科研论文 | 多区域变风量空调系统的多目标优化控制——疫情背景下新运行模式的探索

文摘   2023-08-07 17:07   中国香港  


Multi-objective optimal control of multi-zone VAV systems for adaptive switching between normal and pandemic modes

李炳绪,王盛卫

Building and Environment
Volume 243, 2023


摘要:

近年,新冠病毒在全球范围内流行。因而,调整空调系统的运行方式来限制传染病的室内传播尤有必要。然而,这一举措通常会显著增加空调系统能耗,难以在降低感染风险的同时提高能源效率。此外,实际系统中存在各种约束条件,限制了系统运行的灵活度,从而进一步影响了疫情模式下最优运行方案的选择。这些约束条件包括居住者的舒适温湿度环境的需求及有限的系统设备容量。针对以上问题,本文为多区域变风量空调系统提出了一种优化控制策略,该策略能够同时适应正常模式或疫情模式下空调系统的运行。该策略旨在达到两项优化目标:最大程度提升系统能效,尽可能降低传染病的传播风险。同时,该策略还考虑了实际系统中的各种约束条件。该策略能够根据疫情情况,确定空调系统的最优运行参数,在上述两项优化目标之间做出最优权衡。此外,本文提出了“有效新风因子”的新指标,用于量化空调系统对室内环境中传染病传播的影响。在仿真的空调系统环境下,对策略有效性进行了验证。研究结果表明:调整变风量空调系统的运行策略,能够较好地降低病毒传播风险。与正常模式相比较,调整后的变风量空调系统有潜力将疾病传播风险降低25%-75%。

Abstract:

The recent COVID-19 pandemic has highlighted the need to adapt the control of building HVAC systems to limit disease transmission in indoor environments. However, such operational adjustments may significantly increase energy use, creating a complex trade-off problem between infection risk mitigation and energy efficiency. Moreover, practical constraints, such as maintaining comfortable temperature and humidity levels for occupants and limited system equipment capacity, can limit the flexibility of operational adjustments, further exacerbating the challenge of finding optimal operational solutions. This paper therefore proposes an optimal control strategy for multi-zone VAV systems that adapts to switching between normal and pandemic modes. The strategy considers dual optimization objectives: minimizing system energy use and disease transmission risk, while also considering all practical constraints. Optimal operational parameters can be determined to achieve the best trade-off between these objectives based on pandemic conditions. Additionally, a new metric called “effective fresh air factor” is proposed to quantify the impact of multi-zone VAV systems on disease transmission in building zones. The effectiveness of the proposed strategy is evaluated in a simulated building and air-conditioning environment. Results show that the VAV system has superior ability to reduce transmission risk through operational adjustments, achieving a decrease in disease transmission risk by 25% to 75% compared to normal operation.


关键词:
Multi-objective optimal control 多目标优化控制
VAV system 变风量空调系统

Disease transmission risk 疾病传染风险

Energy efficiency 能效

Effective fresh air factor 有效新风因子


论文绘图:

Graphical abstract


Fig. 1Outline of the proposed optimal control strategy.


Fig. 3. Illustration of the Pareto optimal set and relationships between objective A and B.


Fig. 8Results of system energy consumption and EFAF values with different supply air temperature and different fresh air ratios.


Fig. 13Maximum infection risk reduction (MIRR) which can be achieved by VAV systems under different indoor load conditions and different outdoor weather.



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审核 | Prof. Shengwei Wang
编辑 | Kenneth
供稿 | Ethan



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