By exploring the influence of multi-factor interaction on enhanced oil recovery of nanofluids,a response surface experimental is designed by using Box-Behnken method in Design Expert.Taking the recovery rate as the objective function,a quadratic polynomial regression equation is established among the injection pore volume multiple,the injection rate and the permeability.The significance analysis shows that the factors affecting the enhanced oil recovery by nanofluids are:permeability,injection pore volume multiple,injection rate;The response surface analysis indicated that the interaction between injection rate and permeability has the greatest impact on the enhanced oil recovery of nanofluids.In addition,the effects of permeability,shut-in time and injection mode on the enhanced oil recovery of nanofluids were studied by using the control variable method.The research indicates that when the nanofluid injection rate is 0.2 mL/min,the injected pore volume multiple is 0.5,the permeability is 1.00 mD,the shut-in time is 6 hours,and the injection mode is multi-cycle pill injecting,the recovery rate can be further increased by 18.63 percent points after a single water flooding.The research results have reference significance for the technical optimization of amphipathic MoS2 nanofluids for enhanced oil recovery in low-permeability reservoirs.
Liang Tuo
,
Yin Chengfeng
,
Qu Ming
,
Yang Erlong
,
Hou Jirui
,
Yang Changhua
. Optimization of Amphipathic MoS2 Nanofluids for Enhanced Oil Recovery in Low-Permeability Reservoirs by Response Surface Methodology[J]. Special Oil & Gas Reservoirs, 2024
, 31(6)
: 120
-129
.
DOI: 10.3969/j.issn.1006-6535.2024.06.015
[1] 姜阿娇, 宋兆杰, 程婷婷, 等. 纳米颗粒在岩石表面吸附—脱附规律研究[J]. 石油科学通报, 2020, 5(1): 93-100.
JIANG Ajiao,SONG Zhaojie,CHENG Tingting,et al.Adsorption and desorption behavior of nanoparticles on rock surfaces[J].Petroleum Science Bulletin,2020,5(1):93-100.
[2] NOWROUZI I,MANSHAD A K,MOHAMMADI A H.Effects of TiO2,MgO,and γ-Al2O3 nano-particles in carbonated water on water-oil interfacial tension (IFT) reduction in chemical enhanced oil recovery (CEOR) process[J].Journal of Molecular Liquids,2019,292:111348.
[3] BAHRAMINEJAD H,MANSHAD A K,RIAZI M,et al.CuO/TiO2/PAM as a novel introduced hybrid agent for water-oil interfacial tension and wettability optimization in chemical enhanced oil recovery[J].Energy & Fuels,2019,33(11):10547-10560.
[4] AFZALITABAR M,ALAEI M,BAZMI M,et al.Facile and economical preparation method of nanoporous graphene/silica nanohybrid and evaluation of its Pickering emulsion properties for Chemical Enhanced oil Recovery (CEOR)[J].Fuel,2017,206:453-466.
[5] YIN T H, YANG Z H, LIN M Q,et al.Preparation of Janus nanosheets via reusable cross-linked polymer microspheres template[J].Chemical Engineering Journal,2019,371: 507-515.
[6] 梁拓,侯吉瑞, 屈鸣, 等.2-D智能纳米黑卡稳定乳状液的机理[J]. 油田化学, 2020, 37(2): 297-304.
LIANG Tuo,HOU Jirui,QU Ming,et al.Mechanisms of stabilizing pickering emulsions by two-dimensional smart black nano-card[J].Oilfield Chemistry,2020,37(2):297-304.
[7] CHEN Z K,AN C J,YIN J N,et al.Exploring the use of cellulose nanocrystal as surface-washing agent for oiled shoreline cleanup[J].Journal of Hazardous Materials,2021,402:123464.
[8] INFANT R,QU M,XIAO L Z,et al.Ultralow concentration of molybdenum disulfide nanosheets for enhanced oil recovery[J].Fuel,2019,251:514-522.
[9] 曹力, 李德祥, 邓亚宏, 等.基于响应面优化的常压等离子体技术处理模拟染料废水[J]. 土木与环境工程学报, 2022, 45(2):229-238.
CAO Li,LI Dexiang,DENG Yahong,et al.Response surface optimization of high-efficiency treatment of dye wastewater with non-temperature plasma[J].Journal of Civil and Environmental Engineering,2022,45(2):229-238.
[10] ALMAHFOOD M,BAI B J.The synergistic effects of nanoparticle-surfactant nanofluids in EOR applications[J].Journal of Petroleum Science and Engineering, 2018, 171: 196-210.
[11] WASAN D T,NIKOLOV A D.Spreading of nanofluids on solids[J].Nature,2003, 423(6936): 156-159.