使用电阻-电容器热模型,无气味卡尔曼波器和非线性最小方形法来控制建筑物温度的供暖和冷却供应估计
Vahid Zamani1, Shaghayegh Abtahi1, Yong Li1
1Department of Civil and Environmental Engineering, University of Alberta, Edmonton, AB, Canada.
概括
使用电阻电容器 (RC) 模型和非线性最小方形 (NLS) 的无气质卡尔曼波器 (UKF) 准确估计建筑的供暖和冷却供应. 这种方法优化了温度控制和能源管理,以提高建筑性能.
科学领域:
- 建筑能源系统 建筑能源系统
- 热建模热建模 热建模
- 控制工程 控制工程 控制工程
背景情况:
- 优化建筑温度控制需要准确估计供暖和制冷的供应.
- 目前的方法可能缺乏精确的有效能源管理和调度.
- 可靠的建筑热模型对于先进的控制策略至关重要.
研究的目的:
- 开发和评估一个精确的方法来估计建筑物的供暖和制冷供应.
- 集成电阻电容器 (RC) 模型与无气质卡尔曼波器 (UKF) 和非线性最小方形 (NLS) 进行增强的精度.
- 验证该方法在现实建筑场景中的适用性,以控制温度.
主要方法:
- 使用的电阻电容器 (RC) 热模型.
- 集成的无香味卡尔曼波器 (UKF) 与非线性最小方形 (NLS) 进行参数估计.
- 进行了两项案例研究:一个简单的RC模型和一个带有监控数据的独立住宅.
主要成果:
- 开发的方法准确地估计了供暖和制冷的供应.
- 模拟区域温度证明了该方法在实现温度控制目标方面的有效性.
- 通过案例研究的验证证实了该方法的实际适用性.
结论:
- 集成的RC模型,UKF和NLS方法提供了精确的供暖和制冷供应估计.
- 这种方法被验证为有效的建筑温度控制和能源管理.
- 这些发现有助于优化建筑性能和能源效率.
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