Advanced controls have attracted increasing interests due to the high requirement on smart and energy-efficient (SEE) buildings and decarbonization in the building industry with optimal tradeoff strategies between energy consumption and thermal comfort of built environment. However, a state-of-the-art review is lacking on advanced controls for SEE buildings, especially considering advanced building energy systems, machine learning based advanced controls, and advanced occupant-centric controls (OCC). This study presents a comprehensive review on the latest advancement of advanced controls for SEE buildings, which covers recent research on data collection through smart metering and sensors, big data and building automation, energy digitization, and building energy simulation. Machine learning based advanced controls are comprehensively reviewed, including supervised, unsupervised and reinforcement learning, together with their roles and underlying mechanisms. In addition, advanced controls for energy security, reliability, robustness, flexibility, and resilience are further reviewed for energy-efficient and low-carbon buildings, with respect to fault detection and diagnosis, fire alarming and building energy safety, and climate change adaptation. Moreover, this study explores the advanced OCC systems and their applications in SEE buildings. Last but not the least, this study emphasizes the challenges and future prospects of the trade-off between complexity and predictive/control performance, AI-based controllers and climate change adaptation, OCC in thermal comfort and energy saving for the SEE buildings. This study offers valuable insights into the latest research progress concerning the underlying mechanisms, algorithms and applications of advanced controls for SEE buildings, paving the path for sustainable and low-carbon transition in building sectors.@en

Vertical earth-to-air heat exchanger (VEAHE) systems have smaller land occupation and more efficient usage of geothermal energy than conventional earth-to-air heat exchanger (EAHE) systems. However, a large fluctuation in its outlet air temperature subject to ambient air temperature variations may occur, preventing it from meeting the indoor thermal comfort requirements. To address this issue, a novel VEAHE system integrated with annular phase change material (PCM) was proposed. The PCM can reduce the outlet air temperature fluctuation due to its ability to store and release energy. To evaluate its thermal performance, a numerical model was developed and validated by experimental data. The results showed a good agreement between the simulated and monitored data, with a maximum absolute relative error of 1.59% and 1.34% for the outlet air and PCM temperature, respectively. Then the validated model was applied to investigate the effects of PCM and its parameters on the system's thermal performance. Results showed that the annular PCM can decrease the outlet air temperature fluctuation of the system without PCM by 31% and 29% under air velocities of 1 m/s and 2 m/s respectively, enabling more stable outlet air temperatures to be achieved. The effect of PCM thermal conductivity depended heavily on the PCM thickness. Improving the system's thermal performance by simply increasing PCM thermal conductivity may not be an effective method, particularly when the PCM thickness was relatively small. As the PCM thickness exceeded 5 mm, an increase in the PCM thickness had a relatively small effect on the variation of outlet air temperatures. The outlet air temperature range decreased with the increase of PCM lengths, while a downward trend in the fluctuation decrease can be observed. In addition, an economic analysis of the proposed system was conducted, indicating that its static payback period was 20.8 years.@en

Vertical earth-to-air heat exchanger (VEAHE) systems have smaller land occupation and more efficient usage of geothermal energy than conventional earth-to-air heat exchanger (EAHE) systems. However, a large fluctuation in its outlet air temperature subject to ambient air temperature variations may occur, preventing it from meeting the indoor thermal comfort requirements. To address this issue, a novel VEAHE system integrated with annular phase change material (PCM) was proposed. The PCM can reduce the outlet air temperature fluctuation due to its ability to store and release energy. To evaluate its thermal performance, a numerical model was developed and validated by experimental data. The results showed a good agreement between the simulated and monitored data, with a maximum absolute relative error of 1.59% and 1.34% for the outlet air and PCM temperature, respectively. Then the validated model was applied to investigate the effects of PCM and its parameters on the system's thermal performance. Results showed that the annular PCM can decrease the outlet air temperature fluctuation of the system without PCM by 31% and 29% under air velocities of 1 m/s and 2 m/s respectively, enabling more stable outlet air temperatures to be achieved. The effect of PCM thermal conductivity depended heavily on the PCM thickness. Improving the system's thermal performance by simply increasing PCM thermal conductivity may not be an effective method, particularly when the PCM thickness was relatively small. As the PCM thickness exceeded 5 mm, an increase in the PCM thickness had a relatively small effect on the variation of outlet air temperatures. The outlet air temperature range decreased with the increase of PCM lengths, while a downward trend in the fluctuation decrease can be observed. In addition, an economic analysis of the proposed system was conducted, indicating that its static payback period was 20.8 years.@en