[1] AL_DUAIS M S, YAAKUB A R, YUSOFF N, et al. A novel strategy for speed up training for back propagation algorithm via dynamic adaptive the weight training in artificial neural network[J]. Research Journal of Applied Sciences, Engineering and Technology, 2015, 9(3):189-200. doi:10.19026/rjaset.9.1394 [2] TAITEL Y, BARNEA D, DUKLER A E. Modelling flow pattern transitions for steady upward gas-liquid flow in vertical tubes[J]. Aiche Journal, 1980, 26(3):345-354. doi:10.1002/aic.690260304 [3] GOVIER G W, AZIZ K. The flow of complex mixtures in pipes[M]. New York:Van Nostrand Reinhold, 1972. [4] LIN P Y, HANRATTY T J. Effect of pipe diameter on flow patterns for air-water flow in horizontal pipes[J]. International Journal of Multiphase Flow, 1987, 13(4):549-563. doi:10.1016/0301-9322(87)90021-8 [5] 李丹,王瑞. 水平气液两相管流流型转变实验研究[J]. 中国石油和化工标准与质量, 2013(20):159. doi:10.-3969/j.issn.1673-4076.2013.20.132 LI Dan, WANG Rui. Experimental study on flow pattern transition of horizontal gas-liquid two-phase flow[J]. China Petroleum and Chemical Standard and Quality, 2013(20):159. doi:10.3969/j.issn.1673-4076.2013.20.-132 [6] 李银朋. 向上倾斜管道内气液两相流的实验研究[D]. 大庆:大庆石油学院, 2010. LI Yinpeng. Experimental study of gas-liquid two-phase flow in upward inclined pipes[D]. Daqing:Daqing Petroleum Institute, 2010. [7] 韩洪升,张雪,徐学考,等. 倾斜管内两相流流型的实验研究[J]. 当代化工, 2015, 44(4):709-710. doi:10.-3969/j.issn.1671-0460.2015.04.015 HAN Hongsheng, ZHANG Xue, XU Xuekao, et al. Experimental study on the flow pattern of two-phase flow in inclined pipe[J]. Contemporary Chemical Industry, 2015, 44(4):709-710. doi:10.3969/j.issn.1671-0460.2015.04.-015 [8] GOULD T L. Vertical two-phase steam-water flow in geothermal wells[J]. Journal of Petroleum Technology, 1974, 26(8):833-842. doi:10.2118/4961-PA [9] BEGGS D H, BRILL J P. A study of two phase flow in inclined pipes[J]. Journal of Petroleum Technology, 1973, 25(5):607-617. doi:10.2118/4007-PA [10] DUNS H Jr, ROS N C J. Vertical flow of gas and liquid mixtures in wells[C]. The 6th World Petroleum Congress, Frankfurt am Main, Germany, 1963. [11] HEWITT G F, ROBERTS D N. Studies of two-phase flow patterns by simultaneous X-ray and flash photography[R]. Atomic Energy Research Establishment, Harwell, UK, 1969. [12] WEISMAN J, KANG S Y. Flow pattern transitions in vertical and upwardly inclined lines[J]. International Journal of Multiphase Flow, 1981, 7(3):271-291. doi:10.1016/-0301-9322(81)90022-7 [13] 高庆华,李天太,赵亚杰,等. 井筒气液两相流流动特性模拟试验研究[J]. 长江大学学报(自科版), 2014, 11(14):84-87. doi:10.16772/j.cnki.1673-1409.-2014.14.028 GAO Qinghua, LI Tiantai, ZHAO Yajie, et al. Simulated experiment of flow characteristics with gas-liquid twophase flow in wellbore[J]. Journal of Yangtze University(Natural Science Edition), 2014, 11(14):84-87. doi:10.-16772/j.cnki.1673-1409.2014.14.028 [14] VOGL T P, MANGIS J K, RIGLER A K, et al. Accelerating the convergence of the back-propagation method[J]. Biological Cybernetics, 1988, 59(4-5):257-263. doi:10.-1007/BF00332914 [15] ZIPSER D, ANDERSEN R A. A back-propagation programmed network that simulates response properties of a subset of posterior parietal neurons[J]. Nature, 1988, 331(6158):679-684. doi:10.1038/331679a0 [16] YOON K, SHIN C, MARFURT K J. Waveform inversion using time-windowed back propagation[J]. SEG 2003-0690, 2003.doi:10.1190/1.1818027 [17] MI Y, ISHⅡ M, TSOUKALAS L H. Flow regime identification methodology with neural networks and two-phase flow models[J]. Nuclear Engineering and Design, 2001, 204(1/3):87-100. doi:10.1016/S0029-5493(00)00325-3 [18] TENGESDAL J Ø, KAYA A S, SARICA C. Flow-pattern transition and hydrodynamic modeling of churn flow[J]. SPE Journal, 1999, 4(4):342-348. doi:10.2118/57756-PA [19] GILL L E, HEWITT G F, LACEY P M C. Sampling probe studies of the gas core in annular two-phase flow-Ⅱ:studies of the effect of phase flow rates on phase and velocity distribution[J]. Chemical Engineering Science, 1964, 19(9):665-682. doi:10.1016/0009-2509(64)85054-5 [20] GILL L E, HEWITT G F, LACEY P M C. Data on the upwards annular flow of air-water mixtures[J]. Chemical Engineering Science, 1965, 20(2):71-88. doi:10.1016/-0009-2509(65)85001-1 |