大型油气田地面工程优化设计方法研究进展
|
摘要
油气田地面工程优化设计是实现油气资源提质增效开采的关键途径,可产生巨大经济效益。针对日益庞大、多系统、多目标、结构复杂的油气田地面工程优化设计问题,油气集输、注水、配套工程等系统和地面工程总体优化研究取得了重要进展,形成了一些新的理论和方法。多决策因素优化模型的构建、通用型高效优化算法的建立、多系统融合的大型生产系统优化设计,以及地面地下相结合的一体化优化研究等是大型油气田地面工程优化设计研究的未来攻关方向。
The optimal design of oil-gas field surface engineering is the key way to achieve the quality improving and efficiency increasing of the oil and gas exploitation,which can generate huge economic benefits. In view of the increasingly large,multi-system,multi-objective and complex optimal design problems of oil-gas field surface engineering, the important progress of optimization research on systems such as oil-gas gathering and transportation system, water injection system, supporting projects and overall oil-gas field surface engineering are achieved, and some theories and methods are formed.The construction of optimization model with multi-decision factors, the establishment of general and efficient optimization algorithm, the optimization design of large-scale production system with multisystem and the optimization research of surface and underground integration are the future research directions of large-scale oil-gas field surface engineering optimization design.
The optimal design of oil-gas field surface engineering is the key way to achieve the quality improving and efficiency increasing of the oil and gas exploitation,which can generate huge economic benefits. In view of the increasingly large,multi-system,multi-objective and complex optimal design problems of oil-gas field surface engineering, the important progress of optimization research on systems such as oil-gas gathering and transportation system, water injection system, supporting projects and overall oil-gas field surface engineering are achieved, and some theories and methods are formed.The construction of optimization model with multi-decision factors, the establishment of general and efficient optimization algorithm, the optimization design of large-scale production system with multisystem and the optimization research of surface and underground integration are the future research directions of large-scale oil-gas field surface engineering optimization design.
引文
[1]LIU Yang,LI Jiexun,WANG Zhihua,et al.The role of surface and subsurface integration in the development of a high-pressure and low-production gas field[J].Environmental Earth Sciences,2015,73(10):5891-5904.
[2]梁永图,张浩然,马晶,等.油气田集输管网系统优化研究进展[J].油气储运,2016,35(7):685-690.LIANG Yongtu,ZHANG Haoran,MA Jing,et al.Advances in optimization study of oil and gas field gathering pipeline network[J].Oil&Gas Storage and Transportation,2016,35(7):685-690.
[3]SANAYE S,MAHMOUDIMEHR J.Optimal design of a natural gas transmission network layout[J].Chemical Engineering Research&Design,2013,91(12):2465-2476.
[4]LUCENA R R D,BAIOCO J S,LIMA B S L P D,et al.Optimal design of submarine pipeline routes by genetic algorithm with different constraint handling techniques[J].Advances in Engineering Software,2014,76(3):110-124.
[5]刘扬.石油工程优化设计理论及方法[M].北京:石油工业出版社,1994.LIU Yang.Theory and method of optimum design of petroleum engineering[M].Beijing:Petroleum Industry Press,1994.
[6]刘扬,程耿东.N级星式网络的拓扑优化设计[J].大连理工大学学报,1989,29(2):131-137.LIU Yang,CHENG Gengdong.Topology optimization design of N-level star network[J].Journal of Dalian University of Technology,1989,29(2):131-137.
[7]刘扬.具有确定网络拓扑关系的集输管网系统布局优化设计[J].石油工程建设,1990(3):7-9,4.LIU Yang.Optimum design of system distribution of converge and transportation network with certain network topology relationship[J].Petroleum Engineering Construction,1990(3):7-9,4.
