2023
A. Zabetian-Hosseini, B. Boulet, G. Joos, 鈥淐ontrol Design for Effective Usage of Electric Vehicles in V2G-enabled DC Charging Stations鈥�. IEEE Transactions on Power Delivery, Vol. 38, No. 6, Dec. 2023.
W. Song, D. Wu, W. Shen, B. Boulet, 鈥淩emaining Useful Life Prediction Method for Lithium-ion Battery Based on Temporal Transformer Network鈥�. Procedia Computer Science, Vol. 217, DOI 10.1016/j.procs.2022.12.383, 2023.
X. Huang, D. Wu, B. Boulet, 鈥淢etaProbformer for Charging Load Probabilistic Forecasting of Electric Vehicle Charging Stations鈥�. IEEE Transactions on Intelligent Transportation Systems, 2023, DOI 10.1109/TITS.2023.3276947.
S. Seal, B. Boulet, V.R. Dehkordi, F. Bouffard, G. Joos, 鈥淐entralized MPC for Home Energy Management with EV as Mobile Energy Storage Unit鈥�. IEEE Transactions on Sustainable Energy doi: 10.1109/TSTE.2023.3235703, 2023.
J.E. Zhang, D. Wu, B. Boulet, 鈥淥n the Performance of Legendre State-Space Models in Short-Term Time Series Forecasting鈥�. 2023 IEEE CCECE.
X. Sun, D. Wu, B. Boulet, 鈥淎nalyzing the Benefits of Data Augmentation for Smart Grid Anomaly Detection and Forecasting鈥�. 2023 IEEE CCECE.
D. Wu, A. Zinflou, B. Boulet, 鈥淭utorial: Time-Series Forecasting with Meta-Learning: Basics and Applications鈥�. IEEE CCECE, Regina, Saskatchewan, Sept. 24-27, 2023.
2022
Marc-Antoine Beaudoin and Benoit Boulet. 鈥淟earning-based synthesis of robust linear time-invariant controllers鈥�. In: IEEE Transactions on Intelligent Vehicles (2022).
Marc-Antoine Beaudoin and Benoit Boulet. 鈥淚mproving gearshift controllers for electric vehicles with reinforcement learning鈥�. In: Mechanism and Machine Theory 169 (2022), p. 104654.
Marc-Antoine Beaudoin and Benoit Boulet. 鈥淪tructured learning of safety guarantees for the control of uncertain dynamical systems鈥�. In: IEEE Transactions on Intelligent Vehicles (2022).
Huiliang Zhang et al. 鈥淏uilding energy management with reinforcement learning and model predictive control: A survey鈥�. In: IEEE Access 10 (2022), pp. 27853鈥�27862.
Mostafa Darabi et al. 鈥淐losed-loop thickness control and sensor placement in extrusion blow moulding鈥�. In: International Journal of Automation and Control 16.5 (2022), pp. 621鈥� 648.
Xijuan Sun et al. 鈥淔orecasting of Solar Energy Generation via Dynamic Model Ensemble鈥�. In: 2022 IEEE Electrical Power and Energy Conference (EPEC). 2022, pp. 109鈥�115.
Xijuan Sun et al. 鈥淧ower System Anomaly Detection Via Ensemble of Encoder and Decoder Networks鈥�. In: 2022 IEEE Electrical Power and Energy Conference (EPEC). 2022, pp. 116鈥�122.
Jiuqi Elise Zhang, Di Wu, and Benoit Boulet. 鈥淭ime Series Anomaly Detection via Reinforcement Learning-Based Model Selection鈥�. In: 2022 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE). 2022, pp. 193鈥�199.
Yuwei Fu, Di Wu, and Benoit Boulet. 鈥淥n the Benefits of Transfer Learning and Reinforcement Learning for Electric Short-term Load Forecasting鈥�. In: 2022 IEEE International Conferences on Internet of Things (iThings) and IEEE Green Computing & Communications (GreenCom) and IEEE Cyber, Physical & Social Computing (CPSCom) and IEEE Smart Data (SmartData) and IEEE Congress on Cybermatics (Cybermatics). 2022, pp. 195鈥� 203.
Asal Zabetian-Hosseini, Geza Joos, and Benoit Boulet. 鈥淐entralized Control Design for Bidirectional DC Charging Stations to Enable V2G鈥�. In: 2022 IEEE/PES Transmission and Distribution Conference and Exposition (T&D). 2022, pp. 1鈥�5.
