Application of Crop Model Data Assimilation With a Particle Filter for Estimating Regional Winter Wheat Yields

@article{Jiang2014ApplicationOC,
  title={Application of Crop Model Data Assimilation With a Particle Filter for Estimating Regional Winter Wheat Yields},
  author={Zhiwei Jiang and Zhongxin Chen and Jin Chen and Jia Liu and Jianqiang Ren and Zongnan Li and Liang Sun and He Li},
  journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
  year={2014},
  volume={7},
  pages={4422-4431}
}
To improve the performance of crop models for regional crop yield estimates, a particle filter (PF) was introduced to develop a data assimilation strategy using the Crop Environment Resource Synthesis (CERES)-Wheat model. Two experiments involving winter wheat yield estimations were conducted at a field plot and on a regional scale to test the feasibility of the PF-based data assimilation strategy and to analyze the effects of the PF parameters and spatiotemporal scales of assimilating… CONTINUE READING
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Assessing parameter, precipitation, and predictive uncertainty in a distributed hydrological model using sequential data assimilation with the particle filter

  • P. Salamon, L. Feyen
  • J. Hydrol., vol. 376, no. 3–4, pp. 428–442, Oct…
  • 2009
Highly Influential
4 Excerpts

A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking

  • S. Arulampalam, S. Maskell, N. J. Gordon, T. Clapp
  • IEEE Trans. Signal Process., vol. 50, no. 2, pp…
  • 2002
Highly Influential
5 Excerpts

Estimating near future regional corn yields by integrating multi-source observations into a crop growth model

  • J. Wang, X. Li, L. Lu, F. Fang
  • Eur. J. Agron., vol. 49, pp. 126–140, Aug. 2013.
  • 2013

From site-level to global simulation: Reconciling carbon, water and energy fluxes over different spatial scales using a process-based ecophysiological land-surface model

  • P. B. Alton
  • Agric. Forest Meteorol., vol. 176, pp. 111–124…
  • 2013
1 Excerpt

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