遥感技术与应用 2021, Vol. 36 Issue (2): 304-313 DOI: 10.11873/j.issn.1004-0323.2021.2.0304 |
CNN 专栏 |
|
|
|
|
基于多时序特征和卷积神经网络的农作物分类 |
屈炀1,2( ),袁占良1,赵文智2( ),陈学泓2,陈家阁3 |
1.河南理工大学测绘与国土信息工程学院,河南 焦作 454003 2.北京师范大学地理科学学部,北京 100875 3.国家基础地理信息中心,北京 100830 |
|
Crop Classification based on Multi-temporal Features and Convolutional Neural Network |
Yang Qu1,2( ),Zhanliang Yuan1,Wenzhi Zhao2( ),Xuehong Chen2,Jiage Chen3 |
1.School of Surveying and Land Information Engineering,Henan Polytechnic University,Jiaozuo 454003,China 2.Faculty of Geographical Science,Beijing Normal University,Beijing 100875,China 3.National Geomatics Center of China,Beijing 100830,China |
引用本文:
屈炀,袁占良,赵文智,陈学泓,陈家阁. 基于多时序特征和卷积神经网络的农作物分类[J]. 遥感技术与应用, 2021, 36(2): 304-313.
Yang Qu,Zhanliang Yuan,Wenzhi Zhao,Xuehong Chen,Jiage Chen. Crop Classification based on Multi-temporal Features and Convolutional Neural Network. Remote Sensing Technology and Application, 2021, 36(2): 304-313.
链接本文:
http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2021.2.0304
或
http://www.rsta.ac.cn/CN/Y2021/V36/I2/304
|
1 |
Liu Jiyuan ,Shao Quanqin ,Yan Xiaodong, et al. Geobiophysical Effects of Land Use Change on Climate Change[J]. Chinese Journal of Nature,2014,36(5):356-363.
|
1 |
刘纪远,邵全琴,延晓冬,等.土地利用变化影响气候变化的生物地球物理机制[J].自然杂志,2014,36(5):356-363.
|
2 |
Shi Zhou, Liang Zongzheng ,Yang Yuanyuan, et al. Status and Prospect of Agricultural Remote Sensing[J]. Transactions of the Chinese Society for Agricultural Machinery , 2015,46(2):247-260.
|
2 |
史舟,梁宗正,杨媛媛,等.农业遥感研究现状与展望[J].农业机械学报,2015,46(2):247-260.
|
3 |
Tian Guoliang. Present Situation, Problems and Suggestions of Remote Sensing Application in China[J]. Remote Sensing Information , 2003(2):2-5.田国良.我国遥感应用现状、问题与建议[J].遥感信息,2003(2):2-5.
|
4 |
Wang Wenjing, Zhang Xia, Zhao Yindi,et al. Cotton Extraction Method of Integrated Multi-features based on Multi-temporal Landsat 8 Images[J]. Journal of Remote Sensing, 2017,21(1): 115–124
|
4 |
王文静,张霞,赵银娣,等.综合多特征的Landsat 8时序遥感图像棉花分类方法[J].遥感学报,2017,21(1):115-124.
|
5 |
Zhang Rongqun, Wang Sheng'an, Gao Wanlin ,et al. Remote Sensing Classification Method of County-level Agricultural Crops Using Time-series NDVI[J]. Transactions of the Chinese Society for Agricultural Machinery , 2015,46(S1):246-252.
|
5 |
张荣群,王盛安,高万林,等.基于时序植被指数的县域作物遥感分类方法研究[J].农业机械学报,2015,46():246-252.
|
6 |
Gu Xianghui,Zhang Ying,Sang Huiyong,et al.Research on Crop Classification Method based on Sentinel-2 Time Series Combined Vegetation Index[J].Remote Sensing Technology and Application,2020,35(3):702- 711.
|
6 |
谷祥辉,张英,桑会勇,等.基于哨兵 2 时间序列组合植被指数的作物分类研究[J]. 遥感技术与应用,2020,35(3):702-711.
|
7 |
Xue Huazhu,Wang Changjing,Zhou Hongmin,et al.BP Neural Network based on Simulated Annealing Algorithm for High Resolution LAI Retrieval[J].Remote Sensing Technology and Application,2020,35(5):1057- 1069.
