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Machine learning inspired workflow to revise field development plan under uncertainty
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作者 LOOMBA Ashish Kumar BOTECHIA Vinicius Eduardo SCHIOZER Denis José 《Petroleum Exploration and Development》 SCIE 2023年第6期1455-1465,共11页
We present an efficient and risk-informed closed-loop field development (CLFD) workflow for recurrently revising the field development plan (FDP) using the accrued information. To make the process practical, we integr... We present an efficient and risk-informed closed-loop field development (CLFD) workflow for recurrently revising the field development plan (FDP) using the accrued information. To make the process practical, we integrated multiple concepts of machine learning, an intelligent selection process to discard the worst FDP options and a growing set of representative reservoir models. These concepts were combined and used with a cluster-based learning and evolution optimizer to efficiently explore the search space of decision variables. Unlike previous studies, we also added the execution time of the CLFD workflow and worked with more realistic timelines to confirm the utility of a CLFD workflow. To appreciate the importance of data assimilation and new well-logs in a CLFD workflow, we carried out researches at rigorous conditions without a reduction in uncertainty attributes. The proposed CLFD workflow was implemented on a benchmark analogous to a giant field with extensively time-consuming simulation models. The results underscore that an ensemble with as few as 100 scenarios was sufficient to gauge the geological uncertainty, despite working with a giant field with highly heterogeneous characteristics. It is demonstrated that the CLFD workflow can improve the efficiency by over 85% compared to the previously validated workflow. Finally, we present some acute insights and problems related to data assimilation for the practical application of a CLFD workflow. 展开更多
关键词 field development plan closed-loop field development reservoir model machine learning reservoir uncertainty optimization reservoir simulation efficiency
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Deepwater oil and gas field development in South China Sea 被引量:4
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作者 Zhang Dagang Wybro Pieter Kang Yongtian 《Engineering Sciences》 EI 2013年第4期2-9,共8页
This paper focuses on potential development models of future oil and gas exploration in South China Sea. A detailed study of current development models worldwide is performed through some examples of industry installe... This paper focuses on potential development models of future oil and gas exploration in South China Sea. A detailed study of current development models worldwide is performed through some examples of industry installed/ongoing projects and major technical issues encountered during these practice. Key technologies are discussed for the success of field development. Some of the technologies and field development experience can be used for South China Sea project. Several models are studied in field development for different scenarios,including marginal field,large oil field and gas field. With the massive investment activities,continued improved technologies,and rapidly growing pool of professionals,the offshore industry in China will soon encounter a golden period. 展开更多
关键词 field development deepwater exploration development model deepwater technology combinedsystem
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Environmental Protection of the Central Gas Field Development in Shaan-Gan-Ning Basin
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作者 Xiong Yunshi (China Petroleum Planning and Engineering Institute) 《China Oil & Gas》 CAS 1998年第4期214-215,共2页
关键词 Environmental Protection of the Central Gas field development in Shaan-Gan-Ning Basin
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Application of Tension Leg Platform Combined with Other Systemsin the Development of China Deepwater Oil Fields 被引量:2
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作者 张大刚 《China Ocean Engineering》 SCIE EI 2006年第4期517-528,共12页
