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大规模软件系统日志研究综述 被引量:37
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作者 廖湘科 李姗姗 +3 位作者 董威 贾周阳 刘晓东 周书林 《软件学报》 EI CSCD 北大核心 2016年第8期1934-1947,共14页
规范和充分的日志是良好代码质量的必要因素,也是软件故障诊断的重要手段.然而,代码的质量管理受限于大规模软件代码的高复杂程度,目前,利用日志信息进行软件故障重现和诊断的难度大、效率低.从日志特征分析、基于日志的故障诊断、日志... 规范和充分的日志是良好代码质量的必要因素,也是软件故障诊断的重要手段.然而,代码的质量管理受限于大规模软件代码的高复杂程度,目前,利用日志信息进行软件故障重现和诊断的难度大、效率低.从日志特征分析、基于日志的故障诊断、日志的增强这3个方面综述了日志研究的现状.通过对几种常用的大规模开源软件的日志进行调研,发现了一些日志相关的特征和规律以及现有工具难以解决的问题.最后,对未来的研究工作进行了展望,并分析了可能面对的挑战. 展开更多
关键词 系统日志 特征分析 故障诊断 日志增强
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基于自动机器学习的测井曲线重构技术
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作者 范翔宇 孟凡 +4 位作者 邓娟 赵鹏斐 廖思岚 陈雁 张千贵 《天然气工业》 EI CAS CSCD 北大核心 2024年第9期38-54,共17页
测井曲线在获取地下储层和油气信息时常因仪器故障、井眼垮塌等因素,导致部分井段测井曲线缺失或失真。相较于传统的经验模型和多元回归分析的测井曲线重构方法,机器学习可以更好地重构测井曲线、精准表征曲线之间复杂的非线性关系,但... 测井曲线在获取地下储层和油气信息时常因仪器故障、井眼垮塌等因素,导致部分井段测井曲线缺失或失真。相较于传统的经验模型和多元回归分析的测井曲线重构方法,机器学习可以更好地重构测井曲线、精准表征曲线之间复杂的非线性关系,但其仍存在普适性差、试错成本高和自动化程度低等问题。为此,以数据处理与特征工程、模型选择与调优、模型保存与预测、模型解释与公平性检验为技术流程,将自动控制技术应用于多模型选择与超参数调优过程中,配合数据预处理和可视化后处理手段,形成了一种基于自动机器学习的测井曲线重构工作流构建方法,并在生产中进行了验证。研究结果表明:(1)自动机器学习中,基于树的贝叶斯优化搜索可以兼顾预测性能和计算效率的平衡;(2)多模型的选择优于单一模型,可解释性分析和公平性检验可以指导模型选择,保证模型的泛化性;(3)加入地质分层和岩屑录井的非数值信息,有助于进一步提升预测的精度;(4)缺失值处理和标准化方法的选择会对模型性能产生一定的影响。结论认为:(1)相比于传统的机器学习方法,自动机器学习能够更好地发挥多模型选择与优化调参的潜能,自动化地寻找适应于研究目标的模型;(2)自动机器学习在提升精度和效率的同时降低了人工干预和试错成本,使机器学习方法能够更好地应用于石油地质勘探领域的各类预测任务。 展开更多
关键词 测井曲线 曲线重构 自动机器学习 特征工程 模型选择
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Evaluation of formation susceptibility and sand production potential in an offshore field,Niger Delta Basin,Nigeria
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作者 David O.Ubuara Yinka A.Olayinka +1 位作者 Godwin O.Emujakporue Geoffrey C.Soronnadi-Ononiwu 《Energy Geoscience》 EI 2024年第1期1-11,共11页
Wellbore instability and sand production are all common challenges in the Niger Delta oil province,resulting in high drilling and production cost as well as damage to oil facilities.The vulnerability of lithologic for... Wellbore instability and sand production are all common challenges in the Niger Delta oil province,resulting in high drilling and production cost as well as damage to oil facilities.The vulnerability of lithologic formations to wellbore instability and resultant sand production is investigated in the four delineated reservoirs of the“Areo”field,western part of Niger Delta Basin.The foundation for establishing the geomechanical properties in this study was a 1-dimensional mechanical earth model,using gamma ray(GR),density(RHOB),compressional slowness(DTC),and shear slowness(DTS)logs.Within the Areo oil field,two wells(well 001 and well 002)were correlated.The evaluated formations are still primarily composed of compacted shale and unconsolidated sandstone,with reservoir sand units exhibiting lower elastic and rock strength properties than shale units.High compressibility and porosity make sand more brittle,while low compressibility and porosity make shale stiffer due to high moduli.The maximum force that can be applied to a shale unit without causing it to fail is 17.23 MPa,which is the maximum average rock strength of the shale.It means that shale requires more vertical stress or pressure than sand does in order to deform it(15.06 MPa).The three sand prediction approaches used in the analysis of sand production predictions have cut-off values that are higher than the average values of the formations.The Schlumberger sand production index method(S/I)indicates that the reservoir has potential for sand influx in the two wells,with the average of the four reservoirs studied in wells 001 and 002 being 1.551012 psi and 1.141012 psi respectively.However,when a formation's sand production index is less than 1.241012 psi,as it is in this study,the formation is likely to produce sand.These findings support the notion that the defined sandstone units are highly unconsolidated and have a high potential for producing sands;therefore,sand control techniques must be factored into process optimization and cost reduction plan 展开更多
