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面向稳定场图像重建的有效场源及场源函数
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作者 王凌宇 叶学义 +2 位作者 曾懋胜 陈华华 应娜 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2024年第9期1328-1340,共13页
针对目前稳定场图像重建模型在处理图像边缘和复杂纹理区域依然会产生错误,以及面向实时处理的重建效率问题,提出有效场源选择和场源函数构造算法.首先将稳定场模型与图像纹理相结合,计算缺损像素点处的主纹理方向区间来确定有效场源;... 针对目前稳定场图像重建模型在处理图像边缘和复杂纹理区域依然会产生错误,以及面向实时处理的重建效率问题,提出有效场源选择和场源函数构造算法.首先将稳定场模型与图像纹理相结合,计算缺损像素点处的主纹理方向区间来确定有效场源;然后采用微分近似的方法,利用低阶泰勒展开式构造有效场源与缺损像素点之间的场源函数完成重建.与基于CDD模型的改进算法、基于Criminisi模型的改进算法,以及2种基于稳定场模型的重建算法进行实验的结果表明,所提算法的峰值信噪比平均提高1.5~2.6 dB;重建准确率平均提高3.5%~7.9%;在所选图像以及CelebA-HQ人脸数据集上的实验结果表明,该算法实现了对不同类型缺损图像高效且准确的重建. 展开更多
关键词 稳定场图像重建 有效场源 主纹理方向 场源函数 微分近似
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Microseismic source location using the Log-Cosh function and distant sensor-removed P-wave arrival data 被引量:4
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作者 PENG Kang GUO Hong-yang SHANG Xue-yi 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第2期712-725,共14页
Source location is the core foundation of microseismic monitoring.To date,commonly used location methods have usually been based on the ray-tracing travel-time technique,which generally adopts an L1 or L2 norm to esta... Source location is the core foundation of microseismic monitoring.To date,commonly used location methods have usually been based on the ray-tracing travel-time technique,which generally adopts an L1 or L2 norm to establish the location objective function.However,the L1 norm usually achieves low location accuracy,whereas the L2 norm is easily affected by large P-wave arrival-time picking errors.In addition,traditional location methods may be affected by the initial iteration point used to find a local optimum location.Furthermore,the P-wave arrival-time data that have travelled long distances are usually poor in quality.To address these problems,this paper presents a microseismic source location method using the Log-Cosh function and distant sensor-removed P-wave arrival data.Its basic principles are as follows:First,the source location objective function is established using the Log-Cosh function.This function has the stability of the L1 norm and location accuracy of the L2 norm.Then,multiple initial points are generated randomly in the mining area,and the established Log-Cosh location objective function is used to obtain multiple corresponding location results.The average value of the 50 location points with the largest data field potential values is treated as the initial location result.Next,the P-wave travel times from the initial location result to triggered sensors are calculated,and then the P-wave arrival data with travel times exceeding 0.2 s are removed.Finally,the aforementioned location steps are repeated with the denoised P-wave arrival dataset to obtain a high-precision location result.Two synthetic events and eight blasting events from the Yongshaba mine,China,were used to test the proposed method.Regardless of whether the P-wave arrival data with long travel times were eliminated,the location error of the proposed method was smaller than that of the L1/L2 norm and trigger-time-based location method(TT1/TT2 method).Furthermore,after eliminating the Pwave arrival data with long travel distances,the location accuracy of these three location methods increased,indicating that the proposed location method has good application prospects. 展开更多
关键词 seismic source location Log-Cosh function data field theory location stability
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