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Natural Gas Types,Distribution Controlling Factors,and Future Exploration in the Western Qaidam Basin 被引量:3
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作者 GUO Zeqing SUN Ping +5 位作者 LI Jian ZHANG Lin LIU Weihong TIAN Jixian ZHANG Shaosheng ZENG Xu 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2014年第4期1214-1226,共13页
The Paleogene and Neogene oil and gas in the western Qaidam basin have a regular distribution in three concentric zones from the edge to the center of the basin. Natural gas mainly occurs in the inner zone, and the ga... The Paleogene and Neogene oil and gas in the western Qaidam basin have a regular distribution in three concentric zones from the edge to the center of the basin. Natural gas mainly occurs in the inner zone, and the gas-oil ratio of the northern area of the basin is significantly higher than that of the southern area. Large amounts of carbon isotope data of natural gas, plotted in X- shaped and comprehensive identification diagrams for the southern area and northern area, respectively, were used to identify the types of natural gas. The large-scale distribution of natural gas is highly consistent with the Ro values of major source rocks, but is poorly correlated with the type of organic matter. This indicates that the main controlling factor of natural gas distribution is organic matter maturity, and the kerogen types act as the basis for the formation of different types of natural gas. Paleouplifts and squeezed anticlines near hydrocarbon generation depression centers, which are major natural gas-rich regions, control the migration directions of natural gas, while hydrocarbon migration pathways and fault systems connecting gas sources are the most important factors for natural gas reservoir formation in the inner basin. Therefore, favorable zones for natural gas distribution can be predicted on the basis of the distribution of thermal evolution and the gas generation intensity of major source rocks as well as the structural map. The Shizigou-Youshashan- Yingdong-Dawusi, Youquanzi -Kaitemilike - Youdunzi, and Xiaoliangshan - Nanyishan - Dafengshan structural belts are favorable zones for natural gas accumulation. This study has important theoretical and practical significance for future natural gas exploration. 展开更多
关键词 western Qaidam basin natural gas types distributional characteristics main controlling factors MATURITY favorable zones
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Distribution and Chain Pattern of Liquefied Natural Gas Industry in China 被引量:1
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作者 ZHANG Yaoguang,ZHAO Yonghong,CHANG Hongwei,WANG Dan,MENG Zhaobin(Research Center of Sustainable Development and Marine Economy,Liaoning Normal University,Dalian 116029,China) 《Chinese Geographical Science》 SCIE CSCD 2007年第3期203-209,共7页
The production and consumption of natural gas in China has been developing rapidly in recent years.It is expected that the annual growth rate of the demand for natural gas will reach 12% in the next 15 years,and the g... The production and consumption of natural gas in China has been developing rapidly in recent years.It is expected that the annual growth rate of the demand for natural gas will reach 12% in the next 15 years,and the gas consumption in the primary energy will increase from 0.3% to 10% or more by 2020.However,since the supply of natural gas cannot satisfy the requirements,China has begun to build liquefied natural gas(LNG)terminals in the coastal regions such as Guangdong and Fujian,and solve this problem by importing LNG from foreign countries.LNG needs to be transported by LNG ships from abroad.With the rapid growth of global gas production,the volume of LNG trade also increases,and the interregional production increased from 0.3% in 1970 to 26.2% in 2004.So,we need LNG ships more than before.This article puts forward the distribution of LNG ships and the speculation of the future of LNG transportation based on the studies on foreign LNG production,the LNG trade,the building of LNG ships,the LNG transportation,the chain model of LNG distribution,etc. 展开更多
