A review on available energy saving strategies for heating, ventilation and air conditioning in underground metro stations

Y Yu, S You, H Zhang, T Ye, Y Wang, S Wei - Renewable and Sustainable …, 2021 - Elsevier
Due to the increasing number of underground metro stations worldwide and the great
energy consumption of heating, ventilation and air conditioning (HVAC) systems in …

Environmental and health effects of ventilation in subway stations: a literature review

Y Wen, J Leng, X Shen, G Han, L Sun, F Yu - International journal of …, 2020 - mdpi.com
Environmental health in subway stations, a typical type of urban underground space, is
becoming increasingly important. Ventilation is the principal measure for optimizing the …

A multi-agent based distributed approach for optimal control of multi-zone ventilation systems considering indoor air quality and energy use

W Li, S Wang - Applied Energy, 2020 - Elsevier
A trade-off problem exists in ventilation systems to ensure acceptable indoor air quality (IAQ)
with minimized energy use. It is often solved by the centralized optimization approach today …

A review on characteristics and mitigation strategies of indoor air quality in underground subway stations

J Yang, X Fan, H Zhang, W Zheng, T Ye - Science of The Total Environment, 2023 - Elsevier
Due to the rapidly increasing ridership and the relatively enclosed underground space, the
indoor air quality (IAQ) in underground subway stations (USSs) has attracted more public …

Kernel PLS with AdaBoost ensemble learning for particulate matters forecasting in subway environment

J Wang, Y Lu, C Xin, CK Yoo, H Liu - Measurement, 2022 - Elsevier
Excessive exposure to hazardous air pollutants remains the leading cause of serious cardio-
respiratory disease among commuters. To monitor and improve the air quality in time, soft …

Soft sensor validation for monitoring and resilient control of sequential subway indoor air quality through memory-gated recurrent neural networks-based …

J Loy-Benitez, SK Heo, CK Yoo - Control Engineering Practice, 2020 - Elsevier
Indoor air quality (IAQ) measurements play an important role in the subway ventilation
system control, influencing over crucial factors as ventilation energy consumption and …

Applications of genetic algorithm and its variants in rail vehicle systems: A bibliometric analysis and comprehensive review

HJ Kaleybar, M Davoodi, M Brenna, D Zaninelli - IEEE Access, 2023 - ieeexplore.ieee.org
Railway systems are time-varying and complex systems with nonlinear behaviors that
require effective optimization techniques to achieve optimal performance. Evolutionary …

Transfer learning driven sequential forecasting and ventilation control of PM2. 5 associated health risk levels in underground public facilities

S Tariq, J Loy-Benitez, KJ Nam, G Lee, MJ Kim… - Journal of Hazardous …, 2021 - Elsevier
Particulate matter with aerodynamic diameter less than 2.5 µm (PM 2.5) has become a major
public concern in closed indoor environments, such as subway stations. Forecasting …

Characteristics of the thermal environment, air quality, and passenger comfort in the underground transfer space of metro stations in Beijing

C Lin, L Wu, H Xia, M Zhen, C Shen, J Zhu… - Journal of Building …, 2022 - Elsevier
With the increase in Beijing's metro mileage and passenger numbers, it is becoming
especially necessary to investigate the indoor environment and passenger comfort of metro …

Air distribution and thermal environment optimization on subway platform using an innovative attached ventilation mode

J Li, A Li, Y Hou, C Zhang, C Yang, X Zhang… - Building and …, 2021 - Elsevier
Subway systems are extensively used due to their safety and convenience. Scientific and
reasonable air distribution is necessary for creating a comfortable environment on the …