Yuwei Fu, Di Wu, and Benoit Boulet. 鈥淩einforcement learning based dynamic model combination for time series forecasting鈥�. In: Proceedings of the AAAI Conference on Artificial Intelligence. Vol. 36. 6. 2022, pp. 6639鈥�6647.
2021
X. Huang, D. Wu, M. Jenkin, and B. Boulet. 鈥淢odelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control,鈥� arXiv preprint arXiv:2111.08067, 2021.
J.E. Zhang, D. Wu, and B. Boulet. 鈥淭ime Series Anomaly Detection for Smart Grids: A Survey,鈥� 2021 IEEE Electrical Power and Energy Conference (EPEC), 125-130, 2021.
Q. Dang, D. Wu, and B. Boulet. 鈥淓lectric Vehicle Battery as Energy Storage Unit Consider Renewable Power Uncertainty,鈥� 2021 IEEE Energy Conversion Congress and Exposition (ECCE), 668-673, 2021.
A. Zabetian-Hosseini, G. Joos, and B. Boulet. 鈥淒istributed Control Design for V2G in DC Fast Charging Stations,鈥� 2021 IEEE Energy Conversion Congress and Exposition (ECCE), 655-661, 2021. Y. Fu, D. Wu, and B. Boulet. 鈥淏enchmarking Sample Selection Strategies for Batch Reinforcement Learning,鈥� 2021
Q. Dang, D. Wu, and B. Boulet. 鈥淓V Fleet as Virtual Battery Resource for Community Microgrid Energy Storage Planning,鈥� IEEE Canadian Journal of Electrical and Computer Engineering 44 (4), 431- 442, 2021.
D. Wu, C. Cui, and B. Boulet. 鈥淩esidential Short-Term Load Forecasting via Meta Learning and Domain Augmentation,鈥� IFIP International Workshop on Artificial Intelligence for Knowledge Management, 2021
W. Lin, D. Wu, and B. Boulet. 鈥淪patial-Temporal Residential Short-Term Load Forecasting via Graph Neural Networks,鈥� IEEE Transactions on Smart Grid 12 (6), 5373-5384. 2021
Q. Dang, D. Wu, and B. Boulet. 鈥淓V Fleet Batteries as Distributed Energy Resources Considering Dynamic Electricity Pricing,鈥� 2021 IEEE 12th International Symposium on Power Electronics for Distributed Generation Systems (PEDG), 2021
H. Zhang, S. Seal, D. Wu, B. Boulet, F. Bouffard, and G. Joos. 鈥淒ata-driven Model Predictive and Reinforcement Learning Based Control for Building Energy Management: a Survey,鈥� arXiv preprint arXiv:2106.14450, 2021
M.A. Beaudoin and B. Boulet. 鈥淔undamental limitations to no-jerk gearshifts of multi-speed transmission architectures in electric vehicles,鈥� Mechanism and Machine Theory 160, 104290, 2021
R. Toukhtarian, M. Darabi, S. Hatzikiriakos, H. Atsbha, and B. Boulet. 鈥淧arameter identification of transport PDE/nonlinear ODE cascade model for polymer extrusion with varying die gap,鈥� The Canadian Journal of Chemical Engineering 99 (5), 1158-1176, 2021
2020
A. El Fathi, R.E. Kearney, E. Palisaitis, B. Boulet, A. Haidar, A Model-Based Insulin Dose Optimization Algorithm for People with Type 1 Diabetes on Multiple Daily Injections Therapy. IEEE Transactions on Biomedical Engineering, doi: 10.1109/TBME.2020.3023555, 2020.
S. Seal, B. Boulet, V.R. Dehkordi, Centralized model predictive control strategy for thermal comfort and residential energy management. Energy, Vol. 212, 2020, doi: 10.1016/j.energy.2020.118456, 2020
R. Toukhtarian, M. Darabi, S. Hatzikiriakos, H. Atsbha, B. Boulet, Parameter identification of transport PDE/nonlinear ODE cascade model for polymer extrusion with varying die gap. The Canadian Journal of Chemical Engineering, doi: 10.1002/cjce.23910, 2020.
H. Zhang, D. Wu, B. Boulet, 鈥淎 Review of Recent Advances on Reinforcement Learning for Smart Home Energy Management鈥�. IEEE Electric Power and Energy Conference, Edmonton, AB, Canada, 2020, doi: 10.1109/EPEC48502.2020.9320042.
