Structural uncertainties: Determination, management, and applications

Author:

Thore Pierre1,Shtuka Arben2,Lecour Magali3,Ait‐Ettajer Taoufik4,Cognot Richard2

Affiliation:

1. TotalFinaElf et Université de Pau, Laboratoire de Géophysique, Avenue Larribau, 64018 Pau cedex, France.

2. LIAD, GOCAD, ENSG Computer science department, Bat G BP‐40 54501 Vandoeuvre Les Nancy, cedex France. Emails:

3. TSurf, 11011 Richmond Avenue, Suite 350, Houston, Texas 77046.

4. TSurf, Technopole de Brabois, 22 Allée de la forêt de la Reine, 54500 Vandoeuvre‐Les‐Nancy, France.

Abstract

Structural uncertainties have a direct impact in exploration, development, and production, and in drilling decisions. In this paper, we present an approach for determining and handling structural uncertainties. We first examine the magnitude of the different sources of uncertainty, and explain how to estimate their direction and correlation length. This task requires a huge geophysical input. This information is then used in a general scheme to generate multiple realizations of the structural model consistent with structural uncertainties. The technique is based on geostatistical concepts. Finally, we illustrate the application of this scheme in examples relevant for exploration, development and production, and drilling.The structural model is described as a set of horizons represented by triangulated surfaces cut by faults. The relationships between horizons and faults are expressed as a set of constraints. On a horizon, each source of uncertainty (typically migration, picking, and time‐to‐depth conversion) is described as a field of vectors with its magnitude, direction, and correlation length expressed in terms of a variogram. A special fault object has been developed to aid in discribing the faults as probabilistic objects in a very simple way. Once all sources of uncertainty have been quantified many equiprobable realizations of the structural model are generated. For this, we use a special implementation of the probability field technique adapted to triangulated surfaces that handles correlation between horizons. At each realization, faults and horizons are moved in three dimensions according to uncertainties. Links between faults and horizons are maintained. Such complex 3‐D modeling can only be achieved in the frame of a geomodeler. Finally, we propose three types of applications requiring structural uncertainty determination:rock volume distribution, well trajectory optimization and risk analysis, and the use of structural uncertainty as a parameter for history matching.Our scheme generates many equiprobable realizations of the structural model provided that each source of uncertainty has been described in terms of magnitude direction and correlation length. These realizations may then be used to quantify risk in exploration development and drilling.

Publisher

Society of Exploration Geophysicists

Subject

Geochemistry and Petrology,Geophysics

Cited by 103 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Stochastic velocity modeling for assessment of imaging uncertainty during seismic migration: Application to salt bodies;Interpretation;2023-04-21

2. Reliable amortized variational inference with physics-based latent distribution correction;GEOPHYSICS;2023-04-13

3. Geological Uncertainty Quantification;Introduction to Geological Uncertainty Management in Reservoir Characterization and Optimization;2023

4. A case study of generating synthetic seismic from simulation to validate reservoir models;Second International Meeting for Applied Geoscience & Energy;2022-08-15

5. Velocity continuation with Fourier neural operators for accelerated uncertainty quantification;Second International Meeting for Applied Geoscience & Energy;2022-08-08

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3