关键词 Wireline log Stress Geo-mechanicanical characterization Sand prediction Niger delta
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东营凹陷北部砂砾岩储层描述方法 被引量:29
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作者 马丽娟 何新贞 +1 位作者 孙明江 王琳 《石油物探》 EI CSCD 2002年第3期354-358,共5页
东营凹陷北部陡坡带是砂砾岩体发育地区。断层的活动使砂砾岩体构造复杂,储层非均质性突出,增加了储层描述和预测的难度。利用钻井、测井及地震等方法综合研究砂砾岩储层的发育规律;结合测井约束反演技术,以测井分析为基础,提出了基于... 东营凹陷北部陡坡带是砂砾岩体发育地区。断层的活动使砂砾岩体构造复杂,储层非均质性突出,增加了储层描述和预测的难度。利用钻井、测井及地震等方法综合研究砂砾岩储层的发育规律;结合测井约束反演技术,以测井分析为基础,提出了基于自然电位重构声波和实测声波两次反演,联合进行储层预测的方法,不但提高了测井约束反演的精度,而且大大地提高了砂体的分辨率,解决了灰质泥岩速度接近砂岩速度时对单砂体描述的地质难题。利用反演波阻抗资料对砂砾岩体进行描述及预测,提高了钻探成功率。 展开更多
关键词 东营凹陷 砂砾岩 储层描述方法 沙河街组 测井约束反演 油藏描述
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Integrated petrophysical log characterization for tight carbonate reservoir effectiveness: A case study from the Longgang area, Sichuan Basin, China 被引量:3
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作者 Deng Shaogui Wang Yang +2 位作者 Hu Yunyun Ge Xinmin He Xuquan 《Petroleum Science》 SCIE CAS CSCD 2013年第3期336-346,共11页
Ultra-low porosity and permeability, inhomogeneous fracture distribution, and complex storage space together make the effectiveness evaluation of tight carbonate reservoirs difficult. Aiming at the carbonate reservoir... Ultra-low porosity and permeability, inhomogeneous fracture distribution, and complex storage space together make the effectiveness evaluation of tight carbonate reservoirs difficult. Aiming at the carbonate reservoirs of the Da'anzhai Formation in the Longgang area of the Sichuan Basin, based on petrophysical experiments and logging response characteristics, we investigated the storage properties of matrix pores and the characteristics of fracture development to establish a method for the characterization of effectiveness of tight reservoirs. Mercury injection and nuclear magnetic resonance (NMR) experiments show that the conventional relationship between porosity and permeability cannot fully reflect the fluid flow behavior in tight matrix pores. Under reservoir conditions, the tight reservoirs still possess certain storage space and permeability, which are controlled by the characteristic structures of the matrix porosity. The degree of fracture development is crucial to the productivity and quality of tight reservoirs. By combining the fracture development similarity of the same type of reservoirs and the fracture development heterogeneity in the same block, a three-level classification method of fracture development was established on the basis of fracture porosity distribution and its cumulative features. According to the actual production data, based on the effectiveness analysis of the matrix pores and fast inversion of fracture parameters from dual laterolog data, we divided the effective reservoirs into three classes: Class I with developed fractures and pores, and high-intermediate productivity; Class II with moderately developed fractures and pores or of fractured type, and intermediate-low productivity; Class III with poorly developed fractures and matrix pores, and extremely low productivity. Accordingly log classification standards were set up. Production data shows that the classification of effective reservoirs is highly consistent with the reservoir productivity level, providing a new ap 展开更多
关键词 Matrix porosity fracture porosity reservoir effectiveness reservoir classification petrophysical log characterization
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多井测井储层表征技术在八面河油田中的应用 被引量:5
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作者 马晓昌 崔勇 赵澄林 《石油与天然气地质》 EI CAS CSCD 北大核心 1999年第2期152-154,163,共4页
多井测井储层表征技术是将储层地质学与测井技术相结合的一门新兴技术,具有多信息、完整表征储层三维地质特征的优点。通过对八面河油田GB8X2断块油藏不同井别测井资料的标准化,依据取芯井资料建立了储层测井解释模型。在此基... 多井测井储层表征技术是将储层地质学与测井技术相结合的一门新兴技术,具有多信息、完整表征储层三维地质特征的优点。通过对八面河油田GB8X2断块油藏不同井别测井资料的标准化,依据取芯井资料建立了储层测井解释模型。在此基础上,研究储层岩性、物性的平面变化特征,并编制高精度的构造图,进而识别出低阻油层。以此为指导,可以在细分储层单元的基础上对储层流体进行动态预测,达到寻找剩余油的目的。应用此项技术在济阳坳陷东营凹陷八面河油田识别低阻油层、寻找剩余油富集区取得了成功,累计新增探明储量248×104t,增加可采储量50×104t。 展开更多
