Accounting for subsurface uncertainty in enhanced geothermal systems to make more robust techno-economic decisions

盈利能力指数 净现值 地温梯度 石油工程 不确定度分析 发电 环境科学 计算机科学 工程类 功率(物理) 地质学 生产(经济) 经济 地球物理学 模拟 物理 电气工程 财务 量子力学 宏观经济学
作者
Ahinoam Pollack,Tapan Mukerji
出处
期刊:Applied Energy [Elsevier]
卷期号:254: 113666-113666 被引量:36
标识
DOI:10.1016/j.apenergy.2019.113666
摘要

It has been estimated that Enhanced Geothermal Systems could supply 100 GWe (10%) of total electric capacity in the U.S. An Enhanced Geothermal System (EGS) is created by stimulating an impermeable hot rock, injecting cold water into the hot reservoir, and extracting the heated water to generate electricity. EGS projects are still not commercially feasible, however, due to many challenges, including subsurface uncertainty. There are many uncertain structural and geological features when creating an EGS. With uncertain reservoir properties, it is difficult to optimize decisions that will greatly improve EGS profitability. Currently, a common method of optimizing an EGS is choosing the most representative subsurface reservoir model and optimizing the engineering parameters for this single reservoir model, or Single-Model Optimization (SM-Opt). Due to availability of larger computational power, another feasible option is accounting for subsurface uncertainty by optimizing an EGS given an ensemble of reservoir models, or Multiple Model Optimization (MM-Opt). This option is less common in practice within the geothermal industry since it lags in harnessing computational power. This study compares these two methods for optimizing eight common EGS engineering decisions, including well configuration and fracture spacing. The decisions were optimized to maximize the Net Present Value (NPV) of an EGS. We have found that using SM-Opt, the optimal engineering decisions led to an EGS with a NPV estimate of $32.7 million. This contrasts with the MM-Opt results where the optimal engineering decisions led to a median NPV value of $11 million and a standard deviation of $15 million. This comparison illustrates how ignoring subsurface uncertainty and heterogeneity leads to over-optimistic NPV forecasts. For this study, the SM-Opt optimum decisions were similar to the robust decisions identified using MM-Opt. Yet, in contrast to SM-Opt, the MM-Opt workflow provided an analysis of the influential engineering parameters and a NPV uncertainty range, which was used to ensure decision robustness.
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