Modeling and Adoption of Technological Solutions in Order to Enhance the Effectiveness of Measures to Limit Water Inflows into Oil Wells under Conditions of Uncertainty

IF 2.8 Q2 ENGINEERING, CHEMICAL ChemEngineering Pub Date : 2023-09-19 DOI:10.3390/chemengineering7050089
G. Zh. Moldabayeva, G. M. Efendiyev, A. L. Kozlovskiy, N. S. Buktukov, S. V. Abbasova
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Abstract

This article is devoted to the construction and statistical analysis of models that express the relationship between performance indicators and a large number of geological and technological factors. The volume of additionally produced oil, the volume of limited water, the duration of the effect and profit per well, taking into account the cost of the polymer, are taken as performance indicators. The key goal of the article is to develop a method and models for making technological choices to enhance the effectiveness of measures to limit water inflows in production wells under conditions of uncertainty. The methodological basis of the study was the provisions and principles of mathematical statistics, the theory of fuzzy sets, the theory of decision-making under conditions of uncertainty based on materials generated by statistical processing of data on physical and geological conditions, and the results of waterproofing work, obtaining, and analyzing information. The scientific novelty of the study lies in the construction of technological solutions based on modeling the performance indicators of waterproofing works with an assessment of the significance of each factor and the reliability of the models and decision-making under conditions of uncertainty, expressed by multi-criteria and multi-factoriality. The practical significance follows from a solution that satisfies the conditions for achieving the maximum of all indicators of the efficiency of the process of limiting water inflows, both technological and economic. An algorithm was developed and implemented for evaluating optimal technological solutions according to four criteria based on information about the geological and physical conditions of the field and the experience of implementing geological and technical measures to limit water inflows, including the analysis of factors, their weighted contribution, model building, statistical evaluation of reliability indicators, decision-making taking into account uncertainty.
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在不确定条件下,为提高限制油井水流入措施的有效性,建立模型并采用技术解决方案
本文致力于性能指标与大量地质和技术因素之间关系模型的构建和统计分析。考虑到聚合物的成本,将额外采出的产油量、限制水的体积、效果持续时间和单井利润作为性能指标。本文的主要目标是开发一种方法和模型,用于在不确定条件下进行技术选择,以提高限制生产井水流入措施的有效性。研究的方法论基础是数理统计的规定和原理、模糊集理论、基于物理地质条件数据统计处理产生的材料的不确定条件下的决策理论以及防水工作的结果,获取和分析信息。本研究的科学新颖之处在于,通过对防水工程性能指标进行建模,评估各因素的重要程度以及模型和决策在不确定条件下的可靠性,以多准则、多因素的方式表达,构建技术方案。从技术和经济两方面来看,解决方案的实际意义在于满足实现限制水流入过程效率的所有指标最大化的条件。根据油田的地质和物理条件信息以及实施限制水流入的地质和技术措施的经验,开发并实施了一种算法,根据四项标准评估最佳技术解决方案,包括因素分析、加权贡献、模型建立、可靠性指标的统计评估、考虑不确定性的决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ChemEngineering
ChemEngineering Engineering-Engineering (all)
CiteScore
4.00
自引率
4.00%
发文量
88
审稿时长
11 weeks
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