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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jianqiang Ren Fushui Yu Jun Qin Zhongxin Chen Huajun Tang |
| Copyright Year | 2010 |
| Description | Author affiliation: Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing 100085, China (Jun Qin) || Key Laboratory of Resources Remote-Sensing & Digital Agriculture, Ministry of Agriculture, Beijing 100081, China (Jianqiang Ren; Fushui Yu; Zhongxin Chen; Huajun Tang) |
| Abstract | Assimilating external data into crop growth model to improve accuracy of crop growth monitoring and yield estimation has been being a research hotspot in recent years. In this paper, the global optimization algorithm SCE-UA (Shuffled Complex Evolution method - University of Arizona) was used to integrate remotely sensed leaf area index (LAI) with crop growth model EPIC to simulate regional yield, sowing date, plant density and net nitrogen fertilizer application rate of summer maize in Huanghuaihai Plain. The final results showed that average relative error of estimated summer maize yield was 4.37% and RMSE was 0.44t/ha. Meanwhile, compared with actual observation and investigation data, average relative error of simulated sowing date, plant density and net N fertilization application rate was 1.85%, −7.78% and −10.60% respectively. These above accuracy of simulated results could meet the need of crop monitoring at regional scale. It was proved that integrating remotely sensed LAI with EPIC model based on global optimization algorithm SCE-UA for simulation of crop growth condition and crop yield was feasible. |
| Starting Page | 2147 |
| Ending Page | 2150 |
| File Size | 1448168 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781424495658 |
| ISSN | 21537003 |
| e-ISBN | 9781424495665 |
| e-ISBN | 9781424495641 |
| DOI | 10.1109/IGARSS.2010.5654060 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-07-25 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Agriculture Remote sensing Data models Optimization Meteorology Soil Yield estimation LAI Crop growth model EPIC data assimilation remote sensing global optimization algorithm yield estimation |
| Content Type | Text |
| Resource Type | Article |
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