关键词 液化天然气 LNG工业 LNG运输 中国
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Distribution Characteristics and Accumulation Model for the Coal-formed Gas Generated from Permo-Carboniferous Coal Measures in Bohai Bay Basin, China: A Review 被引量:4
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作者 JIANG Youlu HU Hongjin +1 位作者 Jon GLUYAS ZHAO Kai 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2019年第6期1869-1884,共16页
Coal-formed gas generated from the Permo-Carboniferous coal measures has become one of the most important targets for deep hydrocarbon exploration in the Bohai Bay Basin,offshore eastern China.However,the proven gas r... Coal-formed gas generated from the Permo-Carboniferous coal measures has become one of the most important targets for deep hydrocarbon exploration in the Bohai Bay Basin,offshore eastern China.However,the proven gas reserves from this source rock remain low to date,and the distribution characteristics and accumulation model for the coal-formed gas are not clear.Here we review the coal-formed gas deposits formed from the Permo-Carboniferous coal measures in the Bohai Bay Basin.The accumulations are scattered,and dominated by middle-small sized gas fields,of which the proven reserves ranging from 0.002 to 149.4×108 m3 with an average of 44.30×108 m3 and a mid-point of 8.16×108 m3.The commercially valuable gas fields are mainly found in the central and southern parts of the basin.Vertically,the coal-formed gas is accumulated at multiple stratigraphic levels from Paleogene to Archaeozoic,among which the Paleogene and PermoCarboniferous are the main reservoir strata.According to the transporting pathway,filling mechanism and the relationship between source rocks and reservoir,the coal-formed gas accumulation model can be defined into three types:"Upward migrated,fault transported gas"accumulation model,"Laterally migrated,sandbody transported gas"accumulation model,and"Downward migrated,sub-source,fracture transported gas"accumulation model.Source rock distribution,thermal evolution and hydrocarbon generation capacity are the fundamental controlling factors for the macro distribution and enrichment of the coal-formed gas.The fault activity and the configuration of fault and caprock control the vertical enrichment pattern. 展开更多
关键词 distribution characteristics of natural gas accumulation model coal-formed gas Permo-Carboniferous coal measures Bohai Bay Basin
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Scale and scope of maritime cargoes through the Arctic Passages
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作者 ZHANG Xia SHOU Jianmin ZHOU Haojie 《Advances in Polar Science》 2013年第3期158-166,共9页
This paper investigates the sources of goods being shipped through the Arctic passages, and trade generated in the Arc- tic, including oil and gas exploitation. Furthermore, it assesses the present situation for marit... This paper investigates the sources of goods being shipped through the Arctic passages, and trade generated in the Arc- tic, including oil and gas exploitation. Furthermore, it assesses the present situation for maritime cargo shipped from the Far East to Northwestern Europe and North America. Two main types of cargo are predicted to pass through the Arctic passages in the future. First, about 10 million t of liquefied natural gas will be delivered from Russia and the Nordic Arctic to the Far East by 2030. Second, there will be two-way trade flow of containerized cargo from the Far East to Europe and the United States through the North- east, Central and Northwest Passages. This will relieve pressure on present routes from the Far East to Northwestern Europe and North America. If Arctic navigation is technically possible in all seasons and shipping costs fall to those of ordinary ships, then assuming an equal share of shipping volume with the traditional canal routes, the maximum container freight passing through the Arctic passages by 2030 will be approximately 17.43 million TEUs (Twenty-foot Equivalent Units) per year, which is 85% of the volume transported on traditional canal routes in 2011. We conclude that there will be large-scale gas transportation through the Northeast Passage in the near future, and transit shipping across the Arctic will focus more on container transportation. The differences in shipping costs between Arctic routes and traditional canal routes are also compared. 展开更多