|
7 |
薛华柱,王昶景,周红敏,等. 基于模拟退火算法的 BP 神经网络模型估算高分辨率叶面积指数[J]. 遥感技术 与应用,2020,35(5):1057-1069.
|
8 |
Wang Yingjie, Liu Liangyun, Wang Zhihui. Land Covermapping based on Landsat Time-series Stacks in Sanjiang Plain [J], Remote Sensing Technology and Application , 2015,30(5):959-968.
|
8 |
王颖洁,刘良云,王志慧.基于时序Landsat数据的三江平原植被地表类型变化遥感探测研究[J].遥感技术与应用,2015,30(5):959-968.
|
9 |
Ma Li, Xu Xingang, Jia Jianhua, et al. Crop Classification Method Using Multi-temporal TM Images[J]. Transactions of the Chinese Society of Agricultural Engineering, 2008, 24(S2):191-195.
|
9 |
马丽,徐新刚,贾建华,等.利用多时相TM影像进行作物分类方法[J].农业工程学报,2008,24():191-195.
|
10 |
Liang S , Fang H. Leaf Area Index Models☆[J]. Encyclopedia of Ecology, 2008, 77(5):2139-2148.
|
11 |
Guo Yushan, Liu Qingsheng, Liu Gaohuan,et al. Extraction of Main Crops in Yellow River Delta based on MODIS NDVI Time Series[J] Journal of Natural Resources, 2017,32(10):1808-1818.
|
11 |
郭昱杉,刘庆生,刘高焕,等.基于MODIS时序NDVI主要农作物种植信息提取研究[J].自然资源学报,2017,32(10):1808-1818.
|
12 |
Li Xiaohui, Wang Hong, Li Xiaobing,et al. Study on Crops Remote Sensing Classification based on Multi-temporal Landsat 8 OLI Images[J], Remote Sensing Technology and Application , 2019,34(2):389-397.
|
12 |
李晓慧,王宏,李晓兵,等.基于多时相Landsat 8 OLI影像的农作物遥感分类研究[J].遥感技术与应用,2019,34(2):389-397.
|
13 |
Wu Jing, Yu’na Lü , Li Chunbin, et al. Fine Classification of County Crops based on Multi-temporal Images of Sentinel-2A[J], Transactions of the Chinese Society for Agricultural Machinery, 2019,50(9):194-200.
|
13 |
吴静,吕玉娜,李纯斌,李全红.基于多时相Sentinel-2A的县域农作物分类[J].农业机械学报,2019,50(9):194-200.
|
14 |
Su Tengfei, Liu Quanming, Su Xiuchuan, Crop Remote Sensing Classification based on Multi Vegetation iIdex Time Series and Machine Learning[J], Jiangsu Agricultural Sciences, 2017,45(16):219-224.
|
14 |
苏腾飞,刘全明,苏秀川.基于多种植被指数时间序列与机器学习的作物遥感分类研究[J].江苏农业科学,2017,45(16):219-224.
|
15 |
Zhao W , Du S. Spectral-spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54(8):4544-4554.
|
16 |
Li Yandong, Hao Zongbo, Lei Hang. Survey of Convolutional Neural Network[J]. Journal of Computer Applications, 2016,36(9):2508-2515,2565.
|
16 |
李彦冬,郝宗波,雷航.卷积神经网络研究综述[J].计算机应用,2016,36(9):2508-2515,2565.
|
17 |
Dong Yunya, Zhang Qian. A Survey of Depth Semantic Feature Extraction of High-Resolution Remote Sensing Images based on CNN[J]. Remote Sensing Technology and Application, 2019,34(1):1-11.
|
17 |
董蕴雅,张倩.基于CNN的高分遥感影像深度语义特征提取研究综述[J].遥感技术与应用,2019,34(1):1-11.
|
18 |
Zhou Zhuang, Li Shengyang, Zhang Kang, et al.Crop Mapping Using Remotely Sensed Spectral and Context Features based on CNN[J] Remote Sensing Technology and Application, 2019,34(4):694-703.
|
18 |
周壮,李盛阳,张康,等.基于CNN和农作物光谱纹理特征进行作物分布制图[J].遥感技术与应用,2019,34(4):694-703.
