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Global Geology 2015, 18(4) 238- DOI:
ISSN: 1673-9736 CN: 22-1371/P |
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Full waveform inversion based on improved MLQN method |
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LU Xiaoman, FENG Xuan, LIU Cai, ZHOU Chao, WANG Baoshi, ZHANG Minghe and XU Cong |
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1. College of Geo- Exploration Science and Technology, Jilin University, Changchun 130026, China; 2. Baixian Company,Northeast Electric Power Design Institute Co.,Ltd. of China Power Engineering Consulting Group, Changchun 130021,China |
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Abstract:
Full waveform inversion (FWI) is a challenging data- fitting procedure between model wave field va- lue and theoretical wave field value. The essence of FWI is an optimization problem,and therefore, it is impor- tant to study optimization method. The study is based on conventional Memoryless quasi- Newton (MLQN) method. Because the Conjugate Gradient method has ultra linear convergence,the authors propose a method by using Fletcher- Reeves (FR) conjugate gradient information to improve the search direction of the conventional MLQN method. The improved MLQN method not only includes the gradient information and model information, but also contains conjugate gradient information. And it does not increase the amount of calculation during every iterative process. Numerical experiment shows that compared with conventional MLQN method,the improved MLQN method can guarantee the computational efficiency and improve the inversion precision. |
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Keywords:
MLQN method
FR conjugate gradient
frequency domain
full waveform inversion
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Received Revised Online: |
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