关键词 Arctic shipping routes canal routes CARGO container transportation liquefied natural gas assessment
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Engineering Design of Shaanxi-Beijing Gas Pipeline
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作者 Xiang Bo and Mei Sanqiang(Survey and Design Institute of Sichuan Petroleum Administration) 《China Oil & Gas》 CAS 1996年第3期174-175,共2页
EngineeringDesignofShaanxi-BeijingGasPipelineXiangBoandMeiSanqiang(SurveyandDesignInstituteofSichuanPetroleu... EngineeringDesignofShaanxi-BeijingGasPipelineXiangBoandMeiSanqiang(SurveyandDesignInstituteofSichuanPetroleumAdministration)K... 展开更多
关键词 natural gas natural gas transportation PIPELINE Optimizing DESIGN
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Operation of natural gas and electricity networks with line pack 被引量:1
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作者 Junyang MI Mohammad E.KHODAYAR 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2019年第5期1056-1070,共15页
This paper addresses the coordinated operation of natural gas and electricity networks considering the line pack flexibility in the natural gas pipelines.The problem is formulated as a mixed integer linear programming... This paper addresses the coordinated operation of natural gas and electricity networks considering the line pack flexibility in the natural gas pipelines.The problem is formulated as a mixed integer linear programming problem.The objective is to minimize the operation cost of natural gas and electricity networks considering the price of the natural gas supply.Benders decomposition is used to solve the formulated problem.The master problem minimizes the startup and shutdown costs as well as the operation cost of the thermal units other than the gasfired generation units in the electricity network.The first subproblem validates the feasibility of the decisions made in the master problem in the electricity network.And if there is any violation,feasibility Benders cut is generated and added to the master problem.The second subproblem ensures the feasibility of the decisions of the master problem in the natural gas transportation network considering the line pack constraints.The last sub-problem ensuresthe optimality of the natural gas network operation problem considering the demand of the gas-fired generation units and line pack.The nonlinear line pack and flow constraints in the feasibility and optimality subproblems of natural gas transportation network are linearized using Newton-Raphson technique.The presented case study shows the effectiveness of the proposed approach.It is shown that leveraging the stored gas in the natural gas pipelines would further reduce the total operation cost. 展开更多
关键词 Benders decomposition LINE PACK FLEXIBILITY natural gas transportation network Unit COMMITMENT
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Geochemical characteristics, genetic types, and controlling factors of natural gas in Jiyang Depression, Bohai Bay Basin (eastern China)
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作者 Tianchen GE Xiangchun CHANG +1 位作者 Yuan ZHUANG Xiaojun LI 《Frontiers of Earth Science》 SCIE CSCD 2022年第3期601-622,共22页
The Jiyang Depression is an important oil and gas production zone in the Bohai Bay Basin.Through a systematic investigation of the gas components and stable carbon isotopes,the genetic types of natural gas found in th... The Jiyang Depression is an important oil and gas production zone in the Bohai Bay Basin.Through a systematic investigation of the gas components and stable carbon isotopes,the genetic types of natural gas found in the Jiyang Depression were determined,that is,biogas,oilassociated gas,coal-derived gas,high-mature oil-related gas,and mantle-derived carbon dioxide(CO_(2)).From the results,natural gas in the