基于lyapunov的Taylor级数状态逼近经济模型预测控制

K. K. Rangan, Helen Durand
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引用次数: 0

摘要

经济模型预测控制是在线过程运行过程中优化与控制相结合的一种方法。EMPC优化了一个一般的成本函数,它反映了过程经济受制于过程模型。一种能在足够小的扰动下保持闭环稳定性的EMPC形式是Lyapunov-based EMPC (LEMPC)。在这项工作中,我们在LEMPC下的闭环稳定性考虑与控制器中使用的过程的非线性动态模型解的数值近似(通过泰勒级数)之间建立了精确的联系。利用一个化学过程实例来演示所开发的概念。
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Lyapunov-based Economic Model Predictive Control with Taylor Series State Approximations
A method for integrating optimization and control during on-line process operation is known as economic model predictive control (EMPC). EMPC optimizes a general cost function which reflects process economics subject to a model of the process. One formulation of EMPC which can maintain closed-loop stability in the presence of sufficiently small disturbances is Lyapunov-based EMPC (LEMPC). In this work, we make precise connections between closed-loop stability considerations under LEMPC and numerical approximations (via Taylor series) of the solution of the nonlinear dynamic model of the process used in the controller. A chemical process example is utilized to demonstrate the concepts developed.
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