X. Huang, D. Wu, B. Boulet, 鈥淓nsemble Learning for Charging Load Forecasting of Electric Vehicle Charging Stations鈥�. IEEE Electric Power and Energy Conference, Edmonton, AB, Canada, 2020, doi: 10.1109/EPEC48502.2020.9319916.
Q. Dang, D. Wu, B. Boulet, 鈥淐ommunity Microgrid Energy Storage Sizing Considering EV Fleet Batteries as Supplemental Resource鈥�. IEEE Electric Power and Energy Conference, Edmonton, AB, Canada, 2020, doi: 10.1109/EPEC48502.2020.9320089
Q. Dang, D. Wu, B. Boulet, 鈥淓V Charging Management with ANN-Based Electricity Price Forecasting鈥� IEEE Transportation Electrification Conference, June 24-26, 2020, Chicago, IL.
2019
Wu, D., Wang, B., Precup, D., Boulet, B., 鈥淢ultiple Kernel Learning based Transfer Regression for Electric Load Forecasting鈥�. IEEE Transactions on Smart Grid, 10.1109/TSG.2019.2933413, 2019.
Seal, S., Raissi Dehkordi, V., Boulet, B., C鈥漮ordination of Radiant Floor and Baseboard Heating Systems: Sequential and Simultaneous MPC Schemes鈥�. Science and Technology for the Built Environment, 1-25, 2019.
Azarnoush, H., Pazos, V., Vergnole, S., Boulet, B., Lamouche, G. 鈥淚ntravascular optical coherence tomography to validate finite-element simulation of angioplasty balloon inflation鈥�. Physics in Medicine & Biology, 64-9, 2019.
Q. Dang, D. Wu, B. Boulet, 鈥淎 Q-Learning-Based Charging Scheduling Scheme for Electric Vehicles鈥� IEEE Transportation Electrification Conference , July 19-21, 2019, Novi, MI.
A. El Fathi, E. Palisaitis, B. Boulet, L. Legault, A. Haidar 鈥淎n Unannounced Meal Detection Module for Artificial Pancreas Control Systems鈥� American Control Conference, July 9-12, 2019, Philadelphia, NJ, pp. 4130-4135.
2018
Toukhtarian, R., Hatzikiriakos, S. G., Atsbha, H., Boulet, B., Modeling polymer extrusion with varying die gap using Arbitrary Lagrangian Eulerian (ALE) method. Physics of Fluids, Vol. 30, No. 9, doi:10.1063/1.5045739, 2018.
Lotfalian, R., Martins, S., Radziszewski, P., Boulet, B., Acquisition Cost-Torque Capacity-Reliability Modelling for Spur Gears. ASME Journal of Mechanical Design, Vol. 140, No. 6, doi: 0.1115/1.4039588, 2018.
Alizadeh, H.V., Helwa, M.K., Boulet, B., Modeling, analysis and con-strained control of wet cone clutch systems: A synchromesh case study. Mechatronics 49, 92-104, 2018.
El Fathi, A., Smaoui, M.R., Gingras, V., Boulet, B., Haidar, A., The Artifical Pancreas and Meal Control: An Overview of Postprandial Glucose Regulation in Type 1 Diabetes. IEEE Control Systems 38(1), 67-85, 2018.
M. Razban, J. Dargahi, B. Boulet, A Sensor-less Catheter Contact Force Estimation Approach in Endovascular Intervention Procedures. 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, October 1-5, Madrid, Spain, pp. 2100-2106.
2017
P Maghoul, B Boulet, A Tardif, A Haidar, Computer Simulation Model to Train Medical Personnel on Glucose Clamp Procedures, Canadian Journal of Diabetes. 41(5), 485-490, 2017.
D Wu, H Zeng, C Lu, B Boulet, Two-Stage Energy Management for Office Buildings with Workplace EV Charging and Renewable Energy. IEEE Transactions on Transportation Electrification 3 (1), 225-237, 2017.
Mousavi, M. S. R., Alizadeh, H. V., Boulet, B., Estimation of Synchromesh Frictional Torque and Output Torque in a Clutchless Automated Manual Transmission of a Parallel Hybrid Electric Vehicle, IEEE Trans. on Vehicular Technology, 66 (7), pp. 5531-5539, 2017.
D. Wu, B. Wang, D. Precup, B. Boulet, Boosting Based Multiple Kernel Learning and Transfer Regression for Electricity Load Forecasting. Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Skopje, Macedonia, 18-22 September 2017, pp. 39-51.
