缝洞型油藏井间三维连通路径多目标搜索算法设计

张振坤; 张冬梅; 康志江; 姜文斌; 刘坤岩

doi:10.3799/dqkx.2022.459

Volume 48 Issue 8

Aug. 2023

Turn off MathJax

Article Contents

Article Navigation > Earth Science > 2023 > 48(8): 3031-3043

Zhang Zhenkun, Zhang Dongmei, Kang Zhijiang, Jiang Wenbin, Liu Kunyan, 2023. Multi-Objective Search for Three-Dimensional Connectivity Paths between Wells in Fractured-Vuggy Reservoirs. Earth Science, 48(8): 3031-3043. doi: 10.3799/dqkx.2022.459

Citation:

Zhang Zhenkun, Zhang Dongmei, Kang Zhijiang, Jiang Wenbin, Liu Kunyan, 2023. Multi-Objective Search for Three-Dimensional Connectivity Paths between Wells in Fractured-Vuggy Reservoirs. Earth Science, 48(8): 3031-3043. doi: 10.3799/dqkx.2022.459

Citation:

Zhang Zhenkun, Zhang Dongmei, Kang Zhijiang, Jiang Wenbin, Liu Kunyan, 2023. Multi-Objective Search for Three-Dimensional Connectivity Paths between Wells in Fractured-Vuggy Reservoirs. Earth Science, 48(8): 3031-3043. doi: 10.3799/dqkx.2022.459

PDF( 10429 KB)

Multi-Objective Search for Three-Dimensional Connectivity Paths between Wells in Fractured-Vuggy Reservoirs

doi: 10.3799/dqkx.2022.459

1.
School of Computer Science, China University of Geosciences, Wuhan 430074, China
2.
Petroleum Exploration and Production Research Institute, SINOPEC, Beijing 100083, China

Received Date: 2022-11-29
Publish Date: 2023-08-25

Abstract

Abstract

The deep marine carbonate reservoirs have complex reservoir types and strong heterogeneity, so it's difficult to evaluate the well connectivity.This paper designs a three-layer structure to address the subjectivity and multiple solutions problems about traditional static and dynamic inter-well connected evaluation methods. The improved A* algorithm is proposed to search for the inter-well connected paths by geological formations. The improved NSGA Ⅲ algorithm with self-applicable cross-variance probability according to the optimization objective is proposed to obtain three-dimensional multi-connected paths automatically which can carefully characterize the static connectivity. The experiment takes the S80 unit typical well group as the object in the TAHE oilfield. The results show that the adaptive cross-variance probability can effectively improve the multi-objective algorithm global search capability. The automatic search paths match with the seismic multi-attribute data analysis and tracer testing.Therefore, the algorithm can better reflect the spatial configuration relationship of fractures and cavities at different scales between wells. Furthermore, it can also provide technical support for adjusting the work system and improving the recovery in the field development of fractured-vuggy reservoirs in the water-injecting development stage.
- fractured-vuggy reservoirs,
- improved A* algorithm,
- adaptive cross-variance probability,
- NSGA Ⅲ,
- connected paths,
- petroleum geology

FullText(HTML)

References(42)

References

Albertoni, A., Lake, L. W., 2002. Inferring Inter-Well Connectivity Only from Well-Rate Fluctuations in Waterfloods. SPE Reservoir Evaluation & Engineering, 6(1): 6-16. https://doi.org/ 10.2118/83381-PA

Bao, J. S., Zhang, M. Y., Ge, S. R., et al., 2022. Underground Driverless Path Planning of Trackless Rubber Tyred Vehicle Based on Improved A* and Artificial Potential Field Algorithm. Journal of China Coal Society, 47(3): 1347-1360 (in Chinese with English abstract).

Cao, W., Deng, L. W., Guo, Y., et al., 2021. Research on Path Planning Method of Ship Based on Improved NSGA-III. Ship Engineering, 43(S1): 343-347+375 (in Chinese with English abstract).

Deb, K., Jain, H., 2014. An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point-Based Nondominated Sorting Approach, Part I: Solving Problems with Box Constraints. IEEE Transactions on Evolutionary Computation, 18(4): 577-601. https://doi.org/10.1109/TEVC.2013.2281535

Fan, J., Lei, T., Dong, N. J., et al., 2022. Multi-Objective UAV Path Planning Based on an Improved NGSA-II Algorithm. Fire Control & Command Control, 47(2): 43-48+55 (in Chinese with English abstract).

Ge, X. L., He, H. B., Fu, Y., et al., 2021. Interchange and Charging Path Planning of Shared Electric Vehicles Based on A* Algorithm Combined with Hierarchical Programming. Proceedings of the CSEE, 41(22): 7668-7681 (in Chinese with English abstract).

Guo, X. H., Ji, M. J., Zhang, W. D., 2020. AGV Global Path Planning Integrating with the Control of Multi-Objectives and Speed. Control and Decision, 35(6): 1369-1376 (in Chinese with English abstract).

