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Optimization methods for petroleum fields development and production systems: a review

机译:油田开发和生产系统的优化方法综述

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摘要

In this review, we survey the widespread use of numerical optimization or mathematical programming approaches to develop and produce petroleum fields for design and operations; lift gas and rate allocation; and reservoir development, planning, and management. Early applications adopted linear programming alongside heuristics. With continuous advancements in computing speed and algorithms, we have been able to formulate more complex and meaningful models including nonlinear programs and mixed-integer linear and nonlinear programs. Various formulations and solution strategies have been used including continuous and discrete optimization, stochastic programming to handle uncertainty, and metaheuristics such as genetic algorithms to increase solution quality while reducing computational load.
机译:在这篇综述中,我们调查了数值优化或数学编程方法在开发和生产用于设计和运营的石油领域中的广泛使用;提升汽油和费率分配;以及水库的开发,规划和管理。早期的应用程序采用线性编程和启发式方法。随着计算速度和算法的不断进步,我们已经能够制定更复杂和有意义的模型,包括非线性程序以及混合整数线性和非线性程序。已经使用了各种公式和解决方案策略,包括连续和离散优化,处理不确定性的随机编程以及诸如遗传算法之类的元启发法,以提高解决方案质量同时减少计算量。

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