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Feasibility study and economic analyses for the marginal field development using proxy models under uncertainty of reservoir characterization

机译:储层特征不确定性下利用代理模型进行边际油田开发的可行性研究和经济分析

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Economical development of marginal fields is one of the key issues for the oil & gas industry. Risk analysis and optimization technique can be applied to ensure the economics of E&P projects in terms of the development scenarios, cost optimization, and production schemes. Depending on the reliability of reservoir data and the easiness of development, a field operator can exploit the whole field at the same time or choose a phased development strategy. Especially for a basement fracture reservoir, which has high uncertainty in connectivity among fractures, it is better to develop and produce oil from more reliable part of reservoir and then extend to the remaining parts. Even through this strategy, it is often necessary to face the difficulty in the determination of the proper development concepts such as a separate wellhead platform or sub-sea completion. The number and locations of wells also should be optimized to increase the net present value of the project. This paper presents a workflow to determine the development feasibility of oil and gas fields under the uncertainty of reservoir characterization using the neural network and Monte-Carlo simulation. In this paper, we focus on the evaluation of risk and uncertainty of a project's economics under the uncertainty with the connectivity of main producing area and the remaining area. Through the application of the proposed method to a real field in Vietnam, we show that the connectivity between adjacent areas in the basement reservoir is critical to estimate ultimate recovery and to evaluate the project economics. The production incremental through the development of the remaining area will be mainly affected by the production of the existing wells depending on the connectivity. From the evaluation of net present values according to the development concept and the schedule, this paper shows that the project's economics can be improved and better bases for decision making can be provided.
机译:边际油田的经济发展是石油和天然气行业的关键问题之一。可以使用风险分析和优化技术来确保E&P项目在开发方案,成本优化和生产方案方面的经济性。根据储层数据的可靠性和开发的难易程度,现场操作人员可以同时开发整个油田,也可以选择分阶段开发策略。特别是对于地下裂缝性储层,裂缝之间的连通性不确定性较高时,最好从储层中较可靠的部分进行开采和开采,然后再扩展至其余部分。即使通过这种策略,在确定适当的开发概念(例如单独的井口平台或海底完井)时也常常需要面对困难。还应优化井的数量和位置,以增加项目的净现值。本文提出了一个工作流程,通过神经网络和蒙特卡洛模拟确定在储层表征不确定性下的油气田开发可行性。在本文中,我们着重于在不确定性与主产区和剩余区的连通性的情况下对项目经济的风险和不确定性进行评估。通过将所提出的方法应用于越南的一个实地,我们表明地下室水库中相邻区域之间的连通性对于估计最终采收率和评估项目的经济性至关重要。通过剩余区域的开发而增加的产量将主要受到现有井产量的影响,具体取决于连通性。通过根据开发概念和进度表评估净现值,本文表明可以改善项目的经济性,并可以提供更好的决策依据。

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