利用家庭能源管理系统优化能量流的三种控制方法

Zhi Wu, Xiao-Ping Zhang, Joachim Brandt, Suyang Zhou, Jianing Li
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引用次数: 65

摘要

本文介绍了使用家庭能源管理系统(HEMS)集成设备管理能源服务的三种控制策略的结果。HEMS控制和监控三种类型的被管理设备:1)加热;2)任务;3)储能装置。提出了混合整数线性规划(MILP)、连续松弛(CR)和模糊逻辑控制器(FLC)三种方法来实现HEMS的滚动优化。CR方法通过将MILP转换为LP解决方案来降低MILP的计算复杂度。提出了三种类型的FLC控制方法,即热相关FLC、任务相关FLC和电池的FLC。根据成本优化、计算资源和实际实现对每种控制策略进行评估。本文的研究结果表明,即使在预测信息不准确的情况下,这三种算法控制策略也能成功地进行成本优化。
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Three Control Approaches for Optimized Energy Flow With Home Energy Management System
This paper presents the results of three control strategies of managed energy services with home energy management system (HEMS)-integrated devices. The HEMS controls and monitors three types of managed devices: 1) heating; 2) task-specific; and 3) energy storage devices. Three approaches are proposed for the rolling optimization by the HEMS, namely, mixed integer linear programming (MILP), continuous relaxation (CR), and fuzzy logic controller (FLC). The CR approach is identified to reduce the computational complexity of the MILP by changing the MILP into an LP solution. Three types of FLC control approaches are proposed, namely, heat-related FLC, task-related FLC, and FLC for the battery. Each control strategy is evaluated against cost optimization, computational resource, and practical implementation. The findings in this paper show that all three algorithmic control strategies successfully perform cost optimization, even with inaccurate forecasting information.
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