一种确定载荷识别吉洪诺夫正则化参数的新方法

Wei Gao, Kaiping Yu
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引用次数: 2

摘要

提出了一种基于二次规划理论确定正则化参数的新方法。给出了一个函数,其变量是对正则化参数的导数。基于函数值与正则化参数有很大关系的特性,利用二次规划理论确定最优参数。通过数值算例,对该方法进行了参数选择。结果表明,该方法能有效地克服由病态系统矩阵引起的不适定问题,并能获得精度高、稳定性好、抗噪性好的近似解。
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A new method for determining the Tikhonov regularization parameter of load identification
A new method based on quadratic programming theory is proposed to determine the regularization parameter. A function whose variable is the derivative with respect to the regularization parameter is formulated. Based on the property that the value of the function is very dependent on the regularization parameter, the optimal parameters can be determined by using quadratic programming theory. A numerical example is utilized to select the parameters through the method. It is concluded that the new method can effectively overcome the ill-posed problems from an ill-conditioned system matrix, and that it can obtain an approximate solution with higher accuracy, fine stability and effective noise resistance.
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