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Rapid Solution of Optimal Control Problems by a Functional Spreadsheet Paradigm: A Practical Method for the Non-Programmer

机译:功能性电子表格范例快速解决最优控制问题:一种非程序员的实用方法

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We devise a practical and systematic spreadsheet solution paradigm for general optimal control problems. The paradigm is based on an adaptation of a partial-parametrization direct solution method which preserves the original mathematical optimization statement, but transforms it into a simplified nonlinear programming problem (NLP) suitable for Excel NLP solver. A rapid solution strategy is implemented by a tiered arrangement of pure elementary calculus functions in conjunction with Excel NLP solver. With the aid of the calculus functions, a cost index and constraints are represented by equivalent formulas that fully encapsulate an underlining parametrized dynamical system. Excel NLP solver is then employed to minimize (or maximize) the cost index formula, by varying decision parameters, subject to the constraints formulas. The paradigm is demonstrated for several fixed and free-time nonlinear optimal control problems involving integral and implicit dynamic constraints with direct comparison to published results obtained by fundamentally different methods. Practically, applying the paradigm involves no more than defining a few formulas using basic Excel spreadsheet skills.
机译:我们针对通用的最佳控制问题设计了一种实用且系统的电子表格解决方案范式。该范例基于部分参数化直接求解方法的改编,该方法保留了原始的数学优化语句,但是将其转换为适用于Excel NLP求解器的简化的非线性规划问题(NLP)。快速解决方案策略是通过将纯基本演算函数与Excel NLP求解器结合使用的分层结构来实现的。借助演算功能,成本指数和约束条件由等效公式表示,这些公式完全封装了一个下划线的参数化动力学系统。然后,根据约束公式,通过更改决策参数,使用Excel NLP求解器来最小化(或最大化)成本指数公式。该范例针对涉及固定和隐含动态约束的多个固定和自由时间非线性最优控制问题进行了演示,并与通过根本不同方法获得的已发布结果进行了直接比较。实际上,应用范例仅涉及使用Excel电子表格的基本技能定义一些公式。

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