Mapping paddy rice using Sentinel-1 SAR time series in Camargue, France
作者： Hassan Bazzi , Nicolas Baghdadi , Mohammad El Hajj , Mehrez Zribi , Dinh Ho Tong Minh
DOI: 10.3390/RS11070887
关键词:
摘要: This study proposes an effective method to map rice crops using the Sentinel-1 SAR (Synthetic Aperture Radar) time series over Camargue region, Southern France. First, temporal behavior of backscattering coefficient 832 plots containing different crop types was analyzed. Through this analysis, cultivation identified metrics derived from Gaussian profile VV/VH (3 metrics), variance (one metric), and slope linear regression VH metric). Using metrics, were mapped through two approaches: decision tree Random Forest (RF). To validate accuracy each approach, classified compared available national data. Similar high overall obtained both approaches. The a simple reached 96.3%, whereas 96.6% RF classifier. therefore, provides yet precise powerful tool paddy areas.
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sci-hub.se 参考文章(32)
Maelle Aubert, Nicolas N. Baghdadi, Mehrez Zribi, Kenji Ose, Mahmoud El Hajj, Emmanuelle Vaudour, Enrique Gonzalez-Sosa, Toward an Operational Bare Soil Moisture Mapping Using TerraSAR-X Data Acquired Over Agricultural Areas IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 6, pp. 900- 916 ,(2013) , 10.1109/JSTARS.2012.2220124
Alexandre Bouvet, Thuy Le Toan, Use of ENVISAT/ASAR wide-swath data for timely rice fields mapping in the Mekong River Delta Remote Sensing of Environment. ,vol. 115, pp. 1090- 1101 ,(2011) , 10.1016/J.RSE.2010.12.014
Yun Shao, Xiangtao Fan, Hao Liu, Jianhua Xiao, S Ross, B Brisco, R Brown, G Staples, Rice monitoring and production estimation using multitemporal RADARSAT Remote Sensing of Environment. ,vol. 76, pp. 310- 325 ,(2001) , 10.1016/S0034-4257(00)00212-1
S. Delmotte, P. Tittonell, J.-C. Mouret, R. Hammond, S. Lopez-Ridaura, On farm assessment of rice yield variability and productivity gaps between organic and conventional cropping systems under Mediterranean climate European Journal of Agronomy. ,vol. 35, pp. 223- 236 ,(2011) , 10.1016/J.EJA.2011.06.006
Changsheng Li, William Salas, Berrien Moore, Xiangming Xiao, Stephen Boles, Jiyuan Liu, Dafang Zhuang, Steve Frolking, Mapping paddy rice agriculture in southern China using multi-temporal MODIS images Remote Sensing of Environment. ,vol. 95, pp. 480- 492 ,(2005) , 10.1016/J.RSE.2004.12.009
Andrew Nelson, Tri Setiyono, Arnel B Rala, Emma D Quicho, Jeny V Raviz, Prosperidad J Abonete, Aileen A Maunahan, Cornelia A Garcia, Hannah Zarah M Bhatti, Lorena S Villano, Pongmanee Thongbai, Francesco Holecz, Massimo Barbieri, Francesco Collivignarelli, Luca Gatti, Eduardo Jimmy P Quilang, Mary Rose O Mabalay, Pristine E Mabalot, Mabel I Barroga, Alfie P Bacong, Norlyn T Detoito, Glorie Belle Berja, Frenciso Varquez, Wahyunto, Dwi Kuntjoro, Sri Retno Murdiyati, Sellaperumal Pazhanivelan, Pandian Kannan, Petchimuthu Christy Nirmala Mary, Elangovan Subramanian, Preesan Rakwatin, Amornrat Intrman, Thana Setapayak, Sommai Lertna, Vo Quang Minh, Vo Quoc Tuan, Trinh Hoang Duong, Nguyen Huu Quyen, Duong Van Kham, Sarith Hin, Touch Veasna, Manoj Yadav, Chharom Chin, Nguyen Hong Ninh, None, Towards an Operational SAR-Based Rice Monitoring System in Asia: Examples from 13 Demonstration Sites across Asia in the RIICE Project Remote Sensing. ,vol. 6, pp. 10773- 10812 ,(2014) , 10.3390/RS61110773
Nguyen-Thanh Son, Chi-Farn Chen, Cheng-Ru Chen, Huynh-Ngoc Duc, Ly-Yu Chang, A Phenology-Based Classification of Time-Series MODIS Data for Rice Crop Monitoring in Mekong Delta, Vietnam Remote Sensing. ,vol. 6, pp. 135- 156 ,(2013) , 10.3390/RS6010135
S. Quegan, Jiong Jiong Yu, Filtering of multichannel SAR images IEEE Transactions on Geoscience and Remote Sensing. ,vol. 39, pp. 2373- 2379 ,(2001) , 10.1109/36.964973
Li-Fang Wang, Jin Au Kong, K. H. Ding, T. Le Toan, F. Ribbes, N. Floury, Electromagnetic Scattering Model for Rice Canopy Based on Monte Carlo Simulation Progress in Electromagnetics Research-pier. ,vol. 52, pp. 153- 171 ,(2005) , 10.2528/PIER04080601
Yuan Zhang, Cuizhen Wang, Jiaping Wu, Jiaguo Qi, William A. Salas, Mapping paddy rice with multitemporal ALOS/PALSAR imagery in southeast China International Journal of Remote Sensing. ,vol. 30, pp. 6301- 6315 ,(2009) , 10.1080/01431160902842391