[8]刘扬,鞠志忠,鲍云波.一类多级星式网络的拓扑优化设计方法[J].大庆石油学院学报,2009,33(2):68-73,125.LIU Yang,JU Zhizhong,BAO Yunbo.Topological optimization design of a multilevel star network[J].Journal of Daqing Petroleum Institute,2009,33(2):68-73,125.
[9]刘扬,赵洪激,王平.环形掺热水集输系统优化设计及分析[J].石油学报,1999,20(1):85-89,8.LIU Yang,ZHAO Hongji,WANG Ping.An optimizing design and analysis of oil-gas gathering system of ring type mixing heat water[J].Acta Petrolei Sinica,1999,20(1):85-89,8.
[10]刘扬,关晓晶.环形集输管网拓扑优化设计[J].天然气工业,1993,13(2):71-74,9.LIU Yang,GUAN Xiaojing.Topology optimization design of ring gathering pipeline network[J].Natural Gas Industry,1993,13(2):71-74,9.
[11]刘刚,许继凯,国志刚,等.星状集输管网拓扑结构的整体优化[J].中国石油大学学报(自然科学版),2016,40(4):133-140.LIU Gang,XU Jikai,GUO Zhigang,et al.Integral optimization of topological structure of star gathering and transportation pipeline network[J].Journal of China University of Petroleum(Edition of Natural Science),2016,40(4):133-140.
[12]许继凯.环状集油管网结构及运行参数优化研究[D].青岛:中国石油大学(华东),2016.XU Jikai.Study on structure and operating parameters optimization of ring oil gathering pipeline network[D].China University of Petroleum(East China),2016.
[13]刘扬,关晓晶.油气集输系统优化设计研究[J].石油学报,1993,14(3):110-117.LIU Yang,GUAN Xiaojing.Study on optimum design of oil and gas gathering and transportation system[J].Acta Petrolei Sinica,1993,14(3):110-117.
[14]刘扬.模糊优化与多目标优化的类同性[J].大庆石油学院学报,1990,14(1):36-40.LIU Yang.Similarity between fuzzy optimization and multiobjective optimization[J].Journal of Daqing Petroleum Institute,1990,14(1):36-40.
[15]LIU Yang,CHEN Guanrong.Optimal parameters design of oilfield surface pipeline systems using fuzzy models[J].Information Sciences,1999,120(1):13-21.
[16]刘扬,魏立新,李长林,等.油气集输系统拓扑布局优化的混合遗传算法[J].油气储运,2003,22(6):33-36.LIU Yang,WEI Lixin,LI Changlin,et al.Hybrid genetic algorithms for topological layout optimization of oil and gas gathering and transportation systems[J].Oil&Gas Storage and Transportation,2003,22(6):33-36.
[17]周军,李晓平,邓涛,等.集输系统优化设计研究的体系结构与发展方向[J].油气储运,2014,33(7):707-713.ZHOU Jun,LI Xiaoping,DENG Tao,et al.Structure and trend of optimal design of gathering system[J].Oil&Gas Storage and Transportation,2014,33(7):707-713.
[18]李自力,孙云峰,张子波,等.普光高含硫气田集输管网优化[J].石油学报,2011,32(5):872-876.LI Zili,SUN Yunfeng,ZHANG Zibo,et al.Optimization design of the gathering pipe network of natural gas with high H2S of the Puguang gas field[J].Acta Petrolei Sinica,2011,32(5):872-876.
[19]LIU Y,CHEN S,GUAN B,et al.Layout optimization of large-scale oil-gas gathering system based on combined optimization strategy[J].Neurocomputing,2019,332(7):159-183.
[20]刘扬.大型油气网络系统优化理论及方法[M].北京:科学出版社,2019.LIU Yang.Optimization theories and methodologies for large-scale oil and gas network systems[M].Beijing:Science Press,2019.
[21]LIU Y,CHENG Q,GAN Y.Multi-objective optimization of energy consumption in crude oil pipeline transportation system operation based on exergy loss analysis[J]Neurocomputing,2019,332(7):110.
