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		题名	作者	年代	出处	被引量
	1	Generating geologically realistic 3D reservoir facies models using deep learning of sedimentary architecture with generative adversarial networks显示文摘This paper proposes a novel approach for generating 3-dimensional complex geological facies models based on deep generative models.It can reproduce a wide range of conceptual geological models while possessing the flexibility necessary to honor constraints such as well data.Compared with existing geostatistics-based modeling methods,our approach produces realistic subsurface facies architecture in 3D using a state-of-the-art deep learning method called generative adversarial networks(GANs).GANs couple a generator with a discriminator,and each uses a deep convolutional neural network.The networks are trained in an adversarial manner until the generator can create 'fake' images that the discriminator cannot distinguish from 'real' images.We extend the original GAN approach to 3D geological modeling at the reservoir scale.The GANs are trained using a library of 3D facies models.Once the GANs have been trained,they can generate a variety of geologically realistic facies models constrained by well data interpretations.This geomodelling approach using GANs has been tested on models of both complex fluvial depositional systems and carbonate reservoirs that exhibit progradational and aggradational trends.The results demonstrate that this deep learning-driven modeling approach can capture more realistic facies architectures and associations than existing geostatistical modeling methods,which often fail to reproduce heterogeneous nonstationary sedimentary facies with apparent depositional trend.	Tuan-Feng Zhang Peter Tilke Emilien Dupont Ling-Chen Zhu Lin Liang William Bailey	2019	Petroleum Science2019，16，3：	16
	2	A mechanically flexible tunneling contact operating at radio frequencies显示文摘	ERBE A BLICK R H TILKE A	1998	Appl Phys Lett1998，73，25：	1
	3	A study of mandibular and maxillary root widths to determine dowel size 显示文摘	Tilk MA Lommel TJ Gerstein H	1979	J Endodon1979，5，：	1
	4	A mechanically flexible tunneling contact operating at radio frequencies显示文摘	Blick R H Tilke A	1998	Appl Phys lett1998，73，25：	1
	5	Cerebral embolization during cardiac surgery:impact of aortic atheroma burden显示文摘	MACKENSEN G B TiLK PHILLIPS-BUTE B G	2003	Br J Anaesth2003，91，：	1
	6	A mechanically flexible tunneling contact operating at radio frequencies 显示文摘	ERBE A BLICK R H TILKE A	1998	Applied Physics Letters1998，73，25：	1
	7	Electron-photon interaction in suspended highly doped silicon nanowires显示文摘	Tilke A Pescini L Erbe A	2002	Nanotechnology2002，13，：	1
	8	Acid-catalyzed enolization and aldol condensation of acetaldehyde 显示文摘	Baigrie L M Cox R A Tilk H S	1985	Journal of American Chemical Soceity1985，107，：	1
	9	Single-electron in highly doped silicon nanowires in a dual-gate configuration显示文摘	Blick R H Lorenz H	2001	J Appl Phys2001，89，12：	1
	10	Single- electron in highly doped silicon nanowires in a dual- gate configuration 显示文摘	Tilke A Blick R H Lorenz H	2001	J Appl Phys2001，89，12：	1
	11	Single-electron in highly doped silicon nanowires in a dual-gate configuration 显示文摘	Tilke A Blick R H Lorenz H	2001	J Appl Phys2001，89，12：	1
	12	Use of the test for estimation of LDH activity as one parameter for demonstrating cytoxity of fiberous dust显示文摘	Hurbankova M Tilkes F	1993	PracLek1993，45，4：	1
	13	A study of mandibular and ma- xillary root widths to determine dowel size显示文摘	Tilk MA Lommel TJ Gerstein H	1979	J Endod1979，5，3：	1
	14	Electron-phonon Interaction in Suspended Highly Doped Silicon Nanowires 显示文摘	A Tilke L Pescini A Erbe	2002	Nanotechnology2002，13，4：	1
	15	A mechanically flexible tunneling contact operating at radio frequencies 显示文摘	Blick R H Tilke A	1998	Appl Phys Lett1998，73，25：	1

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