The development of deepwater oil fields has reached a new stage with the dramatic increase in water depth and the recent increasing demands of the economic development in the filed. The use of a Tension Leg Platform ... The development of deepwater oil fields has reached a new stage with the dramatic increase in water depth and the recent increasing demands of the economic development in the filed. The use of a Tension Leg Platform (TIP) combined with other systems, such as Floating Production Storage and Offloading (FPSO) system, Floating Production Unit (FPU) system, Tender Assisted Drilling (TAD) system, etc., has drawn the industry attention and increased significantly in the past few years. For the areas lacking of pipeline system, the use of TIP(s) combined with FPSO has been chosen to efficiently develop the deepwater fields. The TIP with a Tender Assisted Drilling system significantly reduces the payload of the platform and reduces the investment in the TIP system substantially. This opens the door for many new deepwater field developments to use the tension leg platform. The advantage of the TIP combined with a TAD system is more significant when several TIPs are used for the continuous development of the field. One of the applications for the TIP with a tender assisted drilling system can be in the development of an offshore marginal field. Owing to the increase of water depth, the conventional fixed platform model for the exploration of those fields becomes uneconomical. It also would be too expensive to use a large TIP structure for those marginal fields due to the large amount of initial investment. The TIP system with tender assisted drilling can be used to develop those fields economically. There are many marginal fields in China offshore, especially in shelf areas. The application of this field developing model, combined with the existing field developing experience in China, will open the door for many marginal field developments. This paper will review the application of the combined TIP system through some examples of completed/ongoing projects, and major technical issues encountered in those practices. The potential application of this technology in China deepwater development will be discussed in the end. 展开更多
关键词 tension leg platform combined system tender assisted drilling platform structure field development DEEPWATER
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Optimal field development and production design for unconventional reservoirs:A case study from Central Sub-Basin,Permian Basin,New Mexico
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作者 Alexander Davis Oladoyin Kolawole +1 位作者 Marshall Watson Chioma Onwumelu 《Petroleum Research》 2021年第1期66-76,共11页
The planning and developmental decisions succeeding the discovery of an unconventional oil and gas field is of utmost importance in attaining successful exploitation and production from these tight reservoirs.The deve... The planning and developmental decisions succeeding the discovery of an unconventional oil and gas field is of utmost importance in attaining successful exploitation and production from these tight reservoirs.The development and production of hydrocarbon from these unconventional reservoirs require requires adequate planning and execution which could be challenging,due to the sequence of heterogeneous lithologies of these formations.In this study,we designed and presented a comprehensive field development and production program that is representative of the unconventional oil and gas development in the Central sub-basin of the Permian Basin.To design and achieve optimal field development and production for unconventional reservoirs in the Central sub-basin of the Permian Basin,New Mexico,we utilized field data from an oil and gas well that was drilled to a TVD/MD of 2290 m with a PBTD of 2270 m.Subsequently,we conducted the petrophysical evaluation of the logs and utilized a decline curve analysis for reservoir evaluation of all the members of the formation.We also designed and developed comprehensive drilling,completions,and facilities programs.Lastly,we incorporated an economic analysis of our optimized field development and production design.Our results provide a valuable plan and critical decision-making insight for optimizing field development and production of unconventional reservoirs in the Permian Basin and across the world. 展开更多
关键词 Unconventional reservoir Carbonate Permian basin field development Hydrocarbon production
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ISSUES ON DEVELOPMENT OF CHANGQING GAS FIELD
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作者 Niu Shichang 《China Oil & Gas》 CAS 1998年第4期202-203,共2页