[22]LIU Y,XIANG X,CHENG Q,et al.Optimised operation of multi-level exergy analysis for complicated production systems[J].International Journal of Exergy,2013,13(2):201-219.
[23]刘扬.油气集输系统用能优化理论及方法[M]北京:石油工业出版社,2018.LIU Yang.Energy optimization theory and method for oil and gas gathering and transportation system[M].Beijing:Petroleum Industry Press,2018.
[24]刘扬.原油管道输送系统火用耗分析与优化[M]北京:石油工业出版社,2018.LIU Yang.Analysis and optimization of exergy consumption for crude oil pipeline transportation system[M].Beijing:Petroleum Industry Press,2018.
[25]刘扬,陈双庆,魏立新.油气集输系统拓扑布局优化研究进展[J].油气储运,2017,36(6):601-605,616.LIU Yang,CHEN Shuangqing,WEI Lixin.Advances in topological layout optimization of oil and gas gathering and transportation system[J].Oil&Gas Storage and Transportation,2017,36(6):601-605,616.
[26]陈淼鑫,尚福华,赵恩艳,等.注水系统的通用模型和通用算法[J].大庆石油学院学报,1998,22(3):37-39.CHEN Miaoxin,SHANG Fuhua,ZHAO Enyan,et al.General model and algorithms of water injection system[J].Journal of Daqing Petroleum Institute,1998,22(3):37-39.
[27]刘扬,袁振中,魏立新.大型油田注水系统节能降耗与运行方案优化[J].大庆石油学院学报,2006,30(3):43-46,148.LIU Yang,YUAN Zhenzhong,WEI Lixin.Optimization of energy saving and operation plan for large scale oilfield injection system[J].Journal of Daqing Petroleum Institute,2006,30(3):43-46,148.
[28]关晓晶,魏立新,杨建军.基于混合遗传算法的油田注水系统运行方案优化模型[J].石油学报,2005,26(3):114-117.GUAN Xiaojing,WEI Lixin,YANG Jianjun.Optimization model of operation scheme for oilfield water injection system based on hybrid genetic algorithm[J].Acta Petrolei Sinica,2005,26(3):114-117.
[29]魏立新,刘扬,孙洪志.多源油田注水系统运行调度优化[J].石油钻采工艺,2007,29(3):59-62,123-124.WEI Lixin,LIU Yang,SUN Hongzhi.Operation scheduling optimization of multi-source oilfield water injection system[J].Oil Drilling&Production Technology,2007,29(3):59-62,123-124.
[30]常玉连,高胜,郭俊忠.油田注水系统最优控制数学模型及系统设计[J].石油机械,2001,29(12):24-26.CHANG Yulian,GAO Sheng,GUO Junzhong.Optimal control mathematical model and system design of oilfield water injection system[J].China Petroleum Machinery,2001,29(12):24-26.
[31]杨建军,刘扬,魏立新,等.多源注水系统泵站优化调度的双重编码混合遗传算法[J].自动化学报,2006,32(1):154-160.YANG Jianjun,LIU Yang,WEI Lixin,et al.Doublecoded hybrid genetic algorithm for optimal scheduling of pumping stations in multi-source water injection system[J].Acta Automatica Sinica,2006,32(1):154-160.
[32]杨建军,刘扬,魏立新,等.基于双重编码遗传算法的注水系统运行优化[J].石油矿场机械,2006,35(4):8-11.YANG Jianjun,LIU Yang,WEI Lixin,et al.Operation optimization of water injection system based on double coding genetic algorithm[J].Oil Field Equipment,2006,35(4):8-11.
[33]邹龙庆,韩国有,宁利.油田注水集输系统离心泵调速节能研究[J].石油机械,2001,29(6):10-13.ZOU Longqing,HAN Guoyou,NING Li.Energy saving of centrifugal pump for water flooding and oil transfer by speed control[J].China Petroleum Machinery,2001,29(6):10-13.