Jiyang Depression can be divided into four groups.Group I,which is distributed in the northwest area,is the only typical oil-associated gas.Group II,distributed in the northeast area,is dominated by oil-associated gas,and involves biogas,coal-derived gas,and high-mature oil-related gas.Group Ⅲ,distributed in the southeast area,has all genetic types of gas that are dominated by oil-associated gas and have mantle-derived CO_(2).Group IV,distributed in the southwest area,is dominated by biogas and involves coal-derived gas and oil-associated gas.The differences in each group illustrate the lateral distribution of the natural gas types is characterized by the eastern and southern areas being more complex than the western and northern areas,the vertical distribution of gas reservoirs has no obvious evolutionary law.The main controlling factor analysis of the spatiotemporal changes of the gas reservoirs revealed that the synergy of geochemical characteristics,thermal evolution of the Shahejie Formation and Carboniferous-Permian source rocks,and sealing properties of various faults are jointly responsible for determining the gas reservoir spatiotemporal changes. 展开更多
关键词 natural gas genetic types geochemical characteristics distribution law controlling factors Jiyang Depression
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An interval-parameter two-stage optimization model for CO_(2) collection,distribution,transportation,utilization,and storage planning
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作者 ZHAI Ming-Yang JIA Hai-Feng +1 位作者 Michela CATENA LI Qi-An 《Advances in Climate Change Research》 SCIE CSCD 2021年第6期828-847,共20页
Geological carbon dioxide (CO_(2)) utilization and storage have been widely recognized as one of the important options to deliver greenhouse gas emissions reduction. Reasonable planning is critical to promote CO_(2) u... Geological carbon dioxide (CO_(2)) utilization and storage have been widely recognized as one of the important options to deliver greenhouse gas emissions reduction. Reasonable planning is critical to promote CO_(2) utilization and storage. However, CO_(2) emissions gas collection exhibits a stochastic probability distribution, and CO_(2) utilization and storage features fluctuation demands, which have gone beyond current determine planning techniques. To fulfill the current research gap, this study develops an interval-parameter two-stage programming-based CO_(2) collection, distribution, transportation, utilization, and storage optimization model, integrating interval parameter planning and two-stage planning into a general framework. Therefore, the model can address uncertainties expressed as random probabilistic distributions and discrete intervals, tackle dynamic facilities capacity expansion issues, develop optimal predefined CO_(2) distribution policy, and generate recourse schemes to address gas shortage or gas surplus issues. The model is examined by a typical hypnotical case study in China. The results revealed that the model could generate a set of first-stage reasonable CO_(2) distribution and facilities capacity expansion schemes to maximum system benefits and the highest feasibility. Besides, a set of two-stage CO_(2) outsourcing purchases and facilities capacity expansion in reserve storage regions solutions were also generated to address the gas oversupplies and shortage issues. The modeling approach enriches the current CO_(2) utilization and storage distribution research content under multiple uncertainties. 展开更多
关键词 CO_(2)gas collection transportation CO_(2)geological utilization and storage Supply and distribution planning Interval-parameter programming Two-stage programming Uncertainties
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天然气水合物概况及最新研究进展 被引量:27
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作者 陈作义 杨晓西 +2 位作者 叶国兴 丁静 李文国 《海洋通报》 CAS CSCD 北大核心 2002年第3期78-85,共8页
近年来,世界各国投入了大量的资金和人力研究寻求洁净高效的新能源。到目前为止,人们 40 已经在一种重要的新能源——天然气水合物()的基础研究、地质调查、勘探开发等领域取得了较 NGH 大的进展;同时尚存在许多亟待解决的重大理论问题... 近年来,世界各国投入了大量的资金和人力研究寻求洁净高效的新能源。到目前为止,人们 40 已经在一种重要的新能源——天然气水合物()的基础研究、地质调查、勘探开发等领域取得了较 NGH 大的进展;同时尚存在许多亟待解决的重大理论问题,如天然气水合物形成与分解的动力学过程、地质条 件及全球资源量计算方法、经济型开采开发模式、对全球宏观气候的影响等。本文综述 NGH NGH NGH 了国内外在天然气水合物方面的文献资料,较详细地介绍了国内外的研究进展。 展开更多
