根据小河流溶解污染物浓度空间分布数据计算溶解污染物的总流量

Valery Filimonov, Olga Lovtskaya, Alexander Zinoviev
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摘要

本文以积分形式提出了静止平流-扩散方程的一般解法,用于建立汇水区地块上污染物浓度与总质量流量之间的关系。所得方程用于解决根据任意测试函数估算污染物质量流量的逆问题。总质量流量对坐标的未知依赖关系用多项式表示。多项式系数用最小二乘法确定。研究发现,增加多项式的阶数可确保在整个研究区间内收敛到精确解。这种表示法能高精度地描述测试函数。在考虑随机浓度分布时,发现多项式度数的增加反而会导致偏离精确解。使用 Lasso 正则化方法消除了这些问题,该方法为逆问题提供了稳定的解决方案,与测试函数的偏差很小。
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CALCULATION OF DISSOLVED POLLUTANTS MASS FLOW ACCORDING TO THE DATA OF THEIR CONCENTRATION SPATIAL DISTRIBUTION IN THE SITES OF SMALL PLAINT RIVERS
The paper presents the general solution of the stationary advection-diffusion equa- tion in the integral form for establishing the relationship between the concentration and the total mass flow rate of the pollutant on the plot of the catchment area. The resulting equation was used to solve the inverse problem of estimating the pollutant mass flow rate based on the arbitrary test functions. The unknown dependence of the total mass flow rate on the coordi- nate was represented as a polynomial. The coefficients of polynomials were determined by the least squares method. It was found that the increase in the degree of the polynomial ensures convergence to the exact solution over the entire interval under study. Such a representation describes test functions with high accuracy. When considering randomized concentration dis- tributions, it was established that an increase in the degree of the polynomial leads, on the contrary, to a deviation from the exact solution. These problems were eliminated with the use of the Lasso regularization method, which provides stable solutions to the inverse problem with a minor deviation from the test functions.
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