[PDF][PDF] A comprehensive review of artificial intelligence and machine learning applications in energy sector

A Raihan - Journal of Technology Innovations and Energy, 2023 - researchgate.net
The energy industry worldwide is today confronted with several challenges, including
heightened levels of consumption and inefficiency, volatile patterns in demand and supply …

Performance analysis of air conditioning system integrated with thermal energy storage using enhanced machine learning modelling coupled with fire hawk optimizer

K Irshad, AI Khan, ME Zayed, S Algarni… - Journal of Building …, 2024 - Elsevier
Integrating air conditioning (AC) systems with thermal energy storage (TES) offers a
promising solution for managing large buildings' peak load demands and energy efficiency …

[HTML][HTML] Charging water load prediction for a thermal-energy-storage air-conditioner of a commercial building with a multilayer perceptron

MR Sanzana, MOM Abdulrazic, JY Wong… - Journal of Building …, 2023 - Elsevier
This research focuses on the development of a machine learning model for predicting the
water volume that needs to be chilled in Thermal-Energy-Storage-Air-Conditioning (TES …

A Study of Temporal Correlation Between Space Utilization and Electricity Consumption in Buildings Using Wi-Fi Probe Data

S Chaikul, Y Khunatorn, S Phithakkitnukoon - IEEE Access, 2024 - ieeexplore.ieee.org
This paper presents an initial exploration into understanding the intricate relationship
between space utilization and electricity consumption within buildings. Leveraging Wi-Fi …

The potential of deep learning in dynamic maintenance scheduling for thermal energy storage chiller plants

MR Sanzana, MOM Abdulrazic, JY Wong… - … Machine Learning for …, 2024 - Elsevier
Deep learning is revolutionizing the construction industry with its ability to predict valuable
information from big data. Thermal-energy-storage air-conditioners (TES-ACs) are currently …

Making the Right Decision in Facility Management and Facility Operations With the Best Analysis: A Systematic Review of Artificial Intelligence in Facility Management

A Scaife - 2024 - search.proquest.com
Abstract Organizations in the United States have been collectively losing billions of dollars
each year by not correctly controlling their building operations. With skyrocketing energy …

[PDF][PDF] Deploying a Deep Learning-based Application for an Efficient Thermal Energy Storage Air-Conditioning (TES-AC) System: Design Guidelines

MR Sanzana, MOM Abdulrazic… - … of Electronic & …, 2022 - journals.bilpubgroup.com
Facility management and maintenance of the Thermal-Energy-Storage AirConditioning (TES-
AC) system is a tedious task at a large scale mainly due to the charging load that can …

[PDF][PDF] Charging water load prediction with a multilayer perceptron for an efficient facility management and maintenance of thermal-energy-storage air-conditioning

MR Sanzana - 2023 - researchgate.net
This research addresses the challenges in Thermal-Energy-Storage-Air-Conditioning
(TESAC) systems by developing a machine learning model for predicting the necessary …