关键词 天然气水合物 资源量分布 开采 储运 人类 影响
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面向能源互联网的配电系统规划关键问题研究综述与展望 被引量:43
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作者 王玮 李睿 姜久春 《高电压技术》 EI CAS CSCD 北大核心 2016年第7期2028-2036,共9页
处于能源互联网环境下的配电系统,受交通系统、天然气系统等多系统交互影响,是能源互联网运行过程的核心环节。结合能源互联网内涵与特征,分析了能源互联网环境下的配电系统关键技术特征,提出从微电网规划、主动配电系统规划、配电系统... 处于能源互联网环境下的配电系统,受交通系统、天然气系统等多系统交互影响,是能源互联网运行过程的核心环节。结合能源互联网内涵与特征,分析了能源互联网环境下的配电系统关键技术特征,提出从微电网规划、主动配电系统规划、配电系统与天然气系统协同规划、配电系统与交通系统协同规划4个关键技术领域对面向能源互联网的配电系统规划理论进行研究的思路。综述了配电系统规划过程中各个关键技术领域的研究成果,深入探讨了目前规划方法中需解决的规划模型、求解算法、不确定因素处理等关键理论问题,并针对相关领域进行了展望。 展开更多
关键词 能源互联网 分布式可再生能源 规划模型 主动配电系统 天然气系统 交通系统
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论城市化模式的决定因素与我国的城市化道路 被引量:8
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作者 尚启君 《经济经纬》 CSSCI 北大核心 2007年第4期52-54,共3页
在理论上,为了节省运费,工业企业内在地要求集中布局,这使大城市化成为城市化模式的主导形式。工业大规模集中布局之处要同时具备三个条件,即降水充沛、地势平坦、靠近沿海。一个国家难以改变的自然地理条件基本上决定着这个国家的城市... 在理论上,为了节省运费,工业企业内在地要求集中布局,这使大城市化成为城市化模式的主导形式。工业大规模集中布局之处要同时具备三个条件,即降水充沛、地势平坦、靠近沿海。一个国家难以改变的自然地理条件基本上决定着这个国家的城市化模式。根据自然地理条件的不同,我国可划分为四个区域,每个区域内应重点发展不同规模等级的城市。从总体上看,我国由于适宜工业大规模集中布局的区域非常稀缺,不宜发展过多的超大城市和密集的城市群。要促进我国城市化健康发展,必须加快转变政府职能,创造共享工业集中布局稀缺区域的体制环境;有序推进户籍制度改革,解决跨省流动人口的后顾之忧。 展开更多
关键词 运费 工业集中布局 自然地理条件 城市化模式
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气田网络优化布局初探 被引量:7
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作者 李书文 《天然气工业》 EI CAS CSCD 北大核心 1989年第5期68-72,共5页
本文针对气田网络布局,提出了简化最优方法。该方法可供气田管网规划布局辅助设计时参考。
关键词 气田 集输管道 网络 优化
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大庆长垣以东地区深层天然气输导特征及成藏 被引量:1
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作者 付广 刘江涛 《特种油气藏》 CAS CSCD 2006年第1期20-23,共4页
大庆长垣以东地区深层天然气输导通道主要由断裂、不整合面和砂体构成。该区砂体横向分布不稳定,物性差,不是天然气侧向长距离运移的输导通道,但可以起到衔接输导作用。输导通道对该区天然气成藏与分布起到了重要控制作用,主要表现在断... 大庆长垣以东地区深层天然气输导通道主要由断裂、不整合面和砂体构成。该区砂体横向分布不稳定,物性差,不是天然气侧向长距离运移的输导通道,但可以起到衔接输导作用。输导通道对该区天然气成藏与分布起到了重要控制作用,主要表现在断裂将天然气输导致上覆不同储集层中聚集成藏。不整合面和砂体将天然气输导到四周古隆起上聚集成藏。沿断裂输导的天然气形成以断层为主的构造气藏,沿不整合面和砂体输导的天然气形成以地层及岩性为主的气藏。沿断裂输导运移聚集的天然气在剖面上呈串多层分布,沿不整合面和砂体输导运移聚集的天然气在平面上呈环状分布。 展开更多
关键词 大庆长垣以东地区 深层 天然气 输导通道 聚集 分布
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计算机自动化系统的接地及防雷措施 被引量:2
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作者 杨声将 《天然气工业》 EI CAS CSCD 北大核心 2003年第2期113-116,共4页
计算机在工业自动化系统中已经而且还将发挥重要的作用 ,但无论在集散控制系统 (DCS)还是在远程数据采集系统 (SCADA)或是各种独立的小系统中 ,系统的浪涌、防雷和接地都是一个不容忽视的问题。因为计算机及其组成系统的PLC或其他集成... 计算机在工业自动化系统中已经而且还将发挥重要的作用 ,但无论在集散控制系统 (DCS)还是在远程数据采集系统 (SCADA)或是各种独立的小系统中 ,系统的浪涌、防雷和接地都是一个不容忽视的问题。因为计算机及其组成系统的PLC或其他集成电子元件的安全性、高精度、高可靠性、稳定性等都必须要有一个良好的接地和防雷系统作保证。文章以计算机作为天然气输配站场的站控系统 (SCS)为例 。 展开更多
关键词 计算机 自动化系统 接地 防雷措施 天然气 气体输送 配气站 接地电流
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燃料气压缩机在微型燃气轮机的配套应用
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作者 左远志 李熙亚 杨晓西 《热力发电》 CAS 北大核心 2008年第1期80-82,88,共4页
简要讨论了燃料气压力对微型燃气轮机性能的影响,介绍了与微型燃气轮机配套使用的燃料气压缩机的发展状况。结合天然气输配系统中管道设计压力与用户端压力的实际情况,探讨了燃料气压缩机管道压力对微型燃气轮机项目决策的影响以及提出... 简要讨论了燃料气压力对微型燃气轮机性能的影响,介绍了与微型燃气轮机配套使用的燃料气压缩机的发展状况。结合天然气输配系统中管道设计压力与用户端压力的实际情况,探讨了燃料气压缩机管道压力对微型燃气轮机项目决策的影响以及提出了配备燃料气压缩机的一些建议。 展开更多
关键词 燃料气压缩机 微型燃气轮机 天燃气输配 分布式能源系统
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天然气与液化石油气转换问题的探讨 被引量:2
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作者 赵淑珍 王赤宇 《天然气与石油》 2005年第2期57-58,i002,共3页
通过对天然气与液化石油气性能参数的比较,提出了在转换工作中必须对燃具和管网输配系统进行必要的改造以适应使用天然气的需要,同时针对不同的供气方式提出了不同的改造建议。
关键词 天然气 液化石油气 性能参数 转换工作 燃具 管网输配系统 供气方式
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线性逼近法在管网系统优化运行中的应用 被引量:3
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作者 郑凤 李长俊 《天然气与石油》 2007年第3期27-29,共3页
通过对天然气管网系统输配气过程中各种影响因素的分析,建立了天然气管网系统输配气运行方案优化的数学模型,采用线性逼近法对模型进行了求解,编制了计算软件,应用于实际管网系统运行调度分析。
关键词 天然气 输配气管网 运行优化 线性逼近法
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Analysis of factors affecting microwave heating of natural gas hydrate combined with numerical simulation method 被引量:1
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作者 Huohai Yang Xuanyu Liu +1 位作者 Jie Yue Xinrui Tang 《Petroleum》 EI CSCD 2022年第3期391-402,共12页
