Winter wheat yield estimation model based on information diffusion and remote sensing data at major growth stages

Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering

Volumn 27, Issue 2, 2011, Pages 187-193

  Zhu, Zaichun ^a   Chen, Lianqun ^a   Zhang, Jinshui ^a   Pan, Yaozhong ^a   Zhu, Wenquan ^a  

^a BEIJING NORMAL UNIVERSITY   (China)

Author keywords

Crop; Information diffusion; Model; Remote sensing; Winter wheat yield estimation

Indexed keywords

ACCURACY MODEL; BP NEURAL NETWORK MODEL; CROP YIELD; CROSS VALIDATION; DETERMINATION COEFFICIENTS; FOOD SECURITY; FORECASTING ABILITY; GENERALIZATION ABILITY; GROUND SURVEYS; GROWTH STAGES; INFORMATION DIFFUSION; MULTI-DIMENSIONAL CONTROL; MULTI-TEMPORAL REMOTE SENSING; MULTIPLE LINEAR REGRESSION MODELS; NATIONAL FOODS; NON-LINEAR RELATIONSHIPS; REMOTE SENSING DATA; ROOT MEAN SQUARED ERRORS; SYNTHETIC METHODS; WINTER WHEAT; WINTER WHEAT YIELD ESTIMATION; YIELD ESTIMATION; YIELD PREDICTION;

CROPS; DECISION MAKING; DIFFUSION; FOOD SUPPLY; LINEAR REGRESSION; NEURAL NETWORKS; REMOTE SENSING; SPACE OPTICS; SURVEYS;

ESTIMATION;

EID: 79955068331     PISSN: 10026819     EISSN: None     Source Type: Journal    
DOI: 10.3969/j.issn.1002-6819.2011.02.031     Document Type: Article

References (19)

1. Zhao Gengxing, Yu Songlie. Advance of winter wheat yield estimation by remote sensing[J]. Journal of Shandong Agricultural University: Natural Science, 2001, 32(1): 107-111. (in Chinese with English abstract)
2. Singh R, Semmwal D P, Rai A, et al. Small area estimation of crop yield using remote sensing satellite data[J]. International Journal of Remote Sensing, 2002, 23(1): 49-56.
3. Rankja N J, Upadhyay S M, Pandya H R, et al. Estimation of cotton yield based on weather parameters of Banaskantha district in Gujarat state[J]. Journal of Agrometeorology, 2010, 12(1): 47-52.
4. Wang Peijuan, Xie Donghui, Zhang Jiahua, et al. Application of BEPS model in estimating winter wheat yield in North China Plain[J]. Transactions of the CSAE, 2009, 25(10): 148-153. (in Chinese with English abstract).
5. Groten S M E. NDVI-crop monitoring and early yield assessment of Burkina Faso[J]. International Journal of Remote Sensing, 1993, 14(8): 1495-1515.
6. Li Zhe, Zhang Juntao. Application of the combination of genetic algorithm and artificial neural network on crop yield estimation in Jilin Province[J]. Acta Ecological Sinica, 2001, 21(5): 716-720. (in Chinese with English abstract)
7. M Kaul, RL Hill, C Walthall. Artificial neural networks for corn and soybean yield prediction[J]. Agricultural Systems, 2005, 85(1): 1-18.
8. Uno Y, Prasher S O, Lacroix R, et al. Artificial neural networks to predict corn yield from Compact Airborne Spectrographic Imager data[J]. Computer And Electronics In Agriculture, 2005, 47(2): 149-161.
9. Ji B, Sun Y, Yang S, et al. Artificial neural networks for rice yield prediction in mountainous regions[J]. Journal of Agricultural Science, 2007, 145(1): 249-261.
10. Li Rui, Li Cunjun, Xu Xingang, et al. Winter wheat yield estimation based on suport vector machine regression and multi-temporal remote sensing data[J]. Transactions of the CSAE, 2009, 25(7): 114-117. (in Chinese with English abstract)
11. 1994.
12. Feng L H, Chongfu Huang. A risk assessment model of water shortage based on information diffusion technology and its application in analyzing carrying capacity of water resources[J]. Water Resources Management, 2008, 22(5): 621-633.
13. Xingpeng Liu, Jiquan Zhang, Weiying Cai, et al. Information diffusion-based spatio-temporal risk analysis of grassland fire disaster in northern China[J]. Knowledge-Based Systems, 2008, 23(1): 53-60.
14. Huang Chongfu. Information matrix method for risk analysis of natural disaster[J]. Journal of Natural Disasters, 2006, 15(1): 1-10. (in Chinese with English abstract)
15. Wang Jiading, Huang Chongfu. Information diffusion method relevant in fuzzy information processing and its application[J]. Journal of Northwest University, 1992, 22(4): 383-392. (in Chinese with English abstract)
16. 2003.
17. Xu Xingang, Wang Jihua, Huang Wenjiang, et al. Estimation of crop yield based on weight optimization combination and multi-temporal remote sensing data[J]. Transactions of the CSAE, 2009, 25(9): 137-142. (in Chinese with English abstract)
18. Jianqiang Ren, Zhongxin Chen, Qingbo Zhou, et al. Regional yield estimation for winter wheat with MODIS-NDVI data in Shandong, China[J]. International Journal of Applied Earth Observation and Geoinformation, 2008, 10(4): 403-413.
19. Kastens Jude H, Kastens Terry L, Kastens Dietrich L A, et al. Image masking for crop yield forecasting using AVHRR NDVI time series imagery[J]. Remote Sensing of Environment, 2005, 99(3): 341-356.