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Mathematical modeling and global optimization of large-scale extended pooling problems with the (EPA) complex emissions constraints

机译:具有(Epa)复杂排放约束的大规模扩展池问题的数学建模和全局优化

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摘要

Environmental Protection Agency (EPA) Title 40 Code of Federal Regulations Part 80.45: Complex Emissions Model [40CFR80.45, 2007] codifies a mathematical model of gasoline emissions for reformulated gasoline (RFG) as a function of eleven fuel properties. In this paper we propose an extended pooling problem to maximize the profit of blending reformulated gasoline on a predetermined network structure of feed stocks, intermediate storage tanks, and gasoline products subject to applicable environmental standards. A mixed-integer nonlinear programming (MINLP) model is introduced which is nonconvex due to the presence of bilinear, polynomial, and fractional power terms. A mixed-integer linear programming (MILP) relaxation of the extended pooling problem is proposed and we introduce several test cases from small to medium to large scale and solve them to global optimality. The large-scale test case involves 14 feed stocks, 5 pools, and 10 products and consists of 1104 continuous variables, 150 binary variables, and 640 nonlinear terms. The nonconvexities in the large-scale case study include 410 bilinear terms, 40 polynomial terms, and 10 terms raised to a fractional power. © 2010 Elsevier Ltd.
机译:环境保护局(EPA)标题40联邦法规第80.45部分:复杂排放模型[40CFR80.45,2007]将11种燃料特性的配方化汽油(RFG)的汽油排放数学模型进行了编纂。在本文中,我们提出了一个扩展的合并问题,以在符合适用环境标准的给定原料,中间储罐和汽油产品的预定网络结构上最大程度地混合配方汽油。引入了一种混合整数非线性规划(MINLP)模型,由于存在双线性,多项式和分数幂项,因此该模型是非凸的。提出了扩展池化问题的混合整数线性规划(MILP)松弛,并介绍了从小到中到大规模的几个测试案例,并将它们求解为全局最优。大规模测试用例涉及14种饲料,5个库和10种产品,并由1104个连续变量,150个二元变量和640个非线性项组成。大规模案例研究中的非凸性包括410个双线性项,40个多项式项和10个提高到小数幂的项。 ©2010爱思唯尔有限公司。

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