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杜志敏
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Scientific Research
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Scientific Research
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Paper Publications：
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Across working conditions fault diagnosis for chillers based on IoT intelligent agent with deep learning model.Energy and Buildings.2022
Applying deep learning-based regional feature recognition from macro-scale image to assist energy saving and emission reduction in industrial energy systems.Journal of Advanced Research.2022
Knowledge-infused deep learning diagnosis model with self-assessment for smart management in HVAC systems.Energy.2023
Endowing data-driven models with rejection ability: Out-of-distribution detection and confidence estimation for black-box models of building energy systems.Energy.2023
Machine learning enhanced inverse modeling method for variable speed air conditioning systems Méthode de modélisation inverse améliorée par apprentissage machine pour les systèmes de conditionnement d'air à vitesse variable.International Journal of Refrigeration.2020
Deep learning-based image recognition method for on-demand defrosting control to save energy in commercial energy systems.APPLIED ENERGY.2022
Partial domain adaption based prediction calibration methodology for fault detection and diagnosis of chillers under variable operational condition scenarios.BUILDING AND ENVIRONMENT.2022
Patents：
基于室内相对湿度控制的送风温度优化控制器
中央空调水系统温度及流量传感器的在线故障
基于空调水侧传感器在线故障诊断的机组启停
蒸发冷却式恒温恒湿机
模块化抽屉式高效污水换热器
用于热泵的气液制冷剂混合器
基于VAV空调新风优化分配的控制
Published Books：
Self-training of a Fault-free Model for Residential Air Conditioner Fault Detection and Diagnostics
Research Projects：
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数据中心能效智能评估与在线治理软件
阳光房发电预测与负荷控制算法软件
中央空调系统智慧节能技术研究与应用示范
系统级热安全诊断技术技术合作项目委托研发合同
订货单二-新工厂103压缩机工厂06D/06E ART试车台升级改造
汽车空调压缩机性能试验台
螺杆压缩机性能试验台
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