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Application of mixed-integer programming in chemical engineering

机译:混合整数编程在化学工程中的应用

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摘要

Mixed-Integer Programming has been a vital tool for the chemical engineerin the recent decades and is employed extensively in process design and control.This dissertation presents some new Mixed-Integer Programming formulationsdeveloped for two well-studied problems, one with a central role in the area ofOptimisation, the other of great interest to the chemical industry. These are theTravelling Salesman Problem and the problem of scheduling cleaning actions forheat exchanger networks subject to fouling.The Travelling Salesman Problem finds a plethora of applications in manyscientific disciplines, Chemical Engineering included. None of the mathematicalprogramming formulations proposed for solving the problem considers fewer thanO(n^2) binary degrees of freedom. The first part of this dissertation introduces anovel mathematical description of the Travelling Salesman Problem that succeedsin reducing the binary degrees of freedom to O(nlog2(n)). Three Mixed-IntegerLinear Programming formulations are developed and the computational performanceof these is tested through computational studies.Sophisticated methods are now available for scheduling the cleaning actionsfor networks of heat exchangers subject to fouling. In the majority of these, onlyone form of cleaning is used, which restores the performance of the exchangerback to its clean level. A recent study revised the schedulingproblem for the case where there are several cleaning methods available. Thesecond part of this dissertation extends their approach, developed for individualunits, to heat exchanger networks and explores the concept of selection of cleaningtechniques further. Mixed-Integer Programming formulations are proposed forthe scheduling task, for two fouling scenarios: (i) chemical reaction fouling and(ii) biological fouling. A series of results are presented for the implementation ofthe scheduling formulations to networks of different sizes.
机译:混合整数编程已成为化学工程师近几十年来的重要工具,并广泛用于过程设计和控制中。本文提出了一些针对两个已充分研究的问题而开发的新的混合整数编程公式,其中一个在化学反应中起着核心作用。优化领域,另一个对化学工业非常感兴趣。这些是旅行商问题,以及为易结垢的热交换器网络安排清洁动作的问题。旅行商问题在包括化学工程在内的许多科学学科中都有大量应用。提出的用于解决该问题的数学编程公式均未考虑少于O(n ^ 2)个二进制自由度。本文的第一部分介绍了旅行商问题的数学描述,该问题成功地将二进制自由度降低到O(nlog2(n))。开发了三种混合整数线性程序设计公式,并通过计算研究测试了这些公式的计算性能。现在,可以使用复杂的方法来调度受污染的热交换器网络的清洁动作。在大多数此类情况中,仅使用一种清洁形式,这会将交换器的性能恢复到其清洁水平。最近的研究针对存在多种可用清洁方法的情况修订了调度问题。本论文的第二部分将其针对个体单元开发的方法扩展到了热交换器网络,并进一步探讨了清洁技术选择的概念。针对两种污染情形,提出了用于调度任务的混合整数编程公式:(i)化学反应污染和(ii)生物污染。提出了一系列结果,以实现不同规模网络的调度方案。

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    Pogiatzis Thomas;

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  • 年度 2013
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