研究论文
A thermodynamic-law-integrated deep learning method for high-dimensional sensor fault detection in diverse complex HVAC systems
Haoshan Ren, Chengliang Xu, Yuanli Lyu, Zhenjun Ma, Yongjun Sun
City University of Hong Kong Wuhan University of Science and Technology Xihua University University of Wollongong
来源Applied Energy
年份2023
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35
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3.92
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学术脉络
学科主题
工程Fault Detection and Control Systems
Building Energy and Comfort Optimization · Refrigeration and Air Conditioning Technologies
参考文献 51
Adam: A Method for Stochastic Optimization
被引 83,445Diederik P. Kingma, Jimmy Lei Ba · arXiv (Cornell University) · 2014
A system-level fault detection and diagnosis strategy for HVAC systems involving sensor faults
被引 150Shengwei Wang, Qiang Zhou, Fu Xiao · Energy and Buildings · 2009
A top-down strategy with temporal and spatial partition for fault detection and diagnosis of building HVAC systems
被引 35Siyu Wu, Jian‐Qiao Sun · Energy and Buildings · 2011
此处列出前 3 条
引用本文 35
Physics-informed machine learning for building performance simulation-A review of a nascent field
被引 73Zixin Jiang, Xuezheng Wang, Han Li · Advances in Applied Energy · 2025
Exploring the comprehensive integration of artificial intelligence in optimizing HVAC system operations: A review and future outlook
被引 57Shengze Lu, Shiyu Zhou, Yan Fang Ding · Results in Engineering · 2024
A review on hybrid physics and data-driven modeling methods applied in air source heat pump systems for energy efficiency improvement
被引 41Yanhua Guo, Ningbo Wang, Shuangquan Shao · Renewable and Sustainable Energy Reviews · 2024
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