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Hybrid Model Development for HVAC System in Transportation

1
TECNALIA, Basque Research and Technology Alliance (BRTA), 48170 Derio-Vizcaya, Spain
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Division of Operation and Maintenance Engineering, Luleå University of Technology, 971 87 Luleå, Sweden
*
Author to whom correspondence should be addressed.
Received: 12 January 2021 / Revised: 23 February 2021 / Accepted: 3 March 2021 / Published: 5 March 2021
(This article belongs to the Special Issue Digital Twins Development and Deployment)
Hybrid models combine physics-based models and data-driven models. This combination is a useful technique to detect fault and predict the current degradation of equipment. This paper proposes a physics-based model, which will be part of a hybrid model, for a heating, ventilation, and air conditioning system installed in the passenger vehicle of a train. The physics-based model is divided into four main parts: heating subsystems, cooling subsystems, ventilation subsystems, and cabin thermal networking subsystems. These subsystems are developed when considering the sensors that are located in the real system, so the model can be linked via the acquired sensor data and virtual sensor data to improve the detectability of failure modes. Thus, the physics-based model can be synchronized with the real system to provide better simulation results. The paper also considers diagnostics and prognostics performance. First, it looks at the current situation of the maintenance strategy for the heating, ventilation, air conditioning system, and the number of failure modes that the maintenance team can detect. Second, it determines the expected improvement using hybrid modelling to maintain the system. This improvement is based on the capabilities of detecting new failure modes. The paper concludes by suggesting the future capabilities of hybrid models. View Full-Text
Keywords: hybrid modelling; digital twins; physics-based model; HVAC; transportation engineering; simulations hybrid modelling; digital twins; physics-based model; HVAC; transportation engineering; simulations
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MDPI and ACS Style

Gálvez, A.; Seneviratne, D.; Galar, D. Hybrid Model Development for HVAC System in Transportation. Technologies 2021, 9, 18. https://0-doi-org.brum.beds.ac.uk/10.3390/technologies9010018

AMA Style

Gálvez A, Seneviratne D, Galar D. Hybrid Model Development for HVAC System in Transportation. Technologies. 2021; 9(1):18. https://0-doi-org.brum.beds.ac.uk/10.3390/technologies9010018

Chicago/Turabian Style

Gálvez, Antonio, Dammika Seneviratne, and Diego Galar. 2021. "Hybrid Model Development for HVAC System in Transportation" Technologies 9, no. 1: 18. https://0-doi-org.brum.beds.ac.uk/10.3390/technologies9010018

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