Towards a sustainable urban future: A comprehensive review of urban heat island research technologies and machine learning approaches

S Ghorbany, M Hu, S Yao, C Wang - Sustainability, 2024 - mdpi.com
The urban heat island (UHI) is a crucial factor in develo** sustainable cities and societies.
Appropriate data collection, analysis, and prediction are essential first steps in studying the …

Human-centric artificial intelligence of things–based indoor environment quality modeling framework for supporting student well-being in educational facilities

MJ Lee, R Zhang - Journal of Computing in Civil Engineering, 2024 - ascelibrary.org
Maintaining the quality of indoor environments in educational facilities is crucial for student
comfort, health, well-being, and students' learning performance. Current indoor environment …

A novel global average temperature prediction model——based on GM-ARIMA combination model

X Chen, Z Jiang, H Cheng, H Zheng, D Cai… - Earth Science …, 2024 - Springer
In recent years, under the influence of changes in natural conditions and human social
activities, the issue of global warming has become increasingly prominent. So it is crucial to …

A hybrid mechanism-based and data-driven model for efficient indoor temperature distribution prediction with transfer learning

Y Liu, J Wu, Z Xu, Y Shen, X Guan - Energy and Buildings, 2025 - Elsevier
Efficient prediction of indoor temperature distribution (ITD) is crucial for various building-
related applications, particularly in real-time thermal management. Despite efforts from both …

[HTML][HTML] Multi-Timeframe Forecasting Using Deep Learning Models for Solar Energy Efficiency in Smart Agriculture

S Venkatesan, Y Cho - Energies, 2024 - mdpi.com
Since the advent of smart agriculture, technological advancements in solar energy have
significantly improved farming practices, resulting in a substantial revival of different crop …

Hybrid method for analyzing air thermal conditions in underground mines

A Ihsan, J Cheng, NP Widodo, E Wang, FZ Waly… - Expert Systems with …, 2024 - Elsevier
Thermal prediction of underground mine air is required to develop control measures against
heat problems. Researchers have extensively studied this topic using numerical simulations; …

Multi-step fusion model for predicting indoor temperature in residential buildings based on attention mechanism and neural network

G Zheng, R Jia, W Yi, X Yue - Journal of Building Engineering, 2025 - Elsevier
Indoor temperature prediction is vital in HVAC system control, ensuring thermal comfort and
energy efficiency. This study aims to propose a multi-step indoor temperature prediction …

Calibrated models for effective clustering: Discriminating operation schedules in occupied buildings

K Guerrero Ramírez, C Nuevo-Gallardo… - Building …, 2025 - Springer
European directives advocate for end-users to be aware of their energy consumption.
However, individual energy monitoring tools, such as energy meters or cost allocators, are …

⁠ Climate Change Prediction in Sustainable Healthcare Systems for Biodiverse Ecosystem Based on Satellite Data Modelling

MM Jadhav, P Agarwal, B Umadevi, A Khatibi… - Remote Sensing in …, 2024 - Springer
Every area of human life is being impacted by climate change more and more. According to
recent studies, there is a strong association between temperature and human health. It is …

[PDF][PDF] Air quality prediction using stacked bi-long short-term memory and convolutional neural network in India

S Karkuzhali, T Puyalnithi, R Nirmalan - Archives of Environmental …, 2024 - journals.pan.pl
Air quality is a critical aspect of environmental health, and its assessment and prediction
serve as pivotal components in mitigating the adverse effects of air pollution. This study …