多点统计地质建模技术研究进展与应用*

多点统计地质建模技术自提出至今已有20余年的历史,已经成为储集层地质建模的国际前沿研究方向,在理论和应用研究方面都取得了长足进展。以多点统计地质建模技术的发展历程为主线,以多点统计地质建模技术的技术进展为核心,论述了多点统计地质建模技术的研究进展,对主要的多点统计地质建模方法进行了分类,系统讨论了具有发展潜力的多点统计地质建模方法的原理、特点以及存在的问题,并以扎格罗斯盆地孔隙型碳酸盐岩油藏S油藏为例进行了应用研究,对比了多点统计模拟与序贯指示模拟的优劣。研究表明,多点统计模拟在复杂的相模拟方面,较序贯指示模拟具有明显的优势;基于图型的Dispat方法采用图型替换数据事件的策略,使相的分布规律更符合地质学家的地质认识。这一认识为孔隙型碳酸盐岩油藏建模提供了一种新思路,对类似油藏的地质建模具有借鉴作用。     

稠油油藏井间泥岩夹层对双水平井SAGD开发效果的影响

为定量描述稠油油藏蒸汽辅助重力泄油(SAGD)开采过程中注采井间夹层对双水平井泄油通道与开发效果的影响,针对新疆油田A区块,利用CMG数值模拟软件建立了表征SAGD注采井间夹层的数值模拟模型,对注采井间存在不同大小、间距及物性夹层情况下的SAGD蒸汽腔发育形态与开发效果进行对比,得到了稠油油藏夹层非均质影响SAGD开发的临界特征参数。矿场实际的非均质SAGD井组夹层展布特征、蒸汽腔发育特征及生产效果对比结果表明,得到的结论与矿场实践一致,因此可用于指导并实现经济、高效的稠油油藏双水平井SAGD开发。     

Multiple-Point Simulation with an Existing Reservoir Model as Training Image

The multiple-point simulation (MPS) method has been increasingly used to describe the complex geologic features of petroleum reservoirs. The MPS method is based on multiple-point statistics from training images that represent geologic patterns of the reservoir heterogeneity. The traditional MPS algorithm, however, requires the training images to be stationary in space, although the spatial distribution of geologic patterns/features is usually nonstationary. Building geologically realistic but statistically stationary training images is somehow contradictory for reservoir modelers. In recent research on MPS, the concept of a training image has been widely extended. The MPS approach is no longer restricted by the size or the stationarity of training images; a training image can be a small geometrical element or a full-field reservoir model. In this paper, the different types of training images and their corresponding MPS algorithms are first reviewed. Then focus is placed on a case where a reservoir model exists, but needs to be conditioned to well data. The existing model can be built by process-based, object-based, or any other type of reservoir modeling approach. In general, the geologic patterns in a reservoir model are constrained by depositional environment, seismic data, or other trend maps. Thus, they are nonstationary, in the sense that they are location dependent. A new MPS algorithm is proposed that can use any existing model as training image and condition it to well data. In particular, this algorithm is a practical solution for conditioning geologic-process-based reservoir models to well data.     

泥质薄夹层不同参数对油砂SAGD 开发效果的影响

泥质夹层对油砂SAGD的开发效果具有一定影响。以加拿大麦凯河某区块为研究对象,利用数值模拟手段,对位于注入井上方和注采井间的泥质薄夹层进行表征,模拟对比了泥质薄夹层的位置、延展长度、渗透率、厚度以及条数对SAGD开发效果的影响,得到了油砂SAGD开发的泥质薄夹层的临界参数。研究表明,泥质薄夹层位于注入井上方时对SAGD开发效果影响较小,位于注采井间时有不利影响,且越靠近生产井,蒸汽腔发育越晚,累产油量越低。注采井间泥质薄夹层超过7条、延展长度超过20 m时蒸汽腔几乎不发育,而渗透率与厚度对SAGD开发效果影响不明显。因此油砂SAGD布井时注采井间应尽量避开泥质薄夹层,从而有效降低泥质薄夹层对SAGD的影响。该研究结果,对于指导油砂SAGD部署、规避地质风险、实现SAGD高效开发具有重要指导意义。     

