上海交大研究生院主页平台管理系统杜志敏--中文主页--科学研究

杜志敏

副教授

所在单位：机械与动力工程学院

职称：副教授

电子邮箱：duzhimin@sjtu.edu.cn

教师主页二维码

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科学研究

中文主页 - 科学研究

研究领域

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论文成果 MORE+

· 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.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
· Digital twins model and its updating method for heating, ventilation and air conditioning system using broad learning system algorithm.ENERGY.2022
· Across working conditions fault diagnosis for chillers based on IoT intelligent agent with deep learning model.Energy and Buildings.2022
· Diagnosis for multiple faults of chiller using ELM-KNN model enhanced by multi-label learning and specific feature combinations.Building and Environment.2022

专利

著作成果

· Self-training of a Fault-free Model for Residential Air Conditioner Fault Detection and Diagnostics

科研项目 MORE+

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