Integrating volunteered smartphone data with multispectral remote sensing to estimate forest fuels

作者: Colin J. Ferster , Nicholas C. Coops

DOI: 10.1080/17538947.2014.1002865

关键词: Red edgeImage resolutionInformation and Communications TechnologyCartographyMultispectral pattern recognitionRemote sensing (archaeology)GeographyCitizen scienceRemote sensingSpectral bandsDigital elevation model

摘要: Volunteered data sources are readily available due to advances in electronic communications technology. For example, smartphones provide tools collect ground-based observations over broad areas from a diverse set of collectors, including people with, and without, extensive training. In this study, volunteers used smartphone application observations. Forest structural components were then estimated broader area using high spatial resolution RapidEye remote sensing imagery (5 spectral bands 440–850 nm, 5 m resolution) digital elevation model following three nearest neighbor approach (K-NN). Participants with professional forestry experience on average chose high-priority fuel load locations near buildings, while nonprofessional participants range conditions larger extent. When together, the provided more complete assessment forest conditions. A generalized framework is p...

参考文章(53)
Rahul Sukthankar, Matthew Mullin, Complete Cross-Validation for Nearest Neighbor Classifiers international conference on machine learning. pp. 639- 646 ,(2000)
Jack D. Cohen, Preventing disaster: home ignitability in the wildland-urban interface. Journal of Forestry. ,vol. 98, pp. 15- 21 ,(2000) , 10.1093/JOF/98.3.15
Al Gore, The Digital Earth The Australian Surveyor. ,(2012) , 10.1080/00050326.1998.10441850
Seth H. Peterson, Janet Franklin, Dar A. Roberts, Jan W. van Wagtendonk, Mapping fuels in Yosemite National Park Canadian Journal of Forest Research. ,vol. 43, pp. 7- 17 ,(2013) , 10.1139/CJFR-2012-0213
Petteri Packalén, Hailemariam Temesgen, Matti Maltamo, Variable selection strategies for nearest neighbor imputation methods used in remote sensing based forest inventory Canadian Journal of Remote Sensing. ,vol. 38, pp. 557- 569 ,(2012) , 10.5589/M12-046
Colin J. Ferster, Nicholas C. Coops, Review: A review of earth observation using mobile personal communication devices Computers & Geosciences. ,vol. 51, pp. 339- 349 ,(2013) , 10.1016/J.CAGEO.2012.09.009
David Riaño, Emilio Chuvieco, Javier Salas, Alicia Palacios-Orueta, Aitor Bastarrika, Generation of fuel type maps from Landsat TM images and ancillary data in Mediterranean ecosystems Canadian Journal of Forest Research. ,vol. 32, pp. 1301- 1315 ,(2002) , 10.1139/X02-052
Mohamed Bakillah, Ren-Yu Li, Steve H.L. Liang, Geo-located community detection in Twitter with enhanced fast-greedy optimization of modularity: the case study of typhoon Haiyan International Journal of Geographical Information Science. ,vol. 29, pp. 258- 279 ,(2015) , 10.1080/13658816.2014.964247
Jamal Jokar Arsanjani, Marco Helbich, Mohamed Bakillah, Julian Hagenauer, Alexander Zipf, Toward mapping land-use patterns from volunteered geographic information International Journal of Geographical Information Science. ,vol. 27, pp. 2264- 2278 ,(2013) , 10.1080/13658816.2013.800871