首页> 外文学位 >AN EVALUATION OF THE APPLICABILITY OF NONLINEAR PROGRAMMING ALGORITHMS TO A TYPICAL COMMERCIAL PROCESS FLOWSHEETING SIMULATOR. (VOLUMES I AND II).
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AN EVALUATION OF THE APPLICABILITY OF NONLINEAR PROGRAMMING ALGORITHMS TO A TYPICAL COMMERCIAL PROCESS FLOWSHEETING SIMULATOR. (VOLUMES I AND II).

机译:非线性规划算法在典型商业过程流仿真器中的适用性评估。 (第一和第二卷)。

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摘要

An efficient methodology for using commercial flowsheeting programs with advanced mathematical programming algorithms has been developed for the optimization of operating plants. The methodology was demonstrated and validated using ChemShare Corporation's DESIGN/2000 simulation of the Freeport Chemical Company's plant for sulfuric acid manufacture and three nonlinear programming techniques; successive linear programming, successive quadratic programming and the generalized reduced gradient method.; The application of this methodology begins with the development of a feasible base case simulation. Partial derivatives of the economic model and constraint equations are computed using fully converged simulations. This information is used to formulate an optimization problem which can be solved with the NLP algorithms giving improved values of the economic model. A line search is constructed through the point found from the nonlinear programming algorithm to find the best feasible point to repeat the procedure. The procedure is repeated using the ChemShare simulation program and the NLP code until convergence criteria are met. The algorithms were applied on an iterative basis such that the engineer maintained an active role throughout the course of the optimization.; This method was applied to three flowsheeting problems; a plant scale contact sulfuric acid process model, a packed bed reactor design model, and an adiabatic flash problem. The results of the optimization studies indicate that the three algorithms investigated, SLP, SQP and GRG, located the optimum of the economic model and satisfied the constraints at similar levels of efficiency. This efficiency is equivalent to those observed by other workers using similar simulation models. One important conclusion from this work is that the method of application, which includes the selection of feasible versus infeasible path, line search parameters, and the means for obtaining derivative data, is more significant than the nature of the optimization algorithm.; Future research into flowsheeting and optimization should attempt to determine, establish and standardize efficient and reliable methods for the evaluation of the function and derivative information necessary for optimization. The importance of scaling to the efficiency and success of SQP methods indicates that future research in this area should seek to establish procedures for determining optimal scaling sets.
机译:已经开发了一种将商业流程图程序与高级数学编程算法结合使用的有效方法,用于优化运营工厂。该方法论是通过ChemShare Corporation对Freeport Chemical Company生产硫酸的工厂的DESIGN / 2000仿真和三种非线性编程技术进行验证的。连续线性规划,连续二次规划和广义归一化梯度法。这种方法的应用始于可行的基本案例模拟的开发。使用完全收敛的模拟计算经济模型和约束方程的偏导数。该信息用于制定优化问题,可以使用NLP算法解决该问题,从而提高经济模型的价值。通过从非线性编程算法中找到的点构造线搜索,以找到最佳可行点以重复该过程。使用ChemShare模拟程序和NLP代码重复该过程,直到满足收敛标准为止。算法是在迭代的基础上应用的,因此工程师在优化的整个过程中都保持着积极的作用。该方法被应用于三个流程图问题。工厂规模接触硫酸工艺模型,填充床反应器设计模型和绝热闪蒸问题。优化研究的结果表明,所研究的三种算法,SLP,SQP和GRG,确定了经济模型的最优值,并在相似的效率水平上满足了约束条件。这种效率等同于其他工人使用类似的仿真模型观察到的效率。这项工作的一个重要结论是,该应用程序的方法比优化算法的性质更为重要,该方法包括选择可行路径与不可行路径,线搜索参数以及获取导数数据的方法。未来对流程图和优化的研究应尝试确定,建立和标准化高效,可靠的方法,以评估优化所需的功能和派生信息。缩放对SQP方法的效率和成功的重要性表明,该领域的未来研究应寻求建立确定最佳缩放集的程序。

著录项

  • 作者

    RICHARD, MICHAEL JOSEPH.;

  • 作者单位

    Louisiana State University and Agricultural & Mechanical College.;

  • 授予单位 Louisiana State University and Agricultural & Mechanical College.;
  • 学科 Engineering Chemical.
  • 学位 Ph.D.
  • 年度 1987
  • 页码 461 p.
  • 总页数 461
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 化工过程(物理过程及物理化学过程);
  • 关键词

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