| 页岩微米孔隙结构重构的非光滑正则化及快速梯度优化算法 |
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| 引用本文： | 王彦飞,樊树芳,A S Leonov,D V Lukyanenko,A G Yagola,汪丽华,王羽,王建强.页岩微米孔隙结构重构的非光滑正则化及快速梯度优化算法[J].地球物理学报,2020,63(5):2036-2042. |
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| 作者姓名： | 王彦飞 樊树芳 A S Leonov D V Lukyanenko A G Yagola 汪丽华 王羽 王建强 |
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| 作者单位： | 1. 中国科学院地质与地球物理研究所, 中国科学院油气资源研究重点实验室, 北京 100029;2. 中国科学院大学, 北京 100049;3. 聊城大学数学科学学院, 山东聊城 252059;4. National Research Nuclear University MEPhI, Kashirskoe sh. 31, Moscow 115409, Russia;5. Department of Mathematics, Faculty of Physics, Moscow Lomonosov State University, Vorobyevy Gory, Moscow 119991, Russia;6. 中国科学院上海应用物理研究所, 上海 201204 |
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| 基金项目： | 国家自然科学基金项目（91630202，RFBR-NSFC grant 19-51-53005，NSFC-RFBR 11911530084）资助. |
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| 摘 要： | 页岩微观结构认识是页岩气勘探开发的基础.传统的探测手段是基于表面的有损观测方法.本文应用上海光源同步辐射技术对页岩结构进行无损探测获取投影数据,该技术可以避免X射线硬化.我们利用X射线计算机断层成像技术进行图像恢复,提出了L1模+TV(全变差)非光滑正则化方法抑制噪声影响,提高图像对比度.实验证明,该方法是准确重建页岩微观结构的有效方法.
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| 关 键 词： | 同步辐射 X射线计算机层析成像 非光滑正则化 稀疏解 |
| 收稿时间： | 2018-12-13 |
Non-smooth regularization and fast gradient algorithm for micropore structure reconstruction of shale |
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| WANG YanFei,FAN ShuFang,A S Leonov,D V Lukyanenko,A G Yagola,WANG LiHua,WANG Yu,WANG JianQiang.Non-smooth regularization and fast gradient algorithm for micropore structure reconstruction of shale[J].Chinese Journal of Geophysics,2020,63(5):2036-2042. |
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| Authors: | WANG YanFei FAN ShuFang A S Leonov D V Lukyanenko A G Yagola WANG LiHua WANG Yu WANG JianQiang |
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| Institution: | (Key Laboratory of Petroleum Resources Research,Institute of Geology and Geophysics,Chinese Academy of Sciences,Beijing 100029,China;University of Chinese Academy of Sciences,Beijing 100049,China;School of Mathematics,Liaocheng University,Shandong Liaocheng 252059,China;National Research Nuclear University MEPhI,Kashirskoe sh.31,Moscow 115409,Russia;Department of Mathematics,Faculty of Physics,Moscow Lomonosov State University,Vorobyevy Gory,Moscow 119991,Russia;Shanghai Institute of Applied Physics,Chinese Academy of Sciences,Shanghai 201204,China) |
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| Abstract: | The understanding of shale microstructure is the basis of shale gas exploration and development. The traditional detection method is based on the surface damage observation method. In this work, the synchrotron radiation technology of Shanghai Light Source is applied to nondestructive detection of shale structure to obtain projection data, which can avoid X-ray hardening. We use X-ray Computed Tomography (CT) technology to restore images, and propose an L1 norm + TV (total variation) constrained non-smooth regularization method to suppress noise and improve image contrast. Experiments show that this method is effective to reconstruct the microstructure of shale accurately. |
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| Keywords: | Synchrotron radiation X-ray CT Non-smooth regularization Sparse solution |
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