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A Markov Chain Monte Carlo technique for parameter estimation and inference in pesticide fate and transport modeling

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  • Boulange, Julien
  • Watanabe, Hirozumi
  • Akai, Shinpei

Abstract

A Bayesian method involving Markov Chain Monte Carlo (MCMC) technique was implemented into a pesticide fate and transport model to estimate the best input parameter ranges while considering uncertainties included in both the observed pesticide concentrations and in the model.

Suggested Citation

  • Boulange, Julien & Watanabe, Hirozumi & Akai, Shinpei, 2017. "A Markov Chain Monte Carlo technique for parameter estimation and inference in pesticide fate and transport modeling," Ecological Modelling, Elsevier, vol. 360(C), pages 270-278.
    • Handle: RePEc:eee:ecomod:v:360:y:2017:i:c:p:270-278
    DOI: 10.1016/j.ecolmodel.2017.07.011
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    References listed on IDEAS

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    1. Kanso, A. & Chebbo, G. & Tassin, B., 2006. "Application of MCMC–GSA model calibration method to urban runoff quality modeling," Reliability Engineering and System Safety, Elsevier, vol. 91(10), pages 1398-1405.
    2. Wang, Gangsheng & Chen, Shulin, 2013. "Evaluation of a soil greenhouse gas emission model based on Bayesian inference and MCMC: Model uncertainty," Ecological Modelling, Elsevier, vol. 253(C), pages 97-106.
    3. Dzotsi, K.A. & Basso, B. & Jones, J.W., 2015. "Parameter and uncertainty estimation for maize, peanut and cotton using the SALUS crop model," Agricultural Systems, Elsevier, vol. 135(C), pages 31-47.
    4. Ben D. MacArthur & Richard O. C. Oreffo, 2005. "Bridging the gap," Nature, Nature, vol. 433(7021), pages 19-19, January.
    5. El Adlouni, Salaheddine & Favre, Anne-Catherine & Bobee, Bernard, 2006. "Comparison of methodologies to assess the convergence of Markov chain Monte Carlo methods," Computational Statistics & Data Analysis, Elsevier, vol. 50(10), pages 2685-2701, June.
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    Cited by:

    1. Shen, Yunyi & Olson, Erik R. & Van Deelen, Timothy R., 2021. "Spatially explicit modeling of community occupancy using Markov Random Field models with imperfect observation: Mesocarnivores in Apostle Islands National Lakeshore," Ecological Modelling, Elsevier, vol. 459(C).

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