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Collaborations and top research areas from the last five years
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Balancing forecast accuracy and switching costs in online optimization of energy management systems
Genov, E., Ruddick, J., Bergmeir, C., Vafaeipour, M., Coosemans, T., García, S. & Messagie, M., Mar 2026, In: Expert Systems with Applications. 298, part B, 18 p., 129305.Research output: Contribution to journal › Article › peer-review
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Predict+Optimize Problem in Renewable Energy Scheduling
Bergmeir, C., de Nijs, F., Genov, E., Sriramulu, A., Abolghasemi, M., Bean, R., Betts, J., Bui, Q., Dinh, N. T., Einecke, N., Esmaeilbeigi, R., Ferraro, S., Galketiya, P., Glasgow, R., Godahewa, R., Kang, Y., Limmer, S., Magdalena, L., Montero-Manso, P. & Peralta, D. & 8 others, , 2025, In: IEEE Access . 13, p. 60064-60087 24 p.Research output: Contribution to journal › Article › peer-review
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Forecasting flexibility of charging of electric vehicles: Tree and cluster-based methods
Genov, E., Cauwer, C. D., Kriekinge, G. V., Coosemans, T. & Messagie, M., 1 Jan 2024, In: Applied Energy. 353, 10 p., 121969.Research output: Contribution to journal › Article › peer-review
Open AccessFile38 Citations (Scopus)103 Downloads (Pure) -
Real-world validation of safe reinforcement learning, model predictive control and decision tree-based home energy management systems
Ruddick, J., Ceusters, G., Kriekinge, G. V., Genov, E., Coosemans, T. & Messagie, M., 14 Aug 2024.Research output: Working paper › Preprint › peer-review
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Real-world validation of safe reinforcement learning, model predictive control and decision tree-based home energy management systems
Ruddick, J., Ceusters, G., Van Kriekinge, G., Genov, E., De Cauwer, C., Coosemans, T. & Messagie, M., Dec 2024, In: Energy and AI. 18, 19 p., 100448.Research output: Contribution to journal › Article › peer-review
Open AccessFile9 Citations (Scopus)4 Downloads (Pure)
Datasets
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Code for "Real-world validation of safe reinforcement learning, model predictive control and decision tree-based home energy management systems" paper
Ruddick, J. J. (Creator), Ceusters, G. (Creator), Genov, E. (Creator) & Van Kriekinge, G. (Creator), GitHub, 5 Aug 2024
https://github.com/EVERGi/real_validation_saferl_treec_paper/
Dataset
Prizes
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1st place in PhD Forecasting Hackathon, hosted by the Tourism and Hospitality section of the International Institute of Forecasters
Genov, E. (Recipient), 1 Jul 2024
Prize: Prize (including medals and awards)
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3rd prize for IEEE-CIS Technical Challenge on Predict+Optimize for Renewable Energy Scheduling (2000$)
Ruddick, J. J. (Recipient) & Genov, E. (Recipient), 7 Dec 2021
Prize: Prize (including medals and awards)
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"Neurips 2022: Citylearn challenge" community prize travel grant of 1000$
Ruddick, J. J. (Recipient) & Genov, E. (Recipient), 22 Nov 2022
Prize: Prize (including medals and awards)
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Activities
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Zinal Winter School on Data Science, Optimization and Operations Research
Genov, E. (Chair)
19 Jan 2025 → 24 Jan 2025Activity: Participating in or organising an event › Participation in conference
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Assessing quality of scenario sets in a stochastic optimization for energy management
Genov, E. (Speaker)
11 Oct 2023Activity: Talk or presentation › Talk or presentation at a conference
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NeurIPS 2022
Ruddick, J. J. (Participant) & Genov, E. (Participant)
7 Dec 2022Activity: Participating in or organising an event › Participation in conference
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BIZbootcamp
Genov, E. (Chair)
20 Mar 2022Activity: Participating in or organising an event › Participating in or organizing an event at an external academic organisation