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Optimizing scheduling of refinery operations based on piecewise linear models

机译:基于分段线性模型的炼油厂作业调度优化

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摘要

Optimizing scheduling is an effective way to improve the profit of refineries; it usually requires accurate models to describe the complex and nonlinear refining processes. However, conventional nonlinear models will result in a complex mixed integer nonlinear programming (MINLP) problem for scheduling. This paper presents a piecewise linear (PWL) modeling approach, which can describe global nonlinearity with locally linear functions, to refinery scheduling. Specifically, a high level canonical PWL representation is adopted to give a simple yet effective partition of the domain of decision variables. Furthermore, a unified partitioning strategy is proposed to model multiple response functions defined on the same domain. Based on the proposed PWL partitioning and modeling strategy, the original MINLP can be replaced by mixed integer linear programming (MILP), which can be readily solved using standard optimization algorithms. The effectiveness of the proposed strategy is demonstrated by a case study originated from a refinery in China.
机译:优化调度是提高炼厂利润的有效途径。它通常需要精确的模型来描述复杂和非线性的精炼过程。但是,传统的非线性模型将导致复杂的混合整数非线性规划(MINLP)问题进行调度。本文提出了一种分段线性(PWL)建模方法,该方法可以描述具有局部线性函数的全局非线性,用于炼油厂调度。具体而言,采用高级规范PWL表示法来简单但有效地划分决策变量的域。此外,提出了统一的分区策略来对在同一域上定义的多个响应函数进行建模。基于所提出的PWL分区和建模策略,可以用混合整数线性规划(MILP)代替原始的MINLP,可以使用标准优化算法轻松解决该问题。源自中国一家炼油厂的案例研究证明了该策略的有效性。

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