[34]杨建军,刘扬.油田注水系统拓扑布局优化的混合遗传算法[J].数学的实践与认识,2006,36(10):93-99.YANG Jianjun,LIU Yang.Hybrid genetic algorithm for topology layout optimization of oilfield water injection system[J].Journal of Mathematics in Practice and Theory,2006,36(10):93-99.
[35]杨建军,刘扬,战红.基于混合遗传算法的树状注水管网拓扑优化[J].石油学报,2006,27(1):106-110.YANG Jianjun,LIU Yang,ZHAN Hong.Topology optimization of tree pipeline network based on hybrid genetic algorithm[J].Acta Petrolei Sinica,2006,27(1):106-110.
[36]武晓勇.基于改进蚁群算法的油田注水管网规划设计研究[D].大庆:东北石油大学,2011.WU Xiaoyong.Research on planning and design of oilfield water injection network based on improved ant colony algorithm[D].Daqing:Northeast Petroleum University,2011.
[37]刘扬,杨建军,魏立新,等.基于混合遗传算法的配电网络重构优化[J].系统工程理论与实践,2004(11):122-127.LIU Yang,YANG Jianjun,WEI Lixin,et al.Optimization of distribution network reconfiguration based on hybrid genetic algorithm[J].System Engineering Theory and Practice,2004(11):122-127.
[38]杨建军,战红,刘扬.基于环路和改进遗传算法的配电网络重构优化[J].高电压技术,2007(5):109-113.YANG Jianjun,ZHAN Hong,LIU Yang.Optimization of distribution network reconfiguration based on ring and improved genetic algorithm[J].High Voltage Engineering,2007(5):109-113.
[39]杨建军,刘扬,战红.避免过补偿的改进遗传算法在集中无功补偿优化中的应用[J].电气应用,2005(10):40-44.YANG Jianjun,LIU Yang,ZHAN Hong.Application of improved genetic algorithm for avoiding over compensation in the optimization of centralized reactive power compensation[J].Electrotechnical Application,2005(10):40-44.
[40]刘扬,赵洪激,周士华.低渗透油田地面工程总体规划方案优化研究[J].石油学报,2000,21(2):88-95.LIU Yang,ZHAO Hongji,ZHOU Shihua.A study of optimization of overall planning for surface engineering of low osmose oil field[J].Acta Petrolei Sinica,2000,21(2):88-95.
[41]刘扬,赵洪激.油田开发建设地面地下一体化优化[J].大庆石油学院学报,2001,25(3):92-94,123.LIU Yang,ZHAO Hongji.Integration optimizing of surface and suburface of oil field in exploitation and construction[J].Journal of Daqing Petroleum Institute,2001,25(3):92-94+123.
[42]CHEN S,LIU Y,WEI L,et al.PS-FW:A hybrid algorithm based on particle swarm and fireworks for global optimization[J].Computational Intelligence and Neuroscience,2018:1-27.
[2]梁永图,张浩然,马晶,等.油气田集输管网系统优化研究进展[J].油气储运,2016,35(7):685-690.LIANG Yongtu,ZHANG Haoran,MA Jing,et al.Advances in optimization study of oil and gas field gathering pipeline network[J].Oil&Gas Storage and Transportation,2016,35(7):685-690.
[3]SANAYE S,MAHMOUDIMEHR J.Optimal design of a natural gas transmission network layout[J].Chemical Engineering Research&Design,2013,91(12):2465-2476.
[4]LUCENA R R D,BAIOCO J S,LIMA B S L P D,et al.Optimal design of submarine pipeline routes by genetic algorithm with different constraint handling techniques[J].Advances in Engineering Software,2014,76(3):110-124.
[5]刘扬.石油工程优化设计理论及方法[M].北京:石油工业出版社,1994.LIU Yang.Theory and method of optimum design of petroleum engineering[M].Beijing:Petroleum Industry Press,1994.
