Get started
Author

Manar Amayri

On Short-Term Load Forecasting Using Machine Learning Techniques and a Novel Parallel Deep LSTM-CNN Approach
2021 · Behnam Farsi, Manar Amayri, et al. · IEEE Access · 293
PDF
Estimating occupancy in heterogeneous sensor environment
2016 · Manar Amayri, Abhay Arora, et al. · Energy and Buildings · 128
A new workflow for detailed urban scale building energy modeling using spatial joining of attributes for archetype selection
2021 · Soroush Samareh Abolhassani, Manar Amayri, et al. · Journal of Building Engineering · 49
Improving residential building energy simulations through occupancy data derived from commercial off-the-shelf Wi-Fi sensing technology
2022 · Soroush Samareh Abolhassani, Azar Zandifar, et al. · Energy and Buildings · 44
Transfer learning for estimating occupancy and recognizing activities in smart buildings
2022 · Jawher Dridi, Manar Amayri, et al. · Building and Environment · 39
Outlier detection via multiclass deep autoencoding Gaussian mixture model for building chiller diagnosis
2022 · Viet Tra, Manar Amayri, et al. · Energy and Buildings · 38
Transformer-based deep probabilistic network for load forecasting
2025 · Omar Bouhamed, Maher Dissem, et al. · Engineering Applications of Artificial Intelligence · 36
Flexibility characterization of residential electricity consumption: A machine learning approach
2022 · Manar Amayri, Carlos Santos Silva, et al. · Sustainable Energy Grids and Networks · 36
PDF
Neural Architecture Search for Anomaly Detection in Time-Series Data of Smart Buildings: A Reinforcement Learning Approach for Optimal Autoencoder Design
2024 · Maher Dissem, Manar Amayri, et al. · IEEE Internet of Things Journal · 33
Database quality assessment for interactive learning: Application to occupancy estimation
2019 · Manar Amayri, Stephane Ploix, et al. · Energy and Buildings · 33
Unsupervised outlier detection using neural network-based mixtures of probabilistic principal component analyzers for building chiller fault diagnosis
2022 · Viet Tra, Manar Amayri, et al. · Building and Environment · 32
A novel approach for modeling positive vectors with inverted Dirichlet-based hidden Markov models
2019 · Rim Nasfi, Manar Amayri, et al. · Knowledge-Based Systems · 32
A novel non-intrusive load monitoring technique using semi-supervised deep learning framework for smart grid
2023 · Mohammad Kaosain Akbar, Manar Amayri, et al. · Building Simulation · 31
Estimating Occupancy Using Interactive Learning With a Sensor Environment: Real-Time Experiments
2019 · Manar Amayri, Stephane Ploix, et al. · IEEE Access · 31
PDF
Explainable K-Means Clustering for Occupancy Estimation
2022 · Kumar Prabhakaran, Jawher Dridi, et al. · Procedia Computer Science · 28
PDF
Clustering and Interpretability of Residential Electricity Demand Profiles
2025 · Sarra Kallel, Manar Amayri, et al. · Sensors · 27
Estimating Occupancy from Measurements and Knowledge Using the Bayesian Network for Energy Management
2019 · Manar Amayri, Stephane Ploix, et al. · Journal of Sensors · 27
PDF
Deep clustering analysis via variational autoencoder with Gamma mixture latent embeddings
2024 · Jiaxun Guo, Wentao Fan, et al. · Neural Networks · 25
Unsupervised domain adaptation with and without access to source data for estimating occupancy and recognizing activities in smart buildings
2023 · Jawher Dridi, Manar Amayri, et al. · Building and Environment · 25
A Hybrid of Interactive Learning and Predictive Modeling for Occupancy Estimation in Smart Buildings
2021 · Jiaxun Guo, Manar Amayri, et al. · IEEE Transactions on Consumer Electronics · 23
Occupancy Estimation using Non Intrusive Sensors in Energy Efficient Buildings
2015 · Abhay Arora, Manar Amayri, et al. · Building Simulation Conference proceedings · 23
PDF
Towards Energy Smart Homes
2021 · Ploix, Stéphane, Amayri, Manar, et al. · Springer eBooks · 18
Unsupervised clustering-based domain adaptation for estimating occupancy and recognizing activities in smart buildings
2024 · Jawher Dridi, Manar Amayri, et al. · Journal of Building Engineering · 17
A Statistical Approach for Unsupervised Occupancy Detection and Estimation in Smart Buildings
2019 · Hieu Nguyen, Maryam Rahmanpour, et al. · IEEE International Smart Cities Conference (ISC2) · 17
Bayesian network and Hidden Markov Model for estimating occupancy from measurements and knowledge
2017 · Manar Amayri, Quoc-Dung Ngo, et al. · IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS) · 17
Works count: 179
Citation count: 1,572
H-index: 21
I10-index: 41
Year
Topic
Type