the Southern Pine Beetle, Available online: https://www.srs.fs.usda.gov/pubs/gtr/gtr_srs140/gtr_srs140_213.pdf. 5. Southern Pine Beetle infestation in relation to forest stand conditions, previous thinning, and prescribed burning: Evaluation of the Southern Pine Beetle Prevention Program;Nowak;J. For.,2015
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
|
|