[6]刘扬,程耿东.N级星式网络的拓扑优化设计[J].大连理工大学学报,1989,29(2):131-137.LIU Yang,CHENG Gengdong.Topology optimization design of N-level star network[J].Journal of Dalian University of Technology,1989,29(2):131-137.
[7]刘扬.具有确定网络拓扑关系的集输管网系统布局优化设计[J].石油工程建设,1990(3):7-9,4.LIU Yang.Optimum design of system distribution of converge and transportation network with certain network topology relationship[J].Petroleum Engineering Construction,1990(3):7-9,4.
[8]刘扬,鞠志忠,鲍云波.一类多级星式网络的拓扑优化设计方法[J].大庆石油学院学报,2009,33(2):68-73,125.LIU Yang,JU Zhizhong,BAO Yunbo.Topological optimization design of a multilevel star network[J].Journal of Daqing Petroleum Institute,2009,33(2):68-73,125.
[9]刘扬,赵洪激,王平.环形掺热水集输系统优化设计及分析[J].石油学报,1999,20(1):85-89,8.LIU Yang,ZHAO Hongji,WANG Ping.An optimizing design and analysis of oil-gas gathering system of ring type mixing heat water[J].Acta Petrolei Sinica,1999,20(1):85-89,8.
[10]刘扬,关晓晶.环形集输管网拓扑优化设计[J].天然气工业,1993,13(2):71-74,9.LIU Yang,GUAN Xiaojing.Topology optimization design of ring gathering pipeline network[J].Natural Gas Industry,1993,13(2):71-74,9.
[11]刘刚,许继凯,国志刚,等.星状集输管网拓扑结构的整体优化[J].中国石油大学学报(自然科学版),2016,40(4):133-140.LIU Gang,XU Jikai,GUO Zhigang,et al.Integral optimization of topological structure of star gathering and transportation pipeline network[J].Journal of China University of Petroleum(Edition of Natural Science),2016,40(4):133-140.
[12]许继凯.环状集油管网结构及运行参数优化研究[D].青岛:中国石油大学(华东),2016.XU Jikai.Study on structure and operating parameters optimization of ring oil gathering pipeline network[D].China University of Petroleum(East China),2016.
[13]刘扬,关晓晶.油气集输系统优化设计研究[J].石油学报,1993,14(3):110-117.LIU Yang,GUAN Xiaojing.Study on optimum design of oil and gas gathering and transportation system[J].Acta Petrolei Sinica,1993,14(3):110-117.
[14]刘扬.模糊优化与多目标优化的类同性[J].大庆石油学院学报,1990,14(1):36-40.LIU Yang.Similarity between fuzzy optimization and multiobjective optimization[J].Journal of Daqing Petroleum Institute,1990,14(1):36-40.
[15]LIU Yang,CHEN Guanrong.Optimal parameters design of oilfield surface pipeline systems using fuzzy models[J].Information Sciences,1999,120(1):13-21.
[16]刘扬,魏立新,李长林,等.油气集输系统拓扑布局优化的混合遗传算法[J].油气储运,2003,22(6):33-36.LIU Yang,WEI Lixin,LI Changlin,et al.Hybrid genetic algorithms for topological layout optimization of oil and gas gathering and transportation systems[J].Oil&Gas Storage and Transportation,2003,22(6):33-36.
[17]周军,李晓平,邓涛,等.集输系统优化设计研究的体系结构与发展方向[J].油气储运,2014,33(7):707-713.ZHOU Jun,LI Xiaoping,DENG Tao,et al.Structure and trend of optimal design of gathering system[J].Oil&Gas Storage and Transportation,2014,33(7):707-713.
[18]李自力,孙云峰,张子波,等.普光高含硫气田集输管网优化[J].石油学报,2011,32(5):872-876.LI Zili,SUN Yunfeng,ZHANG Zibo,et al.Optimization design of the gathering pipe network of natural gas with high H2S of the Puguang gas field[J].Acta Petrolei Sinica,2011,32(5):872-876.
