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Evolution of parallel strategies for chemical process flowsheeting.

机译:化工流程流程图并行策略的发展。

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This thesis presents in two parts the results of a study in process flowsheeting. In the first part, parallelism was applied to solve simple flowsheets, using a facility called SCHEDULE. The second part consists of the attempts to explore the potential of parallelism in a modular flowsheeting simulator, viz., ASPEN PLUS, using distillation optimization test problems.; The effect of parallelism can be quantified by calculating speedup, which is the ratio of the time taken to solve a flowsheet in a sequential fashion to that taken using multiple processors in parallel. Speedups were calculated for problems considered in both parts of the study with positive results.; In the first part, two sets of interconnected equilibrium flash problems were solved with parallelism being applied at the module level, i.e., the individual flash module calculations for either a function evaluation or a Jacobian evaluation were performed on separate processors in parallel. The allocation of parallel tasks was done using SCHEDULE, a facility developed at the Argonne National Laboratories.; In the second part of the thesis, six distillation optimization problems were solved using a novel approach on the ASPEN PLUS simulator. A flowsheet consisting of one or several units was converted to one in which the units were split into more units. The units in the flowsheets were made independent by tearing all interconnecting streams. The independency of the modules paved way for parallel evaluation of the flowsheet. The tear streams were included as constraints in the NLP problem.; Since a large part of the solution can be performed in parallel, the unsplit problems were analyzed for parallel tasks and theoretical speedups were calculated. Two different speedup variables have been calculated. One was obtained by comparing the time taken for (theoretical) parallel split problem (on one processor) to that obtained for the unsplit problem. The second speedup was obtained by comparing the time taken for (theoretical) parallel split problem (on several processors) to that taken for the (theoretical) parallel split problem (on one processor). It was found that as the number of independents units increases in the flowsheet, parallelism can be used gainfully.
机译:本文分两部分介绍了工艺流程图的研究结果。在第一部分中,使用称为SCHEDULE的工具将并行性应用于解决简单流程图。第二部分包括尝试通过蒸馏优化测试问题探索模块化流程仿真器(ASPEN PLUS)中并行性的潜力。并行性的影响可以通过计算加速速度来量化,该速度是按顺序解决流程图所需的时间与并行使用多个处理器所花费的时间之比。计算出在研究的两个部分都考虑到的问题的加速结果,这些结果都是积极的。在第一部分中,通过在模块级别应用并行性解决了两组相互关联的平衡闪存问题,即,针对功能评估或雅可比评估的单个闪存模块计算是在单独的处理器上并行执行的。并行任务的分配是使用SCHEDULE(由Argonne国家实验室开发的一种设备)完成的。在论文的第二部分中,使用ASPEN PLUS仿真器上的新方法解决了六个蒸馏优化问题。将由一个或几个单元组成的流程图转换为一个流程图,其中将这些单元拆分为更多的单元。通过撕裂所有互连流,使流程图中的单元独立。模块的独立性为流程图的并行评估铺平了道路。泪水流被包括在NLP问题中。由于解决方案的大部分可以并行执行,因此针对并行任务分析了未拆分的问题,并计算了理论上的加速。已经计算出两个不同的加速变量。通过比较(理论上)并行拆分问题(在一个处理器上)所花费的时间与未拆分问题所花费的时间来获得一个。通过比较(理论上)并行拆分问题(在多个处理器上)与(理论上)并行拆分问题(在一个处理器上)所花费的时间来获得第二次加速。已经发现,随着流程图中独立单元数量的增加,可以并行使用并行性。

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