Study on frequency optimization and mechanism of ultrasonic waves assisting water flooding in low-permeability reservoirs

被引:29
作者
Li, Xu [1 ]
Pu, Chunsheng [1 ,2 ]
Chen, Xin [1 ,3 ]
Huang, Feifei [1 ]
Zheng, Heng [1 ]
机构
[1] China Univ Petr East China, Coll Petr Engn, Qingdao 266580, Peoples R China
[2] China Univ Petr East China, Key Lab Unconvent Oil & Gas Dev, Qingdao 266580, Peoples R China
[3] Univ Alberta, Fac Engn, Sch Min & Petr Engn, Edmonton, AB T6G 1H9, Canada
关键词
Water flooding; Low-permeability reservoirs; Ultrasonic wave; Enhanced oil recovery; Unsupervised learning method; ENHANCED OIL-RECOVERY; SPONTANEOUS IMBIBITION; DBSCAN; ALGORITHM; MICROWAVE; MODEL; GAS;
D O I
10.1016/j.ultsonch.2020.105291
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Water flooding is one of widely used technique to improve oil recovery from conventional reservoirs, but its performance in low-permeability reservoirs is barely satisfactory. Besides adding chemical agents, ultrasonic wave is an effective and environmental-friendly strategy to assist in water flooding for enhanced oil recovery (EOR) in unconventional reservoirs. The acoustic frequency plays a dominating role in the EOR performance of ultrasonic wave and is usually optimized through a series of time-consuming laboratory experiments. Hence, this study proposes an unsupervised learning method to group low-permeability cores in terms of permeability, porosity and wettability. This grouping algorithm succeeds to classify the 100 natural cores adopted in this study into five categories and the water flooding experiment certificates the accuracy and reliability of the clustering results. It is proved that ultrasonic waves can further improve the oil recovery yielded by water-flooding, especially in the oil-wet and weakly water-wet low-permeability cores. Furthermore, we investigated the EOR mechanism of ultrasonic waves in the low-permeability reservoir via scanning electron microscope observation, infrared characterization, interfacial tension and oil viscosity measurement. Although ultrasonic waves cannot ameliorate the components of light oil as dramatically as those of heavy oil, such compound changes still contribute to the oil viscosity and oil-water interfacial tension reductions. More importantly, ultrasonic waves may modify the micromorphology of low-permeability cores and improve the pore connectivity.
引用
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页数:10
相关论文
共 47 条
[1]   Enhancement of Liquid Flow Through a Porous Medium by Ultrasonic Radiation [J].
Aarts, A. C. T. ;
Ooms, Gijs ;
Bil, K. J. ;
Bot, E. T. G. .
SPE JOURNAL, 1999, 4 (04) :321-327
[2]   Antenna array design for enhanced oil recovery under oil reservoir constraints with experimental validation [J].
Abdulrahman, Muhammed Moshin ;
Meribout, Mahmoud .
ENERGY, 2014, 66 :868-880
[3]   Sonochemical approaches to enhanced oil recovery [J].
Abramov, Vladimir O. ;
Abramova, Anna V. ;
Bayazitov, Vadim M. ;
Altunina, Lyubov K. ;
Gerasin, Artyom S. ;
Pashin, Dmitriy M. ;
Mason, Timothy J. .
ULTRASONICS SONOCHEMISTRY, 2015, 25 :76-81
[4]   Comparative Study of Ultrasound Assisted Water and Surfactant Flooding [J].
Agi A. ;
Junin R. ;
Shirazi R. ;
Afeez G. ;
Yekeen N. .
Journal of King Saud University - Engineering Sciences, 2019, 31 (03) :296-303
[5]   Intermittent ultrasonic wave to improve oil recovery [J].
Agi, Augustine ;
Junin, Radzuan ;
Chong, Aik Shye .
JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2018, 166 :577-591
[6]   Analysis of oil recovery by spontaneous imbibition of surfactant solution [J].
Babadagli, T .
OIL & GAS SCIENCE AND TECHNOLOGY-REVUE D IFP ENERGIES NOUVELLES, 2005, 60 (04) :697-710
[7]   A distributed approximate nearest neighbors algorithm for efficient large scale mean shift clustering [J].
Beck, Gael ;
Duong, Tarn ;
Lebbah, Mustapha ;
Azzag, Hanane ;
Cerin, Christophe .
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2019, 134 :128-139
[8]   A new similarity combining reconstruction coefficient with pairwise distance for agglomerative clustering [J].
Cai, Zhiling ;
Yang, Xiaofei ;
Huang, Tianyi ;
Zhu, William .
INFORMATION SCIENCES, 2020, 508 :173-182
[9]   Studies on viscosity reduction and structural change of crude oil treated with acoustic cavitation [J].
Cui, Jingjing ;
Zhang, Zhihong ;
Liu, Xuedong ;
Liu, Lin ;
Peng, Jian .
FUEL, 2020, 263
[10]   A comparative analysis of DBSCAN, K-means, and quadratic variation algorithms for automatic identification of swallows from swallowing accelerometry signals [J].
Dudik, Joshua M. ;
Kurosu, Atsuko ;
Coyle, James L. ;
Sejdic, Ervin .
COMPUTERS IN BIOLOGY AND MEDICINE, 2015, 59 :10-18