Han, G. H., Qi, L. X., Li, Z. J., et al., 2006. Prediction of the Ordovician Fractured-Vuggy Carbonate Reservoirs in Tahe Oilfield. Oil & Gas Geology, 6: 860-870+878. (in Chinese with English abstract).

Hart, P. E., Nilsson, N. J., Raphael, B., 1968, A Formal Basis for the Heuristic Determination of Minimum Cost Paths. IEEE Transactions on Systems Science and Cybernetics, 4(2): 100-107. https://doi.org/10.1109/TSSC.1968.300136.

Heffer, J. K., Fox, et al., 1997. Novel Techniques Show Links between Reservoir Flow Directionality, Earth Stress, Fault Structure and Geomechanical Changes in Mature Waterfloods. Society of Petroleum Engineers Journal, 2(2): 91-98.

Kang, Y. Z., 1991. On Regularity and Oil-Searching Direction of Hydrocarbon in Tarim Basin. Earth Science, 16(4): 429-436 (in Chinese). doi: 10.3321/j.issn:1000-2383.1991.04.001

Kang, Y. Z., 2008. Characteristics and Distribution Laws of Paleokarst Hydrocarbon Reservoirs in Palaeozoic Carbonate Formations in China. Natural Gas Industry, 28(96): 1-12(in Chinese with English abstract).

Kang, Z. J., Li, Y., Ji, B. Y., et al., 2020. Key Technologies for EOR in Fractured-Vuggy Carbonate Reservoirs. Oil & Gas Geology, 41(2): 434-441 (in Chinese with English abstract).

Li, X. B., Li, X. H., Rong, Y. S., 2014. The Seismic Attribute Characterization of Fracture-Vug Carbonate Reservoir Connectivity and Its Application in Waterflood Development. Petroleum Geology and Recovery Efficiency, 21(6): 65-67+71+115 (in Chinese with English abstract).

Li, Y., 2013. The Theory and Method for Development of Carbonate Fractured-Cavity Reservoirs in Tahe Oilfield. Acta Petrolei Sinica, 34(1): 115-121 (in Chinese with English abstract). doi: 10.3969/j.issn.1001-8719.2013.01.019

Liu, J., Bodvarsson, G. S., Wu, Y. S., 2003. Analysis of Flow Behavior in Fractured Lithophysal Reservoirs. Journal of Contaminant Hydrology, 62(Apr/May): 189-211. https://doi.org/ 10.1016/S0169-7722(2)00169-9

Liu, L. F., Sun, Z. D., Yang, H. J., et al., 2009. Seismic Attribute Optimization Method and Its Application for Fractured-Vuggy Carbonate Reservoir. Oil Geophysical Prospecting, 44(6): 747-754+783+648-649 (in Chinese with English abstract).

Ma, A. L., Jin, Z. J., Li, H. L., et al., 2020. Secondary Alteration and Preservation of Ultra-Deep Ordovician Oil Reservoirs of North Shuntuoguole Area of Tarim Basin NW China. Earth Science, 45(5): 1737-1753(in Chinese with English abstract).

Marfurt, K. J., Kirlin, R. L., Farmer, S. L., et al., 1998. 3-D Seismic Attributes Using a Semblance-Based Coherency Algorithm. Geophysics, 63(4): 1122-1479. https://doi.org/ 10.1190/1.1444415

Meakin, P., Wagner, G., Vedvik, A., et al., 2000. Invasion Percolation and Secondary Migration : Experiments and Simulations. Marine and Petroleum Geology, 17(7): 777-795. https://doi.org/ 10.1016/S0264-8172(99)00069-0

Pollock, D. W., 1988. Semianalytical Computation of Path Lines for Finite-Difference Models. Groundwater, 26: 743-750. https://doi.org/ 10.1111/j.1745-6584.1988.tb00425.x.

Wang, B., Yang, Y., Cao, Z. C., et al., 2021. U-Pb Dating of Calcite Veins Developed in the Middle-Lower Ordovician Reservoirs in Tahe Oilfield and Its Petroleum Geologic Significance in Tahe Oilfield. Earth Science, 46(9): 3203-3216 (in Chinese with English abstract).

Wang, H. B., Hao, C., Zhang, P., et al., 2019. Path Planning of Mobile Robots Based on A* Algorithm and Artificial Potential Field Algorithm. China Mechanical Engineering, 30(20): 2489-2496 (in Chinese with English abstract).

Yang, P., Sun, Z. D., Xiang, H. L., et al., 2013. Seismic Strategy for Predicting Highly Profitable Wells in the Fractured-Vuggy Carbonate Reservoirs. Petroleum Exploration and Development, 40(4): 537-541. https://doi.org/ 10.1016/S1876-3804(13)60070-1

Yousef, A. A., 2006. Investigating Statistical Techniques to Infer Interwell Connectivity from Production and Injection Fluctuations(Dissertation). The University of Texas at Austin, Texas, 1-540.

