Concepedia

Deep learning-based fault diagnosis of variable refrigerant flow air-conditioning system for building energy saving

Yabin Guo, Zehan Tan, Huanxin Chen, Guannan Li, Jiangyu Wang, Ronggeng Huang, Jiangyan Liu, Tanveer Ahmad

Applied Energy · 2018 · 169 citations · 48 references

Concepts

ComputingBuilding ScienceComputer ScienceAir ConditioningHvac SystemsMachine LearningAir Conditioning SystemsBuilding AutomationDeep LearningFault DetectionFault DiagnosisVariable Refrigerant Flow SystemsAir Conditioning System Fault DiagnosisBuilding Energy Fault DetectionDeep Learning-based DiagnosisFault Detection Using Deep LearningMachine Learning-based Fault DiagnosisModel-based Fault DiagnosisNeural Network-based Diagnosis

References

48

Exploring Strategies for Training Deep Neural Networks

Hugo Larochelle, Yoshua Bengio, Jérôme Louradour et al. · 2009 · 1.1K citations

Computing, Computer Science, Machine Learning +6

<i>Review Article</i> : Methods for Fault Detection, Diagnostics, and Prognostics for Building Systems—A Review, Part I

Srinivas Katipamula, Michael R. Brambley · HVAC&R Research · 2005 · 907 citations

Engineering, Architectural Engineering, Systems Engineering +14

Deep learning based ensemble approach for probabilistic wind power forecasting

Huaizhi Wang, Gangqiang Li, Guibin Wang et al. · Applied Energy · 2016 · 741 citations

Computing, Computational Engineering, Meteorology +16

A short-term building cooling load prediction method using deep learning algorithms

Cheng Fan, Fu Xiao, Yang Zhao · Applied Energy · 2017 · 676 citations · Full text

Engineering, Building Science, Computer Science +16

Deep belief network based deterministic and probabilistic wind speed forecasting approach

Hai‐Kun Wang, G.B. Wang, Guangbo Li et al. · Applied Energy · 2016 · 491 citations

Natural Sciences, Computer Science, Meteorology +13