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Manar AMAYRI
Tytuł
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On short-term load forecasting using machine learning techniques and a novel parallel deep LSTM-CNN approach
B Farsi, M Amayri, N Bouguila, U Eicker
IEEE access 9, 31191-31212, 2021
2192021
Estimating occupancy in heterogeneous sensor environment
M Amayri, A Arora, S Ploix, S Bandhyopadyay, QD Ngo, VR Badarla
Energy and Buildings 129, 46-58, 2016
1552016
A novel approach for modeling positive vectors with inverted dirichlet-based hidden markov models
R Nasfi, M Amayri, N Bouguila
Knowledge-Based Systems 192, 105335, 2020
432020
A new workflow for detailed urban scale building energy modeling using spatial joining of attributes for archetype selection
SS Abolhassani, M Amayri, N Bouguila, U Eicker
Journal of Building Engineering 46, 103661, 2022
412022
Improving residential building energy simulations through occupancy data derived from commercial off-the-shelf Wi-Fi sensing technology
SS Abolhassani, A Zandifar, N Ghourchian, M Amayri, N Bouguila, ...
Energy and Buildings 272, 112354, 2022
352022
Database quality assessment for interactive learning: Application to occupancy estimation
M Amayri, S Ploix, N Bouguila, F Wurtz
Energy and Buildings 209, 109578, 2020
342020
Occupancy estimation using non intrusive sensors in energy efficient buildings
A Arora, M Amayri, V Badarla, S Ploix, S Bandyopadhyay
14th Conference of International Building Performance Simulation Association …, 2015
332015
Estimating occupancy using interactive learning with a sensor environment: Real-time experiments
M Amayri, S Ploix, N Bouguila, F Wurtz
Ieee Access 7, 53932-53944, 2019
322019
Outlier detection via multiclass deep autoencoding Gaussian mixture model for building chiller diagnosis
V Tra, M Amayri, N Bouguila
Energy and Buildings 259, 111893, 2022
272022
Explainable K-means clustering for occupancy estimation
K Prabhakaran, J Dridi, M Amayri, N Bouguila
Procedia Computer Science 203, 326-333, 2022
252022
Estimating occupancy from measurements and knowledge using the bayesian network for energy management
M Amayri, S Ploix, H Kazmi, QD Ngo, ELAEL Safadi
Journal of Sensors 2019 (1), 7129872, 2019
252019
Flexibility characterization of residential electricity consumption: A machine learning approach
M Amayri, CS Silva, H Pombeiro, S Ploix
Sustainable Energy, Grids and Networks 32, 100801, 2022
242022
A statistical approach for unsupervised occupancy detection and estimation in smart buildings
H Nguyen, M Rahmanpour, N Manouchehri, K Maanicshah, M Amayri, ...
2019 IEEE International Smart Cities Conference (ISC2), 414-419, 2019
232019
Bayesian network and Hidden Markov Model for estimating occupancy from measurements and knowledge
M Amayri, QD Ngo, S Ploix
2017 9th IEEE International Conference on Intelligent Data Acquisition and …, 2017
232017
Hidden Markov models and applications
N Bouguila, W Fan, M Amayri
Springer, 2022
222022
Transfer learning for estimating occupancy and recognizing activities in smart buildings
J Dridi, M Amayri, N Bouguila
Building and Environment 217, 109057, 2022
212022
Smart home futures: Algorithmic challenges and opportunities
H Kazmi, F Mehmood, M Amayri
2017 14th International Symposium on Pervasive Systems, Algorithms and …, 2017
212017
Decision tree and parametrized classifier for estimating occupancy in energy management
M Amayri, S Ploix
2018 5th International Conference on Control, Decision and Information …, 2018
202018
Online clustering for estimating occupancy in an office setting
N Zamzami, M Amayri, N Bouguila, S Ploix
2019 IEEE 28th international symposium on industrial electronics (ISIE …, 2019
182019
Towards interactive learning for occupancy estimation
M Amayri, S Ploix, P Reignier, S Bandyopadhyay
ICAI'16-International Conference on Artificial Intelligence (as part of …, 2016
172016
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