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基于深度强化学习的中央空调冷水机组无模型控制
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作者 王萌 傅启明 +3 位作者 何坤 陈建平 陆悠 王蕴哲 《计算机工程与设计》 北大核心 2025年第5期1526-1534,共9页
针对当前中央空调冷水机组优化问题中基于模型控制对模型精确度依赖高和模型维护困难等问题,提出一种基于优先经验回放的深度强化学习无模型控制方法。将优化控制建模为马尔可夫决策过程,利用时间差分误差和总和树改进经验回放机制,提... 针对当前中央空调冷水机组优化问题中基于模型控制对模型精确度依赖高和模型维护困难等问题,提出一种基于优先经验回放的深度强化学习无模型控制方法。将优化控制建模为马尔可夫决策过程,利用时间差分误差和总和树改进经验回放机制,提高样本利用效率,设计兼顾室内舒适性和节能需求的奖励函数。基于实测历史数据构建仿真平台,用于方法验证。实验结果表明,在保证舒适度的前提下,该方法节能性优于规则控制,接近于模型控制并具有更快的收敛性。 展开更多
关键词 深度强化学习 优先经验回放 无模型控制 马尔可夫决策过程 冷水机组优化 舒适性保持 节能优化
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Optimum control strategy for all-variable speed chiller plant 被引量:3
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作者 蒋小强 龙惟定 李敏 《Journal of Central South University》 SCIE EI CAS 2011年第2期573-579,共7页
The optimum control strategy and the saving potential of all variable chiller plant under the conditions of changing building cooling load and cooling water supply temperature were investigated. Based on a simulation ... The optimum control strategy and the saving potential of all variable chiller plant under the conditions of changing building cooling load and cooling water supply temperature were investigated. Based on a simulation model of water source chiller plant established in dynamic transient simulation program (TRNSYS),the four-variable quadratic orthogonal regression experiments were carried out by taking cooling load,cooling water supply temperature,cooling water flow rate and chilled water flow rate as variables,and the fitting formulas expressing the relationships between the total energy consumption of chiller plant with the four selected parameters was obtained. With the SAS statistical software and MATHEMATICA mathematical software,the optimal chilled water flow rate and cooling water flow rate which result in the minimum total energy consumption were determined under continuously varying cooling load and cooling water supply temperature. With regard to a chiller plant serving an office building in Shanghai,the total energy consumptions under different control strategies were computed in terms of the forecasting function of cooling load and water source temperature. The results show that applying the optimal control strategy to the chiller plant can bring a saving of 23.27% in power compared with the corresponding conventional variable speed plant,indicating that the optimal control strategy can improve the energy efficiency of chiller plant. 展开更多
关键词 chiller plant control strategy variable speed cooling water flow rate chilled water flow rate
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