关键词 GAS ISSUES ON development OF CHANGQING GAS field 2010
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Development of Continental Oil Field
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《China Oil & Gas》 CAS 1998年第2期131-132,共2页
关键词 development of Continental Oil field
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CNPC Beefs up Cooperative Development for Onshore Oil and Gas Fields
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作者 Cui Yaonan,(Vice Chief Engineer of International Exploration and Development Cooperation Bureau,CNPC) 《China Oil & Gas》 CAS 1996年第4期236-237,共2页
CNPCBeefsupCooperativeDevelopmentforOnshoreOilandGasFieldsCuiYaonan,(ViceChiefEngineerofInternationalExplora... CNPCBeefsupCooperativeDevelopmentforOnshoreOilandGasFieldsCuiYaonan,(ViceChiefEngineerofInternationalExplorationandDevelopmen... 展开更多
关键词 CNPC Beefs up Cooperative development for Onshore Oil and Gas fields
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Characteristics of Agricultural Development on the Sanjiang Plain: Case Study of Irrigation and Drainage Development of State Farm 被引量:1
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作者 H. Park A. Sakashita 《Journal of Agricultural Science and Technology(A)》 2011年第5期751-763,共13页
The Sanjiang Plain, formed with confluence of the Amur River, Ussuri River and Songhua River, is one of the three major stretches of wetland in the world. The large-scale agricultural development on the Sanjiang Plain... The Sanjiang Plain, formed with confluence of the Amur River, Ussuri River and Songhua River, is one of the three major stretches of wetland in the world. The large-scale agricultural development on the Sanjiang Plain started at the end of the 40s of the 20th century. The low-lying terrain and frequent floods caused a lot of difficulties to the agricultural development in the area. Water conservancy program has always been the kernel in agricultural development on the Sanjiang Plain in its history. The entities involved in its development project from different levels, including the state, state farms and farmers. Thus far, we have used the findings of their analysis of the paddy field development process at one state farm to take a microscopic approach to shed light on the development of paddy fields by farms and farmers and their roles in subsequent rice production. Because paddy field management on the Sanjiang Plain is very broad, but its rice producing techniques and economic structure have a certain definite form, the microscopic approach to understanding the paddy field development process and rice fanning management structure on the level of farmers could be considered a success. This paper is intended to elucidate from a macroscopic perspective the characteristics of the rapid development of irrigation and drainage systems and paddy fields on the Sanjiang Plain. Sanjiang Plain is a flood plain, and so major infrastructure development was required, thereby necessitating this national project for flood control. As politics and an economic integrated body, state farms also contributed to the promotion of agricultural development. As principals for the development, the state and state farms are taken by this paper as the main objects of our analysis. 展开更多
关键词 Sanjiang Plain state farm paddy field development
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Petrophysical properties assessment using wireline logs data at well#3 of Srikail gas field,Bangladesh
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作者 Md.Shahadot Hossain M.Moklesur Rahman +1 位作者 Mst.Habiba Khatu Md.Rubel Haque 《China Geology》 CAS 2022年第3期393-401,共9页
This study focused on the quantitative analysis of the petrophysical parameters in characterizing the reservoir properties of the Srikail gas field using multi-scale wireline logs.Petrophysical parameters(shale volume... This study focused on the quantitative analysis of the petrophysical parameters in characterizing the reservoir properties of the Srikail gas field using multi-scale wireline logs.Petrophysical parameters(shale volume,porosity,water saturation and hydrocarbon saturation)were estimated from the combination of gamma ray log,resistivity log,density log and neutron log for three hydrocarbon(gas)-bearing zones at well#3.At the first time,log records at 0.1 m and 0.2 m intervals were read for this study.Result showed the average shale volume is 21.07%,53.67%and 51.71%for zone-1,zone-2 