[19]LIU Y,CHEN S,GUAN B,et al.Layout optimization of large-scale oil-gas gathering system based on combined optimization strategy[J].Neurocomputing,2019,332(7):159-183.
[20]刘扬.大型油气网络系统优化理论及方法[M].北京:科学出版社,2019.LIU Yang.Optimization theories and methodologies for large-scale oil and gas network systems[M].Beijing:Science Press,2019.
[21]LIU Y,CHENG Q,GAN Y.Multi-objective optimization of energy consumption in crude oil pipeline transportation system operation based on exergy loss analysis[J]Neurocomputing,2019,332(7):110.
[22]LIU Y,XIANG X,CHENG Q,et al.Optimised operation of multi-level exergy analysis for complicated production systems[J].International Journal of Exergy,2013,13(2):201-219.
[23]刘扬.油气集输系统用能优化理论及方法[M]北京:石油工业出版社,2018.LIU Yang.Energy optimization theory and method for oil and gas gathering and transportation system[M].Beijing:Petroleum Industry Press,2018.
[24]刘扬.原油管道输送系统火用耗分析与优化[M]北京:石油工业出版社,2018.LIU Yang.Analysis and optimization of exergy consumption for crude oil pipeline transportation system[M].Beijing:Petroleum Industry Press,2018.
[25]刘扬,陈双庆,魏立新.油气集输系统拓扑布局优化研究进展[J].油气储运,2017,36(6):601-605,616.LIU Yang,CHEN Shuangqing,WEI Lixin.Advances in topological layout optimization of oil and gas gathering and transportation system[J].Oil&Gas Storage and Transportation,2017,36(6):601-605,616.
[26]陈淼鑫,尚福华,赵恩艳,等.注水系统的通用模型和通用算法[J].大庆石油学院学报,1998,22(3):37-39.CHEN Miaoxin,SHANG Fuhua,ZHAO Enyan,et al.General model and algorithms of water injection system[J].Journal of Daqing Petroleum Institute,1998,22(3):37-39.
[27]刘扬,袁振中,魏立新.大型油田注水系统节能降耗与运行方案优化[J].大庆石油学院学报,2006,30(3):43-46,148.LIU Yang,YUAN Zhenzhong,WEI Lixin.Optimization of energy saving and operation plan for large scale oilfield injection system[J].Journal of Daqing Petroleum Institute,2006,30(3):43-46,148.
[28]关晓晶,魏立新,杨建军.基于混合遗传算法的油田注水系统运行方案优化模型[J].石油学报,2005,26(3):114-117.GUAN Xiaojing,WEI Lixin,YANG Jianjun.Optimization model of operation scheme for oilfield water injection system based on hybrid genetic algorithm[J].Acta Petrolei Sinica,2005,26(3):114-117.
[29]魏立新,刘扬,孙洪志.多源油田注水系统运行调度优化[J].石油钻采工艺,2007,29(3):59-62,123-124.WEI Lixin,LIU Yang,SUN Hongzhi.Operation scheduling optimization of multi-source oilfield water injection system[J].Oil Drilling&Production Technology,2007,29(3):59-62,123-124.
[30]常玉连,高胜,郭俊忠.油田注水系统最优控制数学模型及系统设计[J].石油机械,2001,29(12):24-26.CHANG Yulian,GAO Sheng,GUO Junzhong.Optimal control mathematical model and system design of oilfield water injection system[J].China Petroleum Machinery,2001,29(12):24-26.
[31]杨建军,刘扬,魏立新,等.多源注水系统泵站优化调度的双重编码混合遗传算法[J].自动化学报,2006,32(1):154-160.YANG Jianjun,LIU Yang,WEI Lixin,et al.Doublecoded hybrid genetic algorithm for optimal scheduling of pumping stations in multi-source water injection system[J].Acta Automatica Sinica,2006,32(1):154-160.