关键词 测井 储集层 表征技术 多井测井
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应用随机反演改善储层表征的过程(英文) 被引量:4
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作者 Sergio Sacani Sancevero Armando Zaupa Remacre Evaldo Cesario Mundim Rodrigo de Souza Portugal 《地学前缘》 EI CAS CSCD 北大核心 2008年第1期187-195,共9页
为了适当地完成储层表征的过程,一个有效的方法就是把现场所有可以利用的信息融合成一个一致性的模型。在实际生产中实现这种融合并非简单的任务,所以有必要运用如地震反演等特殊方法。应用地震反演可以使测井数据和地震数据的有效结合... 为了适当地完成储层表征的过程,一个有效的方法就是把现场所有可以利用的信息融合成一个一致性的模型。在实际生产中实现这种融合并非简单的任务,所以有必要运用如地震反演等特殊方法。应用地震反演可以使测井数据和地震数据的有效结合成为可能,并且可以得到一个模型,该模型在预测过程中可通过流体数字模拟来验证。地震反演可以通过多种方法进行,主要分为两大类:一类是确定性方法(其代表是回归反演和约束稀疏脉冲反演),另一类是随机方法(其代表是地质统计学反演)。在本次研究中,通过随机反演结果和确定性反演结果的对比展示了随机反演是如何改进储层表征过程的。事实上,随机反演,可以运用较高的采样率(和储层模型的网格大小相接近),来产生一个更可靠的模型。随机反演的另一个好处就是随机方法可产生一些基本的统计测量值来改进解释精度,并且在储层表征过程中能生成大量的实现,从而使储层模型的不确定性研究成为可能。 展开更多
关键词 随机反演 井震结合 储层表征
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珠江口盆地礁灰岩储层特征精细表征 被引量:3
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作者 谢日彬 李海涛 +2 位作者 杨勇 刘远志 曲长伟 《西南石油大学学报(自然科学版)》 CAS CSCD 北大核心 2021年第2期23-35,共13页
珠江口盆地L油田礁灰岩储层中裂缝及溶孔发育,储层非均质性强,给储层评价及油田生产带来了极大困难。随钻电阻率成像测井能够提供高分辨率电阻率图像,能够准确把握储层沉积和构造特征。将随钻高分辨率电阻率成像测井引入对礁灰岩岩石类... 珠江口盆地L油田礁灰岩储层中裂缝及溶孔发育,储层非均质性强,给储层评价及油田生产带来了极大困难。随钻电阻率成像测井能够提供高分辨率电阻率图像,能够准确把握储层沉积和构造特征。将随钻高分辨率电阻率成像测井引入对礁灰岩岩石类型判别、裂缝精细评价、次生溶蚀综合分析及产能主控因素研究中。结果表明,高分辨电阻率成像技术能够准确分辨礁灰岩储层的岩石类型,精确评价储层裂缝类型及裂缝特征,并对次生溶蚀进行了定性及定量精细分析。最后综合所有电阻率成像解释成果探讨了礁灰岩储层产能的主控因素,相关评价结果与油田的生产和控水技术的作业认识吻合。随钻高分辨率电阻率成像的综合分析应用,既能够达到储层精细表征的目的,又为L油田调整井控水设计提供了强有力的依据,并对同类油藏储层精细描述具有较大的推广价值。 展开更多
关键词 礁灰岩 随钻成像测井 储层特征 精细表征 珠江口盆地
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Valuations on Concave Functions and Log-Concave Functions
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作者 LIU Lijuan 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2019年第6期479-484,共6页
Recently, the theory of valuations on function spaces has been rapidly growing. It is more general than the classical theory of valuations on convex bodies. In this paper, all continuous, SL(n) and translation invaria... Recently, the theory of valuations on function spaces has been rapidly growing. It is more general than the classical theory of valuations on convex bodies. In this paper, all continuous, SL(n) and translation invariant valuations on concave functions and log-concave functions are completely classified, respectively. 展开更多
关键词 VALUATIONS CONCAVE FUNCTIONS log-CONCAVE FUNCTIONS characterization THEOREM
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Shale Gas Characterization of Sembar Formation, Khipro Area, Pakistan
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作者 Muhammad Sohail Khan Zainab Bibi 《International Journal of Geosciences》 2016年第8期1009-1019,共12页
This study pertains to the evaluation of shale gas and rock physics properties of this area with respect to its total organic content of Sember Formation, Khiproarea, Pakistan. We use well logs data for this study. Th... This study pertains to the evaluation of shale gas and rock physics properties of this area with respect to its total organic content of Sember Formation, Khiproarea, Pakistan. We use well logs data for this study. The Khipro area is prominent in the Lower Indus Basin for its hydrocarbon (oil and gas) structural traps. In shale gas evaluation, TOC of Sember Formation is estimated. The analysis has been done with the help of the wire line data of the well Bilal North-01. The presence of shale gas in the study area is analyzed with the help of different techniques. Rock physics and petrophysical analysis have been done in order to get the properties of the area related to the shale gas evaluation. 展开更多
关键词 Shale Gas Reservoir characterization Well log Response in Shale Gas Methods to Compute TOC Rock Physics Model for Shale Gas
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