|
19 |
Ienco D , Gaetano R , Dupaquier C , et al. Land Cover Classification via Multitemporal Spatial Data by Deep Recurrent Neural Networks[J]. IEEE Geoscience and Remote Sensing Letters, 2017:14(10):1685-1689.
|
20 |
Ndikumana E, Ho Tong Minh D, Baghdadi N, et al. Deep Recurrent Neural Network for Agricultural Classification Using Multitemporal SAR Sentinel-1 for Camargue, France[J]. Remote Sensing, 2018, 10(8): 1217. .
|
21 |
Interdonato R, Ienco D, Gaetano R, et al. DuPLO: A DUal View Point Deep Learning Architecture for Time Series ClassificatiOn[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2019, 149:91-104.
|
22 |
Xie Yi, Zhang Yongqing, Xun Lan, et al. Crop Classification based on Multi-source Remote Sensing Data Fusion and LSTM Algorithm[J]. Transactions of the Chinese Society of Agricultural Engineering, 2019, 35(15): 129-137.
|
22 |
解毅,张永清,荀兰,等. 基于多源遥感数据融合和 LSTM 算法的作物分类研究[J]. 农业工程学报,2019,35(15):129-137.
|
23 |
Belgiu M, Csillik O. Sentinel-2 Cropland Mapping Using Pixel-based and Object-based Time-weighted Dynamic Time Warping Analysis[J]. Remote Sensing of Environment,2018,204:509-520.
|
24 |
Chu QingWei, Zhang HongQun, Wu Yewei, et al. Application Research of Landsat-8[J]. Remote Sensing Information, 2013,28(4):110-114.
|
24 |
初庆伟,张洪群,吴业炜,等. Landsat 8卫星数据应用探讨[J].遥感信息,2013,28(4):110-114.
|
25 |
Boryan C, Yang Z, Mueller R, et al. Monitoring US Agriculture: the US Department of Agriculture[J]. National Agricultural Statistics Service, Cropland Data Layer Program. Geocarto Int,2011, 26: 341-358.
|
26 |
Hao Jianting, Yang Wunian, Li Yuxia, et al. Atmospheric Correction of Multi-spectral Imagery ASTER[J]. Remote Sensing Information, 2008(1):78-81.郝建亭,杨武年,李玉霞,等.基于FLAASH的多光谱影像大气校正应用研究[J].遥感信息,2008(1):78-81.
|
27 |
Yan L, Roy D P. Automated Crop Field Extraction from Multi-temporal Web Enabled Landsat Data[J]. Remote Sensing of Environment,2014,144:42-64.
|
28 |
Rouse J, Haas R, Schell J, et al. Monitoring Vegetation Systems in the Great Plains with ERTS[R]. Third ERTS Symposium, NASA (1973): 309-317.
|
29 |
Wang Zhengxing, Liu Chuang , Chen Wenbo. Preliminary Comparison of MODIS-NDVI and MODIS-EVI in Eastern Asia [J]. Geomatics and Information Science of Wuhan University, 2006(5):407-410,427.王正兴,刘闯,陈文波,等.MODIS增强型植被指数EVI与NDVI初步比较[J].武汉大学学报(信息科学版),2006(5):407-410,427.
|
30 |
Chen Xueyang, Meng Jihua, Du Xin, et al. The Monitoring of the Winter Wheat Leaf Area Index based on HJ-1 CCD Dada[J]. Remote Sensing for Land & Resources, 2010(2):55-58,62.陈雪洋,蒙继华,杜鑫,等.基于环境星CCD数据的冬小麦叶面积指数遥感监测模型研究[J].国土资源遥感,2010(2):55-58,62.
|
31 |
Broge N H,Leblanc E.Comparing Prediction Power and Stabi-lity of Broadband and Hyperspectral Vegetation Indices for Estimation of Green Leaf Area Index and Canopy Chlorophyll Den-sity[J].Remote Sensing of Environment,2001,76(2):156-172.
|
32 |
Bian Jinhu,Li Ai'nong,Song Mengqiang,et al. Reconstruction of NDVI Time-series Datasets of MODIS based on Savitzky-Golay Filter[J]. Journal of Remote Sensing, 2010,14(4):725-741.
|
32 |
边金虎,李爱农,宋孟强,等.MODIS植被指数时间序列Savitzky-Golay滤波算法重构[J].遥感学报,2010,14(4):725-741.
|
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|