Zhao, H., Kang, Z. J., Zhang, Y., et al., 2014. An Interwell Connectivity Numerical Method for Geological Parameter Characterization and Oil-Water Two-Phase Dynamic Prediction. Acta Petrolei Sinica, 35(5): 922-927 (in Chinese with English abstract).

鲍久圣, 张牧野, 葛世荣, 等, 2022. 基于改进A*和人工势场算法的无轨胶轮车井下无人驾驶路径规划. 煤炭学报, 47(3): 1347-1360. https://www.cnki.com.cn/Article/CJFDTOTAL-MTXB202203027.htm

曹旺, 邓烈威, 郭瑶, 等, 2021. 基于改进NSGA-Ⅲ的船舶路径规划方法. 船舶工程, 43(S1): 343-347+375. https://www.cnki.com.cn/Article/CJFDTOTAL-CANB2021S1079.htm

樊娇, 雷涛, 董南江, 等, 2022. 基于改进NSGA-Ⅱ算法的多目标无人机路径规划. 火力与指挥控制, 47(2): 43-48+55. https://www.cnki.com.cn/Article/CJFDTOTAL-HLYZ202202008.htm

葛晓琳, 何鈜博, 符杨, 等, 2021. 融合分层规划和A*算法的共享电动汽车换车与充电路径规划. 中国电机工程学报, 41(22): 7668-7681. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGDC202122012.htm

郭兴海, 计明军, 张卫丹, 2020. 融合多目标与速度控制的AGV全局路径规划. 控制与决策, 35(6): 1369-1376. https://www.cnki.com.cn/Article/CJFDTOTAL-KZYC202006012.htm

韩革华, 漆立新, 李宗杰, 等, 2006. 塔河油田奥陶系碳酸盐岩缝洞型储层预测技术. 石油与天然气地质, 6: 860-870+878. https://www.cnki.com.cn/Article/CJFDTOTAL-SYYT200606019.htm

康玉柱, 1991. 试论塔里木盆地油气分布规律及找油方向. 地球科学, 1991(4): 429-436. https://www.cnki.com.cn/Article/CJFDTOTAL-DQKX199104013.htm

康玉柱, 2008. 中国古生代碳酸盐岩古岩溶储集特征与油气分布. 天然气工业, 2008(6): 1-12+141. https://www.cnki.com.cn/Article/CJFDTOTAL-TRQG200806003.htm

康志江, 李阳, 计秉玉, 等, 2020. 碳酸盐岩缝洞型油藏提高采收率关键技术. 石油与天然气地质, 41(2): 434-441. https://www.cnki.com.cn/Article/CJFDTOTAL-SYYT202002020.htm

李小波, 李新华, 荣元帅, 等, 2014. 地震属性在塔河油田碳酸盐岩缝洞型油藏连通性分析及其注水开发中的应用. 油气地质与采收率, 21(6): 65-67+71+115. https://www.cnki.com.cn/Article/CJFDTOTAL-YQCS201406017.htm

李阳, 2013. 塔河油田碳酸盐岩缝洞型油藏开发理论及方法. 石油学报, 34(1): 115-121. https://www.cnki.com.cn/Article/CJFDTOTAL-SYXB201301012.htm

刘立峰, 孙赞东, 杨海军, 等, 2009. 缝洞型碳酸盐岩储层地震属性优化方法及应用. 石油地球物理勘探, 44(6): 747-754+783+648-649. https://www.cnki.com.cn/Article/CJFDTOTAL-SYDQ200906019.htm

马安来, 金之钧, 李慧莉, 等, 2020. 塔里木盆地顺北地区奥陶系超深层油藏蚀变作用及保存. 地球科学, 45(5): 1737-1753. doi: 10.3799/dqkx.2019.157

王斌, 杨毅, 曹自成, 等, 2021. 塔河油田中下奥陶统储层裂缝方解石脉U-Pb同位素年龄及油气地质意义. 地球科学, 46(9): 3203-3216. doi: 10.3799/dqkx.2020.352

王洪斌, 郝策, 张平, 等, 2019. 基于A*算法和人工势场法的移动机器人路径规划. 中国机械工程, 30(20): 2489-2496. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGJX201920012.htm

赵辉, 康志江, 张允, 等, 2014. 表征井间地层参数及油水动态的连通性计算方法. 石油学报, 35(5): 922-927. https://www.cnki.com.cn/Article/CJFDTOTAL-SYXB201405012.htm

Relative Articles

Supplements(0)

Cited By

Proportional views

Proportional views

通讯作者: 陈斌, bchen63@163.com

1.
沈阳化工大学材料科学与工程学院沈阳 110142

Figures(12) / Tables(3)

Get Citation

PDF

XML

Article views (314) PDF downloads(41)

Multi-Objective Search for Three-Dimensional Connectivity Paths between Wells in Fractured-Vuggy Reservoirs

doi: 10.3799/dqkx.2022.459

Abstract

References

Proportional views

Catalog

通讯作者: 陈斌, bchen63@163.com

Proportional views

Export File

Citation

Format

Content