A review of Modelica language in building and energy: Development, applications, and future prospect
K Qiu, J Yang, Z Gao, F Xu - Energy and Buildings, 2024 - Elsevier
The Modelica language, develo** from version 1.0 in 1997 to the current version 3.1, has
become the preferred language for system simulation. Its advantages focus on high-level …
become the preferred language for system simulation. Its advantages focus on high-level …
Deep reinforcement learning optimal control strategy for temperature setpoint real-time reset in multi-zone building HVAC system
X Fang, G Gong, G Li, L Chun, P Peng, W Li… - Applied Thermal …, 2022 - Elsevier
Determining a proper trade-off between energy consumption and indoor thermal comfort is
important for HVAC system control. Deep Q-learning (DQN) based multi-objective optimal …
important for HVAC system control. Deep Q-learning (DQN) based multi-objective optimal …
Cross temporal-spatial transferability investigation of deep reinforcement learning control strategy in the building HVAC system level
X Fang, G Gong, G Li, L Chun, P Peng, W Li, X Shi - Energy, 2023 - Elsevier
Abstract Model free based DRL control strategies have achieved positive effects on the
HVAC system optimal control. However, develo** deep reinforcement learning (DRL) …
HVAC system optimal control. However, develo** deep reinforcement learning (DRL) …
Experimental study on performance assessments of HVAC cross-domain fault diagnosis methods oriented to incomplete data problems
Q Zhang, Z Tian, Y Lu, J Niu, C Ye - Building and Environment, 2023 - Elsevier
The cross-domain fault diagnosis (CDFD) method can provide accurate fault diagnosis
models for HVAC systems in the case of incomplete labeled data. However, the relationship …
models for HVAC systems in the case of incomplete labeled data. However, the relationship …
A holistic fault impact analysis of the high-performance sequences of operation for HVAC systems: Modelica-based case study in a medium-office building
ASHRAE Guideline 36: High-performance sequences of operation (SOO) for Heating,
Ventilation, and Air-conditioning (HVAC) Systems has been demonstrated to save 17%-30 …
Ventilation, and Air-conditioning (HVAC) Systems has been demonstrated to save 17%-30 …
[HTML][HTML] Assessment of HVAC system operational fault impacts and multiple faults interactions under climate change
The effect of climate change on heating, ventilation and airconditioning (HVAC) system
performances has become prominent, and HVAC fault impacts may also vary with climate …
performances has become prominent, and HVAC fault impacts may also vary with climate …
A study on transfer learning in enhancing performance of building energy system fault diagnosis with extremely limited labeled data
Q Zhang, Z Tian, J Niu, J Zhu, Y Lu - Building and Environment, 2022 - Elsevier
Transfer learning has been proved to be a feasible way to ensure that the data-driven fault
diagnosis model for building energy system still has good diagnostic performance with …
diagnosis model for building energy system still has good diagnostic performance with …
Investigation of HVAC operation strategies for office buildings during COVID-19 pandemic
To minimize the indoor transmission of contaminants, such as the virus that can lead to
COVID-19, buildings must provide the best indoor air quality possible. Improving indoor air …
COVID-19, buildings must provide the best indoor air quality possible. Improving indoor air …
Performance simulation and energy efficiency analysis of multi-energy complementary HVAC system based on TRNSYS
X Wang, T Li, Y Yu, Q Liu, L Shi, J **a, Q Mao - Applied Thermal …, 2024 - Elsevier
The failure rate and operating cost of the CB (chiller-gas boiler) system, which has been in
use for a long time, are increasing year by year, but there is a lack of reasonable programs …
use for a long time, are increasing year by year, but there is a lack of reasonable programs …
Research on designated calibration method of fault sensor in photovoltaic thermal heat pump system based on fault detection and virtual calibration
With the increasingly serious global energy problem, clean energy sources such as solar
energy have become the mainstream focus of development. Among these, solar …
energy have become the mainstream focus of development. Among these, solar …