鄂尔多斯盆地北部山西组页岩沉积相及其对页岩储层的控制作用

鄂尔多斯盆地北部山西组页岩气储层与煤层共生,页岩有机质含量较高,具有较大的资源勘探潜力。为精细表征控制山西组页岩储层分布的沉积微相,根据测井数据、录井数据、岩芯观察描述、薄片分析、粒度分析、X射线衍射全岩分析以及总有机碳含量(TOC),研究了山西组页岩储层岩相与沉积微相类型,在山西组识别出(灰)黑色碳质页岩、(灰)黑色含碳质页岩、(灰)黑色含碳质(粉)砂质页岩、(深)灰色含碳质页岩、(深)灰色页岩、(深)灰色(粉)砂质页岩和含钙质页岩7种岩相。这些岩相沉积在富植沼泽、贫植沼泽、三角洲平原分流间洼地、曲流河河间洼地、天然堤与决口扇远端微相环境,其中富植沼泽、贫植沼泽与成煤的泥炭沼泽、泥炭坪环境比邻共生,且在山二段时期更发育。富植沼泽和贫植沼泽微相控制了具有较高TOC的(灰)黑色碳质页岩、(灰)黑色含碳质页岩、(灰)黑色含碳质(粉)砂质页岩和(深)灰色含碳质页岩的分布,是控制山西组页岩储层分布的有利微相。     

A fully coupled numerical modeling to investigate the role of rock thermo-mechanical properties on reservoir uplifting in steam assisted gravity drainage

One of the crucial consequences of steam assisted gravity drainage (SAGD) process is abnormal reservoir uplifting under thermal steam injection, which can significantly influence the reservoir rock deformation, specifically thin bed reservoirs and causes intensive failures and fractures into the cap rock formations. A thorough understanding of the influences of rock thermo-mechanical properties on reservoir uplifting plays an important role in preventing those aforementioned failures within design and optimization process in SAGD. In addition, coupling of reservoir porous medium and flowing of specific fluid with temperature as an additional degree of freedom with initial pore pressure and in-situ stress condition, are also very challenging parts of geomechanical coupled simulation which would be clearly explained. Thus, a fully coupled thermo-poro-elastic geomechanical model with finite element codes was performed in ABAQUS to investigate the role of rock thermo-mechanical parameters on reservoir vertical uplift during steam injection. It is clearly observed that, any increase in rock thermo-mechanical properties specifically rock’s thermal properties such as specific heat, thermal expansion, and formation’s thermal conductivity, have significant influences on reservoir uplift. So by coupling the temperature as an additional degree of freedom with the coupled pore-fluid stress and diffusion finite element model of SAGD process, the more realistic simulation will be conducted; hence, the errors related to not having heat as an additional degree of freedom will be diminished. In addition, Young’s modulus and specific heat are the rock thermo-mechanical parameters which have the maximum and minimum effects on the reservoir uplift, respectively.     

非常规油气藏地质建模与数值模拟一体化技术研究

非常规油气藏地质建模与数值模拟是通过对地质、地震、油藏综合研究,建立储层精细地质模型。首先建立构造模型,同时运用地震反演的成果结合单井岩相数据建立岩相模型,利用钻井泥浆漏失、油气田和单井的实际生产情况和微地震监测,描述油气藏内发育的天然裂缝和人工压裂裂缝,最终利用岩相模型控制建立孔隙度和饱和度等属性模型,为数值模拟提供能够反映与实际地质情况相符的三维油气藏粗化地质模型。在此模型的基础上,进行生产历史拟合、产量预测,并制定合理的开发方案。     