and zone-3,respectively.For these zones,the estimated average porosity was 35.89%,29.83%and 28.76%,respectively.The average water saturation of 31.54%,16.83%and 23.39%and average hydrocarbon saturation of 68.46%,83.17%and 76.61%were calculated for zone-1,zone-2 and zone-3,respectively.Thus zone-2 is regarded the most productive zone of well#3.It was found that the values of some parameters(porosity,hydrocarbon saturation and permeability)are higher than the existing results.Therefore,this study confirmed that the log reading at minute/close interval provides better quantitive values of the reservoir’s petrophysical properties.It is expected that this result will contribute to the national gas field development program in future. 展开更多
关键词 Srikail gas field Multiple wireline logs Reservoir petrophysical properties Quantitative values Gas field development BANGLADESH
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New technology opens the door for deepwater development
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作者 Zhang Dagang 《Engineering Sciences》 EI 2011年第1期7-12,75,共7页
The paper provided an updated status of technology for deepwater field development, demonstrated the importance of its application through actual project example, and discussed some future technical development trends... The paper provided an updated status of technology for deepwater field development, demonstrated the importance of its application through actual project example, and discussed some future technical development trends. The focus was on the floating structures. By reviewing some of the engineering aspects of the project, the technology advancement, innovations and challenges in offshore engineering were discussed and demonstrated. The author’s view of technical challenges facing deepwater forwarding was discussed, which covered water depth limitations, new material application, installation methods, riser development and operational issues. An overview of technologies that will enable deepwater projects to be extended into new frontiers was presented. 展开更多
关键词 deepwater exploration field development frontier technology floating structure tender assisted drilling
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不同桑树品种对桑螟侵害的抵抗能力调查与分析
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作者 宋长贵 宋志光 +2 位作者 赵珮 黄传书 杨碧文 《蚕学通讯》 2024年第1期1-5,共5页
桑螟(Glyphodespyloalis Walker)是严重危害桑树的主要害虫之一,一旦暴发成灾会给蚕桑生产造成重大经济损失。为了筛选出对桑螟侵害有较强抵抗能力的桑品种,在田间调查桑螟发生规律及对8个桑品种的危害率基础上,进一步在室内观察比较了... 桑螟(Glyphodespyloalis Walker)是严重危害桑树的主要害虫之一,一旦暴发成灾会给蚕桑生产造成重大经济损失。为了筛选出对桑螟侵害有较强抵抗能力的桑品种,在田间调查桑螟发生规律及对8个桑品种的危害率基础上,进一步在室内观察比较了桑螟分别取食8个桑品种的叶片后其生长发育受到的影响。田间调查结果显示,桑螟在重庆市北碚区一年中总共有5个成虫羽化高峰期,大致出现在4月21日、6月16日、8月中旬、9月中旬、10月20日;桑螟对桑品种塔桑、蒙桑、孟简3号、德昌长果、东光小白和沙漠果桑的危害率显著低于对火桑和葫芦桑的危害率。室内饲养观察获得的桑螟发育历期显示,取食不同桑品种的叶片后,桑螟的平均幼虫期经过时间开差较大,取食蒙桑(16.06d)、孟简3号(15.09d)和德昌长果(14.91d)叶片的平均幼虫期经过时间显著长于取食火桑(13.75d)、葫芦桑(13.80d)和沙漠果桑(14.03d)叶片的经过时间,对蛹期和成虫期经过时间的影响差异不显著,但取食孟简3号和蒙桑叶片后的化蛹率最低(58.33%),且羽化成虫的数量均低于31头。综上所述,孟简3号和蒙桑对桑螟的侵害具有一定的抵抗性,有进一步研究后筛选成为抗虫桑品种的潜力。 展开更多
关键词 桑螟 桑树品种 危害率 发育历期 田间调查 室内饲养
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The First Huge Coalbed Gas Field in China Developed
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《China Oil & Gas》 CAS 1999年第4期242-242,共1页
AccordingtosourcesfromCNPC,ahugecoalbedgasfield,coveringagas-bearingareaof1768km2andpossessingresourcesofover400billioncubicmeters,hastakenitsshapeinQinshuiofShanxiProvince.Thepresentprovengasreservesstandat47.4billio... AccordingtosourcesfromCNPC,ahugecoalbedgasfield,coveringagas-bearingareaof1768km2andpossessingresourcesofover400billioncubicmeters,hastakenitsshapeinQinshuiofShanxiProvince.Thepresentprovengasreservesstandat47.4billioncubicmetersandtheprobablegasrese... 展开更多
关键词 The First Huge Coalbed Gas field in China Developed
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The Program of Fish Culture in rice fields has been developed in Zhejiang Province
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作者 Feng Yilen,CNRRI 《Chinese Rice Research Newsletter》 1996年第4期12-12,共1页