[32]杨建军,刘扬,魏立新,等.基于双重编码遗传算法的注水系统运行优化[J].石油矿场机械,2006,35(4):8-11.YANG Jianjun,LIU Yang,WEI Lixin,et al.Operation optimization of water injection system based on double coding genetic algorithm[J].Oil Field Equipment,2006,35(4):8-11.
[33]邹龙庆,韩国有,宁利.油田注水集输系统离心泵调速节能研究[J].石油机械,2001,29(6):10-13.ZOU Longqing,HAN Guoyou,NING Li.Energy saving of centrifugal pump for water flooding and oil transfer by speed control[J].China Petroleum Machinery,2001,29(6):10-13.
[34]杨建军,刘扬.油田注水系统拓扑布局优化的混合遗传算法[J].数学的实践与认识,2006,36(10):93-99.YANG Jianjun,LIU Yang.Hybrid genetic algorithm for topology layout optimization of oilfield water injection system[J].Journal of Mathematics in Practice and Theory,2006,36(10):93-99.
[35]杨建军,刘扬,战红.基于混合遗传算法的树状注水管网拓扑优化[J].石油学报,2006,27(1):106-110.YANG Jianjun,LIU Yang,ZHAN Hong.Topology optimization of tree pipeline network based on hybrid genetic algorithm[J].Acta Petrolei Sinica,2006,27(1):106-110.
[36]武晓勇.基于改进蚁群算法的油田注水管网规划设计研究[D].大庆:东北石油大学,2011.WU Xiaoyong.Research on planning and design of oilfield water injection network based on improved ant colony algorithm[D].Daqing:Northeast Petroleum University,2011.
[37]刘扬,杨建军,魏立新,等.基于混合遗传算法的配电网络重构优化[J].系统工程理论与实践,2004(11):122-127.LIU Yang,YANG Jianjun,WEI Lixin,et al.Optimization of distribution network reconfiguration based on hybrid genetic algorithm[J].System Engineering Theory and Practice,2004(11):122-127.
[38]杨建军,战红,刘扬.基于环路和改进遗传算法的配电网络重构优化[J].高电压技术,2007(5):109-113.YANG Jianjun,ZHAN Hong,LIU Yang.Optimization of distribution network reconfiguration based on ring and improved genetic algorithm[J].High Voltage Engineering,2007(5):109-113.
[39]杨建军,刘扬,战红.避免过补偿的改进遗传算法在集中无功补偿优化中的应用[J].电气应用,2005(10):40-44.YANG Jianjun,LIU Yang,ZHAN Hong.Application of improved genetic algorithm for avoiding over compensation in the optimization of centralized reactive power compensation[J].Electrotechnical Application,2005(10):40-44.
[40]刘扬,赵洪激,周士华.低渗透油田地面工程总体规划方案优化研究[J].石油学报,2000,21(2):88-95.LIU Yang,ZHAO Hongji,ZHOU Shihua.A study of optimization of overall planning for surface engineering of low osmose oil field[J].Acta Petrolei Sinica,2000,21(2):88-95.
[41]刘扬,赵洪激.油田开发建设地面地下一体化优化[J].大庆石油学院学报,2001,25(3):92-94,123.LIU Yang,ZHAO Hongji.Integration optimizing of surface and suburface of oil field in exploitation and construction[J].Journal of Daqing Petroleum Institute,2001,25(3):92-94+123.
[42]CHEN S,LIU Y,WEI L,et al.PS-FW:A hybrid algorithm based on particle swarm and fireworks for global optimization[J].Computational Intelligence and Neuroscience,2018:1-27.
© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号 地址：北京市海淀区学院路29号 邮编：100083 电话：办公室：(+86 10)66554848；文献借阅、咨询服务、科技查新：66554700 |