渤海湾盆地东营凹陷碎屑流主控型深水体系沉积过程及模式

【研究目的】碎屑流是深水环境沉积物搬运和分散的重要机制,其相关的砂岩储层是含油气盆地重要的勘探目标,然而,与经典浊流及浊积系统相比,对碎屑流主控型深水体系的发育规律目前仍知之甚少。【研究方法】本文基于岩心、测井及全三维地震资料,通过系统的岩心观察描述、测井及地震资料解释,对渤海湾盆地东营凹陷始新统沙三中亚段深水体系沉积过程及模式开展研究。【研究结果】结果表明,沙三中深水体系发育九种异地搬运岩相,可概括为四大成因类型,反映了块体及流体两种搬运过程。岩相定量统计表明,该深水体系主要由碎屑流沉积构成,浊流沉积很少,碎屑流中又以砂质碎屑流为主。重力流在搬运过程中经历了滑动、滑塌、砂质碎屑流、泥质碎屑流及浊流等5个阶段演变,发育5类主要的深水沉积单元,包括滑动体、滑塌体、碎屑流水道、碎屑流朵体及浊积薄层砂。从发育规模及储层物性上,砂质碎屑流水道、朵体及砂质滑动体构成了本区最重要的深水储层类型。【结论】认为沙三中时期充足的物源供给、三角洲前缘高沉积速率、断陷期频繁的断层活动以及较短的搬运距离是碎屑流主控型深水体系形成及演化的主控因素,最终基于沉积过程、沉积样式及盆地地貌特征综合建立了碎屑流主控型深水体系沉积模式。本研究将进一步丰富深水沉积理论,为陆相深水储层预测提供借鉴。     

基于精细岩相约束的致密低渗储层参数建模研究——以红河油田92井区长812致密砂岩储层为例

鄂尔多斯盆地红河油田属于低孔、超低渗岩性油气藏.红河油田长8储层主要发育辫状河三角洲前缘水下分流河道和分流间湾两种沉积微相，并且在水下分流河道沉积微相中储层参数变化范围大，非均质性强，用常规的单一沉积相控建模方法无法对储层参数空间分布的非均质性进行充分表征.为了精确描述其储层参数及展布特征，以红河油田92井区长8₁²致密砂岩储层为例，在地质、岩心、测井等资料的基础上，应用基于精细岩相约束的储层参数建模方法建立了研究区三维地质模型，即先用沉积相发育模式约束建立沉积微相模型，再对水下分流河道沉积微相进行岩相细分，在沉积微相模型和不同岩相概率体的双重控制下建立岩相模型，然后以岩相模型为约束建立储层参数模型.结果表明，该方法建立的储层参数模型具有较高的可靠性，与地质认识符合较好，为该区油藏数值模拟提供了精确的地质模型，并为研究区下一步开发方案调整提供了地质依据.     

川中广安地区上三叠统须家河组岩相组合与沉积特征

根据露头剖面、钻测井资料,分析和总结了川中广安地区上三叠统须家河组(T3x,原称香溪群)的岩相组合、沉积特征及有利储层评价。研究区内须家河组可识别出11种岩相类型、7种岩相组合。川中广安地区在须家河组沉积时期,主要发育了湖泊沉积体系和3个三角洲沉积体系,三角洲砂体以三角洲平原辫状河道与三角洲前缘水下分支河道微相的正韵律砂体叠置发育为特征,三角洲体系中的主干河道叠置带明显控制了有利储层的平面分布,三角洲平原-前缘的过渡区为最有利储层的发育区。     

基于精细岩相约束的致密低渗储层参数建模研究——以红河油田92井区长812致密砂岩储层为例

鄂尔多斯盆地红河油田属于低孔、超低渗岩性油气藏.红河油田长8储层主要发育辫状河三角洲前缘水下分流河道和分流间湾两种沉积微相,并且在水下分流河道沉积微相中储层参数变化范围大,非均质性强,用常规的单一沉积相控建模方法无法对储层参数空间分布的非均质性进行充分表征.为了精确描述其储层参数及展布特征,以红河油田92井区长8₁²致密砂岩储层为例,在地质、岩心、测井等资料的基础上,应用基于精细岩相约束的储层参数建模方法建立了研究区三维地质模型,即先用沉积相发育模式约束建立沉积微相模型,再对水下分流河道沉积微相进行岩相细分,在沉积微相模型和不同岩相概率体的双重控制下建立岩相模型,然后以岩相模型为约束建立储层参数模型.结果表明,该方法建立的储层参数模型具有较高的可靠性,与地质认识符合较好,为该区油藏数值模拟提供了精确的地质模型,并为研究区下一步开发方案调整提供了地质依据.     