As a clean and abundant unconventional natural gas resource,natural gas hydrate(NGH)holds the characteristics of safety,high efficiency and sustainable exploitation,which helps to alleviate the energy shortage of Chin... As a clean and abundant unconventional natural gas resource,natural gas hydrate(NGH)holds the characteristics of safety,high efficiency and sustainable exploitation,which helps to alleviate the energy shortage of China,reduce the foreign-trade dependence of oil and gas,and ensure the national energy security.Microwave heating is a significant method that has been used in natural gas hydrate exploration.By using the microwave heating,the NGH in the reservoir formations would be heated,decomposed and stimulated thanks to taking advantage of microwave heating's unique characters:efficiency,high speed,clean and pollution-free.This paper established the temperature under microwave heating gas hydrate distribution theory model,and by using the finite element method for simulating temperature field of microwave heating gas hydrate,this paper analyzed the natural gas hydrate in the microwave field temperature distribution in the influencing factors.Microwave has a significant heating effect on the hydrate reservoir in the immediate vicinity of wellbore,and it is not affected by the initial conditions of reservoir.The temperature can rise to above 50℃ within 1 h which is higher than the phase equilibrium temperature at the time of hydrate decomposition and is helpful to improve the decomposition rate of hydrate.The frequency is set at 915 MHz,and the feed port has a spiral arrangement with a length of 10 mm,which greatly expands the microwave heating range. 展开更多
关键词 Nature gas hydrate MICROWAVE Temperature distribution Numerical simulation
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天然气长输管道分输压力控制系统技术研究 被引量:3
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作者 鬲丽华 《石化技术》 CAS 2016年第11期3-3,6,共2页
本文以天然气长输管道分输压力控制系统为切入点,就其系统设计与结构做阐述分析,并对具体系统调压设施的选择配置技术进行了探讨,期望为分输压力控制系统的技术优化改进与天然气长输管道的供气稳定安全,提供有益的参考建议。
关键词 天然气长输管道 分输压力控制系统 配置技术
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Modeling parameters influencing city gas distribution sector based on factor analysis method
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作者 Kriti Yadav Anirbid Sircar 《Petroleum Research》 2022年第1期144-154,共11页
City gas distribution(CGD)sector is influenced by several factors like policy,infrastructure,health,safety etc.In order to understand this sector,an exploratory factor analysis is conducted.The Exploratory Factor Anal... City gas distribution(CGD)sector is influenced by several factors like policy,infrastructure,health,safety etc.In order to understand this sector,an exploratory factor analysis is conducted.The Exploratory Factor Analysis(EFA)survey meticulously simplifies interconnected steps and examines the possible causal factor structure of a series of measured variables without hitting a predetermined result model.In this paper,the factor analysis is performed in three broad categories namely:managerial level,technical level and site workers to understand the most influencing factor of the sector.60 questionnaires were prepared to get feedback on parameters affecting CGD sector.The survey is performed by various means,like google form,email,phone calls,appointments with employees and personal meetings.It has been observed from the survey that the nine factors influences this sector and requires certain modifications for the development.Out of these nine factors,five were selected for the analysis which are infrastructure factor,policy factor,gas consumption factor,total energy demand factor and economy factor.The factor analysis has been performed in five major steps,namely factor analysis applicability,selection of factors,loading of factors,significance test of factors and factor loading matrix analysis.The results obtained from these exploratory factor analysis shows that variables like infrastructure,total energy demand and economy affects the CGD market most than the policy and gas consumption. 展开更多
关键词 City gas distribution Factor analysis Exploratory factor analysis VARIABLES natural gas
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