1996 is the first year for realizing the object of fish culture in 66,600 ha of rice field in Zhejiang Province. The provincial government has appropriated $ 24,000 per ha for starting capital. Starting from this year... 1996 is the first year for realizing the object of fish culture in 66,600 ha of rice field in Zhejiang Province. The provincial government has appropriated $ 24,000 per ha for starting capital. Starting from this year, counties with the tradition of fish culture in rice fields as Youngjia and Qingtian have put stress on popularizing the new technique of fish culture in ditches and puddles to raise the yield for per unit area. In areas of Central Zhejiang and North Zhejiang with hilly land and plain area with double—season rice, people have changed traditional fish varieties into special and excellent fish varieties. 展开更多
关键词 The Program of Fish Culture in rice fields has been developed in Zhejiang Province
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Integration system research and development for three-dimensional laser scanning information visualization in goaf 被引量:1
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作者 罗周全 黄俊杰 +2 位作者 罗贞焱 汪伟 秦亚光 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2016年第7期1985-1994,共10页
An integration processing system of three-dimensional laser scanning information visualization in goaf was developed. It is provided with multiple functions, such as laser scanning information management for goaf, clo... An integration processing system of three-dimensional laser scanning information visualization in goaf was developed. It is provided with multiple functions, such as laser scanning information management for goaf, cloud data de-noising optimization, construction, display and operation of three-dimensional model, model editing, profile generation, calculation of goaf volume and roof area, Boolean calculation among models and interaction with the third party soft ware. Concerning this system with a concise interface, plentiful data input/output interfaces, it is featured with high integration, simple and convenient operations of applications. According to practice, in addition to being well-adapted, this system is favorably reliable and stable. 展开更多
关键词 GOAF laser scanning visualization integration system 1 Introduction The goaf formed through underground mining of mineral resources is one of the main disaster sources threatening mine safety production [1 2]. Effective implementation of goaf detection and accurate acquisition of its spatial characteristics including the three-dimensional morphology the spatial position as well as the actual boundary and volume are important basis to analyze predict and control disasters caused by goaf. In recent years three-dimensional laser scanning technology has been effectively applied in goaf detection [3 4]. Large quantities of point cloud data that are acquired for goaf by means of the three-dimensional laser scanning system are processed relying on relevant engineering software to generate a three-dimensional model for goaf. Then a general modeling analysis and processing instrument are introduced to perform subsequent three-dimensional analysis and calculation [5 6]. Moreover related development is also carried out in fields such as three-dimensional detection and visualization of hazardous goaf detection and analysis of unstable failures in goaf extraction boundary acquisition in stope visualized computation of damage index aided design for pillar recovery and three-dimensional detection
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Hap1型棉蚜在5种春季杂草上的生长发育情况 被引量:1
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作者 鲍安 杨心怡 +4 位作者 苏宏华 周福才 景田兴 杨益众 张帅 《植物保护》 CAS CSCD 北大核心 2023年第1期187-192,261,共7页
棉蚜Aphis gossypii Glover是重要的棉花Gossypium hirsutum和葫芦科蔬菜害虫,严重影响寄主植物的生长发育、产量和品质。棉蚜在冬季寄主上产卵越冬,早春孵化后进行寄主转移扩散。阿拉伯婆婆纳Veronica persica、猪殃殃Galium spurium... 棉蚜Aphis gossypii Glover是重要的棉花Gossypium hirsutum和葫芦科蔬菜害虫,严重影响寄主植物的生长发育、产量和品质。棉蚜在冬季寄主上产卵越冬,早春孵化后进行寄主转移扩散。阿拉伯婆婆纳Veronica persica、猪殃殃Galium spurium、飞蓬Erigeron canadensis等是早春时期的优势杂草,可能是棉蚜向棉花转移过程中的中间寄主。本试验选用Hap1型棉蚜,记录其取食棉花以及阿拉伯婆婆纳、猪殃殃、飞蓬、荠菜Capsella bursa-pastoris、飞廉Carduus nutans等5种早春优势杂草时的生长发育、产仔量等数据,并通过计算、对比各组的生命表参数,从而得出Hap1型棉蚜在此5种春季杂草上的适合度。试验表明,Hap1型棉蚜在不同寄主上的若虫发育历期及各龄若虫的发育时间存在明显差异。相较于取食棉花叶片的Hap1型棉蚜,取食杂草的棉蚜总生殖前期缩短0.2~0.9 d,每雌生殖力最多减少50%。Hap1型棉蚜取食5种杂草及棉花的生命表参数显示,Hap1型棉蚜最适寄主为棉花,寿命比取食杂草高0.4~0.9倍。Hap1型棉蚜在杂草上能建立种群,内禀增长率高于0.29。Hap1型棉蚜在取食荠菜时体型最大,其平均体长可达1 100μm以上,取食其余4种杂草的棉蚜平均体长与取食棉花叶片的棉蚜没有显著差异。体宽方面除了取食飞蓬叶片的棉蚜较小以外,其余均无明显差别。本研究证实春季杂草可以作为Hap1型棉蚜的寄主,可能是棉花苗蚜的重要虫源地。研究结果对于揭示棉蚜寄主间转移规律,制定棉花苗蚜防治策略具有重要的意义。 展开更多
关键词 早春棉田 杂草 寄主 生命表 发育历期
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苦豆子资源开发现状及前景初探 被引量:54
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作者 李爱华 孙兆军 《宁夏大学学报(自然科学版)》 CAS 2000年第4期354-356,共3页
较全面地论述了豆科植物苦豆子在我国的分布、生物学特性、化学成分及其在医药、农药、饲料、环保等领域的开发现状及应用前景 .