Waterflooding optimization with the INSIM-FT data-driven model

In a recent paper, we developed a physics-based data-driven model referred to as INSIM-FT and showed that it can be used for history matching and future reservoir performance predictions even when no prior geological model is available. The model requires no prior knowledge of petrophysical properties. In this work, we explore the possibility of using INSIM-FT in place of a reservoir simulation model when estimating the well controls that optimize water flooding performance where we use the net present value (NPV) of life-cycle production as our cost (objective) function. The well controls are either the flowing bottom-hole pressure (BHP) or total liquid rates at injectors and producers on the time intervals which represent the prescribed control steps. The optimal well controls that maximize NPV are estimated with an ensemble-based optimization algorithm using the history-matched INSIM-FT model as the forward model. We compare the optimal NPV obtained using INSIM-FT as the forward model with the estimate of the optimal NPV obtained using the correct full-scale reservoir simulation model when performing waterflooding optimization.     

超稠油油藏溶剂辅助蒸汽重力泄油室内实验研究

以国内某超稠油油藏为基础,应用二维物理模拟装置开展了蒸汽辅助重力泄油(SAGD)对比实验,研究了溶剂辅助SAGD技术对SAGD蒸汽腔发育特征、原油产量以及采收率的影响。研究结果表明,溶剂辅助SAGD中,溶剂以液相和气相共同存于油藏中,溶剂浓度越高,气相组分含量越高;溶剂中的气相组分在油藏中可以减少蒸汽在上覆岩层的热损失,提高蒸汽腔垂向扩展均匀性;合理溶剂浓度下,溶剂辅助SAGD可以显著提高峰值产量;低浓度溶剂辅助SAGD的单位原油产量的能耗明显低于纯蒸汽SAGD。实验结果表明,低浓度溶剂辅助SAGD对于开采超稠油油藏具有较大的应用潜力。     

渤中25-1油田沙三段重力流沉积模式及油气地质意义

运用最新重力流沉积理论,以钻井岩芯、地震资料为基础,系统研究了渤海海域渤中25-1油田沙三段重力流沉积特征、类型、岩相组合、砂体空间展布特征以及沉积模式。结果表明,研究区主要发育滑塌重力流、砂质碎屑流、浊流3种重力流沉积类型,并构成5种典型的岩相组合,包括湖相细粒沉积与滑塌重力流组合（MS）、砂质碎屑流与滑塌重力流组合（DS）、砂质碎屑流与浊流组合（DT）、浊流与砂质碎屑流组合（TD）、湖相细粒沉积与浊流组合（MT）。研究区重力流沉积具有"源-坡-断-流"联控的"滑塌-砂质碎屑流-浊流"沉积过程与发育模式,其中砂质碎屑流砂体呈舌状体分布,浊流砂体则具有朵状体形态特征。储层综合评价表明,砂质碎屑流砂体粒度粗、宽厚比小、泥质含量低、物性好,是优质的重力流储层类型。对不同重力流类型沉积特征、展布形态以及储层性质的精细研究,对深水优质砂岩储层的预测具有重要的指导意义。     

火山岩气藏储层岩相特征及其对储层物性的影响——以徐深气田徐东地区白垩系营城组一段火山岩为例

为了有效预测和开发火山岩气藏储层,以徐深气田徐东地区营城组一段为例,对火山岩岩相特征及其对储层物性的影响进行了分析。在火山岩岩石类型划分基础上,结合地质、测井和地震资料综合分析,识别火山岩体。在火山体内通过单井、剖面和平面地震相、火山岩相特征分析,将研究区火山岩相划分为爆发相、溢流相等5种类型和溅落亚相等16种亚相类型。结果表明,火山岩岩性及其组合是划分火山岩岩相的基础,而火山岩相的空间展布又控制着火山岩气藏有利储层的分布。溢流相顶部、上部和下部亚相、爆发相溅落亚相和空落亚相、侵出相中带、外带亚相和火山通道相的火山颈亚相等为优质储集体发育部位。     

