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Optimization of regularization parameter of inversion in particle sizing using light extinction method 被引量:22

Optimization of regularization parameter of inversion in particle sizing using light extinction method
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摘要 In particle sizing by light extinction method, the regularization parameter plays an important role in applying regularization to find the solution to ill-posed inverse problems. We combine the generalized cross-validation (GCV) and L-curve criteria with the Twomey-NNLS algorithm in parameter optimization. Numerical simulation and experimental validation show that the resistance of the newly developed algorithms to measurement errors can be improved leading to stable inversion results for unimodal particle size distribution. In particle sizing by light extinction method, the regularization parameter plays an important role in applying regularization to find the solution to ill-posed inverse problems. We combine the generalized cross-validation (GCV) and L-curve criteria with the Twomey-NNLS algorithm in parameter optimization. Numerical simulation and experimental validation show that the resistance of the newly developed algorithms to measurement errors can be improved leading to stable inversion results for unimodal particle size distribution.
出处 《China Particuology》 SCIE EI CAS CSCD 2007年第4期295-299,共5页
基金 The present work is supported by National Science Foundation of China (NSFC 50376041) the National High Technology Development 863 Program (2006AA03Z349) the ShuGuang project of Shanghai Educational Development Foundation (04SG49), which are gratefully acknowledged.
关键词 Particle size analysis Light extinction Inversion algorithm Regularization parameter Particle size analysis Light extinction Inversion algorithm Regularization parameter
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