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Determination of biogeochemical parameters in eutrophication models with simultaneous dynamic optimization approaches

机译:同时动态优化方法确定富营养化模型中生物地球化学参数

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摘要

This work addresses a parameter estimation problem in an ecological water quality model through a simultaneous dynamic optimization approach. The model is based on first principles and has a large number of parameters, which must be estimated based on data collected in the water body under study. Gradients of state variables are considered along the water column, rendering a partial differential equation problem, which is transformed into a differential algebraic (DAE) one by spatial discretization in several water layers. Within a simultaneous approach, the DAE constrained optimization problem is transformed into a large-scale nonlinear programming problem, with a weighted least squares objective function. Main biogeochemical parameters have been obtained, which allow a close representation of the lake dynamics, as it is shown in the numerical results.
机译:这项工作通过同时动态优化方法解决了生态水质模型中的参数估计问题。该模型基于第一原理,并具有大量参数,必须根据在研究水体中收集的数据进行估算。沿水柱考虑状态变量的梯度,从而产生了一个偏微分方程问题,通过在几个水层中进行空间离散化将其转化为微分代数(DAE)。在同时方法中,将DAE约束优化问题转换为具有加权最小二乘目标函数的大规模非线性规划问题。已获得了主要的生物地球化学参数,如数值结果所示,该参数可以精确表示湖泊动态。

著录项

  • 来源
    《Computers & Chemical Engineering》 |2009年第10期|1760-1769|共10页
  • 作者单位

    Planta Piloto de Ingenieria Quimica (PLAPIQUI), Universidad National del Sur-CONICET, Camino La Carrindanga Km 7, Bahia Blanca 8000. Argentina;

    Instituto Argentina de Oceanografia (IAD0), Universidad National del Sur-CONICET, Camino La Carrindanga Km 7. Bahia Blanca 8000, Argentina;

    Planta Piloto de Ingenieria Quimica (PLAPIQUI), Universidad National del Sur-CONICET, Camino La Carrindanga Km 7, Bahia Blanca 8000. Argentina;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    parameter estimation; eutrophication model; phytoplankton; dynamic optimization;

    机译:参数估计;富营养化模型浮游植物动态优化;

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