History matching of approximated lithofacies models under uncertainty

In history matching of lithofacies reservoir model, we attempt to find multiple realizations of lithofacies configuration that are conditional to dynamic data and representative of the model uncertainty space. This problem can be formalized in the Bayesian framework. Given a truncated Gaussian model as a prior and the dynamic data with its associated measurement error, we want to sample from the conditional distribution of the facies given the data. A relevant way to generate conditioned realizations is to use Markov chains Monte Carlo (MCMC). However, the dimensions of the model and the computational cost of each iteration are two important pitfalls for the use of MCMC. Furthermore, classical MCMC algorithms mix slowly, that is, they will not explore the whole support of the posterior in the time of the simulation. In this paper, we extend the methodology already described in a previous work to the problem of history matching of a Gaussian-related lithofacies reservoir model. We first show how to drastically reduce the dimension of the problem by using a truncated Karhunen-Loève expansion of the Gaussian random field underlying the lithofacies model. Moreover, we propose an innovative criterion of the choice of the number of components based on the connexity function. Then, we show how we improve the mixing properties of classical single MCMC, without increasing the global computational cost, by the use of parallel interacting Markov chains. Applying the dimension reduction and this innovative sampling method drastically lowers the number of iterations needed to sample efficiently from the posterior. We show the encouraging results obtained when applying the methodology to a synthetic history-matching case.     

贵州赤水地区中三叠统雷口坡组的成岩作用和储集性

赤水地区中三叠统雷口坡组的气藏是１９９１年初发现的，其储层主要发育在雷一＾１中段。储集岩主要为溶孔粉晶云岩，储集空间为晶间孔、晶间溶孔及溶孔。受沉积环境控制，成岩早期的淡水溶蚀作用是形成储集性的主要原因，导致雷一＾１亚段的储层具明显的成层性，而印支期抬升引起的风化淋滤作用进一步改善了储集性。成岩期的石膏充填则是使储集空间遭破坏的主要因素。本文通过“四性研究”，充分利用岩石学、岩石地球化学及各种微电     

基于储层结构的厚壳蛤建隆沉积模式--以伊朗SA油田Sarvak油藏为例

针对伊朗SA油田上白垩统Sarvak油藏富含厚壳蛤碎屑Sar-3层开发所遇问题,运用岩芯,薄片,XRD,三维地震等资料,对厚壳蛤建隆沉积模式及对应形成储层结构进行研究。研究表明Sar-3沉积期主要发育属于碳酸盐缓坡沉积体系内障壁岛-滩亚相内的厚壳蛤丘和伴生潮坪两类微相,结合区域构造沉积背景建立沉积模式,该模式强调以下要点:①受构造运动影响形成的古地层隆起为影响厚壳蛤生物礁建隆分布主控因素;②受海平面下降和古地层隆起向上抬升影响,厚壳蛤建隆在生长早期受强水流作用破坏,搬运再沉积形成缓丘状礁滩混合体;③Sar-3层上部广泛发育潮坪环境致密泥晶灰岩沉积,受古地貌控制,边部构造低部位区垂向可叠置发育多期潮坪沉积;④旋回末形成局部短暂水上暴露环境,大气水所造成的淡水淋滤作用为影响储层性质及结构主要因素。Sar-3层垂向结构可表征为二元结构,下部为厚壳蛤灰岩储层,上部为潮坪致密灰岩隔层,两者厚度受控于古地貌,古地貌高点为储层有利发育区。以此为依据提出相应水平井开发对策:古地貌高部位区力争轨迹保持在油层中部钻进,低部位区前段以微倾角钻穿油层,后段确保在储层底部钻进。     

琼东南盆地崖13-1气田陵三段沉积微相对储层非均质性及流动单元划分的影响

崖13-1气田陵三段是河控与潮控的辫状三角洲,主要储层沉积微相为分流河道、水下分流河道、河口坝、远砂坝及席状砂,其中河口坝的储层物性比分流河道和水下分流河道微相好,席状砂与远砂坝的物性相对较差,而各类正韵律河道与反韵律的砂坝决定了各垂向流动单元储层韵律特征。气田内的隔夹层与不同规模的海泛面相关,隔层以前三角洲泥为主,分布稳定,而夹层以分流间湾与水下分流间湾泥为主,分布较局限。结合沉积微相分布、储层非均质性及断层的分布,可以把气田区分为两个大区及6个流动单元,而南II、南III区仍可有较好的储层,但由于构造上处于低部位,含气前景还需进一步论证。