Applications of ML/DL in the management of smart cities and societies based on new trends in information technologies: A systematic literature review
The goal of managing smart cities and societies is to maximize the efficient use of finite
resources while enhancing the quality of life. To establish a sustainable urban existence …
resources while enhancing the quality of life. To establish a sustainable urban existence …
Towards federated learning and multi-access edge computing for air quality monitoring: literature review and assessment
Systems for monitoring air quality are essential for reducing the negative consequences of
air pollution, but creating real-time systems encounters several challenges. The accuracy …
air pollution, but creating real-time systems encounters several challenges. The accuracy …
[HTML][HTML] Predicting real-time within-vehicle air pollution exposure with mass-balance and machine learning approaches using on-road and air quality data
Modelling the air pollutant concentrations within-vehicles is an essential step to estimate our
daily exposure to air pollution. This is a challenging issue however, since the processes that …
daily exposure to air pollution. This is a challenging issue however, since the processes that …
In-vehicle data for predicting road conditions and driving style using machine learning
Many network protocols such as Controller Area Network (CAN) and Ethernet are used in
the automotive industry to allow vehicle modules to communicate efficiently. These networks …
the automotive industry to allow vehicle modules to communicate efficiently. These networks …
Prediction and Comparison of In-Vehicle CO2 Concentration Based on ARIMA and LSTM Models
J Han, H Lin, Z Qin - Applied Sciences, 2023 - mdpi.com
An increase in the carbon dioxide (CO2) concentration within a vehicle can lead to a
decrease in air quality, resulting in numerous adverse effects on the human body. Therefore …
decrease in air quality, resulting in numerous adverse effects on the human body. Therefore …
Machine-learning-based carbon dioxide concentration prediction for hybrid vehicles
The current understanding of CO2 emission concentrations in hybrid vehicles (HVs) is
limited, due to the complexity of the constant changes in their power-train sources. This …
limited, due to the complexity of the constant changes in their power-train sources. This …
A novel online prediction method for vehicle cabin temperature and passenger thermal sensation
C Zhang, B Hou, M Li, Z Chen, R Zhang, S Li… - Applied Thermal …, 2024 - Elsevier
Vehicle cabin temperature and passenger thermal sensation are essential indicators for the
vehicle thermal management system. However, the temperature distribution in the vehicle …
vehicle thermal management system. However, the temperature distribution in the vehicle …
Modeling for vehicle cabin temperature prediction based on graph spatial-temporal neural network in air conditioning system
X He, Y Wang, F Guo, X Zhang, X Duan, J Pei - Energy and Buildings, 2022 - Elsevier
The vehicle HVAC (heating, ventilating, and air conditioning) system aims to keep
passengers thermal comfort and reduce energy consumption. One effective measure is to …
passengers thermal comfort and reduce energy consumption. One effective measure is to …
[HTML][HTML] In-cabin and outdoor environmental monitoring in vehicular scenarios with distributed computing
E Ramos-Sorroche, J Rubio-Aparicio, J Santa… - Internet of Things, 2024 - Elsevier
Accurate environmental monitoring is becoming the basis for assuring sustainable
development in administrations at different levels, including cities and industry as key actors …
development in administrations at different levels, including cities and industry as key actors …
A novel bike-mounted sensing device with cloud connectivity for dynamic air-quality monitoring by urban cyclists
J Gómez-Suárez, P Arroyo, R Alfonso, JI Suárez… - Sensors, 2022 - mdpi.com
We present a device based on low-cost electrochemical and optical sensors, designed to be
attached to bicycle handlebars, with the aim of monitoring the air quality in urban …
attached to bicycle handlebars, with the aim of monitoring the air quality in urban …