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Journal of Hydroelectric Engineering ›› 2026, Vol. 45 ›› Issue (8): 50-59.doi: 10.11660/slfdxb.20260805

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An adjoint method for multi-parameter inversion in shallow lake water quality modeling

  

  • Online:2026-08-25 Published:2026-08-25

Abstract: In large shallow lakes, where hydrodynamic conditions are relatively weak, biochemical processes play a dominant role in water quality evolution. This makes key parameters-such as the degradation coefficient and internal source strength-significantly impact water quality simulation. However, these parameters are often difficult to estimate directly due to the high complexity of biochemical processes in a natural water body, thereby posing a key challenge to the improvement of simulation accuracy. This paper formulates a gradient analytical expression of objective function with respect to parameters, focusing on degradation coefficient and internal source strength, through deriving an adjoint system of the depth-averaged convection-diffusion equation based on the adjoint equation method. Then, by applying the Broyden-Fletcher-Goldfarb-Shanno (BFGS) optimization algorithm, we construct a collaborative inversion framework for water quality parameters, and implement it on the OpenFOAM numerical platform. This joint inversion method is applied in a case study of CODMn analysis for the Naisi Lake of the East Route of the South-to-North Water Diversion Project. It shows conceptually reasonable ranges of the optimized degradation coefficient k = 0.0185 d-1 and internal source strength S = 0.179 g·m-2·d-1, and achieves the model simulations with relative RMSE values less than 16.6%, a significant reduction compared to the initial parameter scheme. The application also demonstrates its stable high-efficiency convergence in optimization calculations. Thus, this method can effectively improve the identification accuracy of parameters in the shallow lake water quality models, a useful approach to parameter inversion under complicated water environmental conditions.

Key words: water environment simulation, degradation coefficient, internal source intensity, adjoint equation method, Nansi Lake

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