Nonlinear hierarchical building zone and microgrid control based on sensitivity analysis

V. Lešić, M. Vašak, Anita Martincevic, Hrvoje Novak
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引用次数: 1

Abstract

Model predictive control has proven to be a promising platform for complex systems management and energy efficiency improvement in a large number of applications, particulary prominent in building climate or smart grids control. Interoperation of those systems often turns out to be of a nonlinear nature. The paper proposes a modular coordination mechanism between building zones comfort control and building microgrid energy flows control based on nonlinear model predictive control. The modularity of coordination implies technology separation with interaction through consumption profiles and equivalent prices, where nonlinearity occurs in electricity-heat energy conversion. A method based on sensitivity analysis is exploited and put to parametric formulation to tackle the problem of high computational complexity. The nonlinearity is addressed by choosing the convergence of the local optimum towards the microgrid global optimum in the direction of the lowest cost function values. Iterative approach between zone and microgrid level nonlinear problem finally results in the cost-optimal zone level operation. Results show the ability of the proposed approach to cope with system nonlinearities and illustrate how introduction of a central chiller unit characteristic rises the overall cost benefit of the system.
基于灵敏度分析的非线性分层建筑分区与微电网控制
模型预测控制已被证明是一个有前途的平台,用于复杂系统管理和大量应用中的能效改进,特别是在建筑气候或智能电网控制中。这些系统的互操作往往是非线性的。提出了一种基于非线性模型预测控制的建筑区域舒适控制与建筑微网能量流控制的模块化协调机制。协调的模块化意味着通过消费概况和等效价格进行相互作用的技术分离,其中非线性发生在电-热转换中。为了解决计算复杂度高的问题,提出了一种基于灵敏度分析的方法,并进行了参数化表述。通过选择局部最优向微网全局最优在代价函数值最小方向的收敛来解决非线性问题。区域与微网级非线性问题的迭代求解最终得到成本最优的区域级运行。结果表明所提出的方法处理系统非线性的能力,并说明了中央冷水机组特性的引入如何提高系统的总体成本效益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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