Abhinandana BOODI

21
Documents

Publications

Publications

DuoBrain-HVAC: A Hybrid Autonomous Agent for Controlling HVAC Systems

Khalil Al Sayed , Abhinandana Boodi , Roozbeh Sadeghian Broujeny , Karim Beddiar
Telecommunications Forum (TELFOR2024), 2025, pp.1-4. ⟨10.1109/TELFOR63250.2024.10819155⟩
Article dans une revue hal-04979609 v1
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Enhanced multi-horizon occupancy prediction in smart buildings using cascaded Bi-LSTM models with integrated features

Chinmayi Kanthila , Abhinandana Boodi , Anna Marszal-Pomianowska , Karim Beddiar , Yassine Amirat et al.
Energy and Buildings, 2024, 318, pp.114442. ⟨10.1016/j.enbuild.2024.114442⟩
Article dans une revue hal-04626807 v1
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Reinforcement learning for HVAC control in intelligent buildings: A technical and conceptual review

Khalil Al Sayed , Abhinandana Boodi , Roozbeh Sadeghian Broujeny , Karim Beddiar
Journal of Building Engineering, 2024, 95, pp.110085. ⟨10.1016/j.jobe.2024.110085⟩
Article dans une revue hal-04635092 v1

Enhanced multi-horizon occupancy prediction in smart buildings using cascaded Bi-LSTM models with integrated features

Chinmayi Kanthila , Abhinandana Boodi , Anna Marszal-Pomianowska , Karim Beddiar , Yassine Amirat et al.
Energy and Buildings, 2024, 318, pp.114442. ⟨10.1016/j.enbuild.2024.114442⟩
Article dans une revue hal-04693822 v1
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Building Thermal-Network Models: A Comparative Analysis, Recommendations, and Perspectives

Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
Energies, 2022, 15 (4), pp.1328. ⟨10.3390/en15041328⟩
Article dans une revue hal-03571907 v1
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Building occupancy behavior and prediction methods: A critical review and challenging locks

Chinmayi Kanthila , Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
IEEE Access, 2021, 9, pp.79353 - 79372. ⟨10.1109/ACCESS.2021.3083534⟩
Article dans une revue (article de synthèse) hal-03240169 v1
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Simplified Building Thermal Model Development and Parameters Evaluation Using a Stochastic Approach

Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
Energies, 2020, 13 (11), pp.2899. ⟨10.3390/en13112899⟩
Article dans une revue hal-02968924 v1
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Intelligent Systems for Building Energy and Occupant Comfort Optimization: A State of the Art Review and Recommendations

Abhinandana Boodi , Karim Beddiar , Malek Benamour , Yassine Amirat , Mohamed Benbouzid
Energies, 2018, 11 (10), pp.2604. ⟨10.3390/en11102604⟩
Article dans une revue (article de synthèse) hal-02971586 v1

On-Policy vs. Off-Policy HVAC Control: Comparing PPO and SAC–Gumbel in EnergyPlus

Khalil Al Sayed , Abhinandana Boodi , Roozbeh Sadeghian Broujeny , Karim Beddiar
2025 IEEE 16th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON), Oct 2025, Yorktown Heights, United States. pp.0382-0387, ⟨10.1109/UEMCON67449.2025.11267698⟩
Communication dans un congrès hal-05399809 v1

Attention Makes HVAC Control More Efficient

Khalil Al Sayed , Abhinandana Boodi , Roozbeh Sadeghian Broujeny , Karim Beddiar
IECON 2025 – 51st Annual Conference of the IEEE Industrial Electronics Society, Oct 2025, Madrid, France. pp.1-6, ⟨10.1109/IECON58223.2025.11221485⟩
Communication dans un congrès hal-05372129 v1

A Hybrid Approach to Building Thermal Modeling Using Physics-Based Machine Learning

Abhinandana Boodi , Karim Beddiar
2025 IEEE 16th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON), Oct 2025, Yorktown Heights, United States. pp.0335-0339, ⟨10.1109/UEMCON67449.2025.11267566⟩
Communication dans un congrès hal-05399803 v1

Optimizing Comfort and Energy Efficiency: The Impact of Model Accuracy on Multi-Objective MPC

Kevin Micheneau , Abhinandana Boodi
2024 6th Global Power, Energy and Communication Conference (GPECOM), Jun 2024, Budapest, Hungary. pp.659-664, ⟨10.1109/GPECOM61896.2024.10582746⟩
Communication dans un congrès hal-04638342 v1
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Investigation of Input Feature Combinations Considering Occupant Behavior for Modelling Indoor Air Temperature in a Classroom

Abderrahmane Soufi , Abhinandana Boodi
BS 2023, IBPSA, Sep 2023, Shanghai (CH), China
Communication dans un congrès hal-04243765 v1

Occupancy Prediction in Buildings Using Cascaded LSTM Model

Chinmayi Kanthila , Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
IECON 2023- 49th Annual Conference of the IEEE Industrial Electronics Society, Oct 2023, Singapore, Singapore. pp.1-6, ⟨10.1109/IECON51785.2023.10311629⟩
Communication dans un congrès hal-04290828 v1

Reinforcement Learning for Optimal HVAC Control: From Theory to Real-World Applications

Khalil Al Sayed , Abhinandana Boodi , Roozbeh Sadeghian Broujeny , Karim Beddiar
IECON 2023- 49th Annual Conference of the IEEE Industrial Electronics Society, Oct 2023, Singapore, Singapore. pp.1-6, ⟨10.1109/IECON51785.2023.10312131⟩
Communication dans un congrès hal-04290855 v1

Reinforcement Learning for Optimal HVAC Control: From Theory to Real-World Applications

Khalil Al Sayed , Abhinandana Boodi , Roozbeh Sadeghian Broujeny , Karim Beddiar
IECON 2023- 49th Annual Conference of the IEEE Industrial Electronics Society, Oct 2023, Singapore, Singapore. pp.1-6, ⟨10.1109/IECON51785.2023.10312131⟩
Communication dans un congrès hal-04390248 v1

Building Occupancy Detection using Machine Learning-based Approaches: Evaluation and Comparison

Chinmayi Kanthila , Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
IECON 2022 – 48th Annual Conference of the IEEE Industrial Electronics Society, Oct 2022, Brussels, Belgium. pp.1-6, ⟨10.1109/IECON49645.2022.9968768⟩
Communication dans un congrès hal-03900193 v1

Markov Chain-based Algorithms for Building Occupancy Modeling: A Review

Chinmayi Kanthila , Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
2021 3rd International Conference on Smart Power & Internet Energy Systems (SPIES), Sep 2021, Shanghai, China. pp.438-443, ⟨10.1109/SPIES52282.2021.9633933⟩
Communication dans un congrès hal-04057382 v1
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Model Predictive Control-based Thermal Comfort and Energy Optimization

Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
IECON 2019 - 45th Annual Conference of the IEEE Industrial Electronics Society, Oct 2019, Lisbon, Portugal. pp.5801-5806, ⟨10.1109/IECON.2019.8927227⟩
Communication dans un congrès hal-02973110 v1
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A Numerical Approach for Buildings Reduced Thermal Model Parameters Evaluation

Abhinandana Boodi , Karim Beddiar , Yassine Amirat , Mohamed Benbouzid
2019 International Conference on Smart Power & Internet Energy Systems, Apr 2019, Melbourne, Australia. pp.012015, ⟨10.1088/1755-1315/322/1/012015⟩
Communication dans un congrès hal-04057370 v1