关键词 苦豆子 开发前景 豆科 资源开发 化学成分 资源分布 生物学特性
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松辽残留地台区成因机制研究 被引量:3
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作者 李志安 张博闻 钟建华 《大地构造与成矿学》 EI CAS CSCD 1997年第2期124-128,共5页
本文在讨论松辽残留地台区特征的基础上,根据松辽地台区地幔流场的演变历史及热流演化特征,探讨了该区的成因机制。
关键词 松辽残留地台 地幔热流 成因机制 热流演化 地台
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烟田重要杂草不同生活阶段的发育起点与有效积温研究 被引量:17
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作者 陈乾锦 陈家骅 +2 位作者 杨建全 官宝斌 张玉珍 《江西农业大学学报》 CAS CSCD 2001年第2期186-188,共3页
研究了烟田重要杂草稗草、两栖蓼、马唐、雀舌草和莎草的萌发生长与出草的起点温度和有效积温。结果表明 ,从吸胀到露白、萌发与出草阶段稗草、两栖蓼、马唐、雀舌草、莎草的起点温度与有效积温分别为 6 .0 5、3.5 0、1.49、3.6 5、3 .9... 研究了烟田重要杂草稗草、两栖蓼、马唐、雀舌草和莎草的萌发生长与出草的起点温度和有效积温。结果表明 ,从吸胀到露白、萌发与出草阶段稗草、两栖蓼、马唐、雀舌草、莎草的起点温度与有效积温分别为 6 .0 5、3.5 0、1.49、3.6 5、3 .93℃与 42 .34、5 3 .13、12 5 .96、47.6 9、78.2 9日度 ,7.73、8.2 3、6 .78、7.86、7.86℃与 46 .0 1、46 .96、5 6 .97、39.72、39.0 7日度 ,7.49、6 .5 1、6 .70、6 .83、6 .96℃与 5 0 .18、5 7.31、77.92、6 0 .2 0、5 1. 展开更多
关键词 发育起点温度 有效积温 生活阶段历期
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孤东油田化学防砂 被引量:19
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作者 郑伟林 黄煦 +2 位作者 王文凯 李群 王海翠 《油田化学》 CAS CSCD 北大核心 2002年第3期287-292,共6页
孤东油田砂岩油藏胶结疏松 ,油水井出砂严重 ,自上世纪 80年代以来 ,开发并应用了适合不同开发阶段的一系列化学防砂方法 ,即酚醛溶液地下合成防砂、脲酚树脂溶液防砂、干水泥砂防砂、酚醛树脂涂敷砂防砂、低温涂敷砂防砂、轻质涂敷砂... 孤东油田砂岩油藏胶结疏松 ,油水井出砂严重 ,自上世纪 80年代以来 ,开发并应用了适合不同开发阶段的一系列化学防砂方法 ,即酚醛溶液地下合成防砂、脲酚树脂溶液防砂、干水泥砂防砂、酚醛树脂涂敷砂防砂、低温涂敷砂防砂、轻质涂敷砂防砂、复合砂防砂、固结砂防砂、LS 1固液两相材料防砂等 9种方法 ,介绍了每一种防砂方法的原理、选井条件、工艺技术特点。 展开更多
关键词 孤东油田 化学防砂 工艺技术 疏松砂岩油藏 发展史 综述
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