  | MARXEN, H., ANDOLFI, L., ORTEGA MORENO, B., PAVIĆ, I., & POTENCIANO MENCI, S. (2026). The Boom of Power Purchase Agreements: A Review of Remaining Challenges. In The Boom of Power Purchase Agreements: A Review of Remaining Challenges. Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/EEM68581.2026.11589667  Peer reviewed |
  | VAN STIPHOUDT, C., POTENCIANO MENCI, S., & FRIDGEN, G. (2025). Ex-Ante Evaluation Approaches Within the Design Process of Information and Data Models. In B. Shishkov (Ed.), Business Modeling and Software Design (pp. 220-229). Cham, Switzerland: Springer Nature AG. doi:10.1007/978-3-031-98033-6_16 Peer reviewed |
 | VAN STIPHOUDT, C., POTENCIANO MENCI, S., Kaymakci, C., Wenninger, S., Bauer, D., Duda, S., FRIDGEN, G., & Sauer, A. (15 June 2025). The Energy Synchronization Platform concept in the model region Augsburg to enable and streamline automated industrial demand response. Applied Energy, 388, 125455. doi:10.1016/j.apenergy.2025.125455 Peer Reviewed verified by ORBi |
 | CHEMUDUPATY, R., HORNEK, T., PAVIĆ, I., & POTENCIANO MENCI, S. (01 March 2025). Optimizing trading of electric vehicle charging flexibility in the continuous intraday market under user and market uncertainties. Applied Energy, 381, 125103. doi:10.1016/j.apenergy.2024.125103 Peer Reviewed verified by ORBi |
 | SARTIPI, A., DELGADO FERNANDEZ, J., POTENCIANO MENCI, S., & MAGITTERI, A. (2025). Bridging Smart Meter Gaps: A Benchmark of Statistical, Machine Learning and Time Series Foundation Models for Data Imputation. In 2025 IEEE Kiel PowerTech (pp. 1-7). IEEE. doi:10.1109/PowerTech59965.2025.11180477 Peer reviewed |
 | NGUYEN, Q. V., DELGADO FERNANDEZ, J., & POTENCIANO MENCI, S. (2025). Spatiotemporal Graph Neural Networks for Short-Term Load Forecasting: Does a graph inferred from smart meter data help? In Spatiotemporal Graph Neural Networks for Short-Term Load Forecasting: Does a graph inferred from smart meter data help?Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/PowerTech59965.2025.11180479 Peer reviewed |
 | HORNEK, T., LEE, Y., POTENCIANO MENCI, S., & PAVIĆ, I. (2025). The Value of Battery Energy Storage in the Continuous Intraday Market: Forecast vs. Perfect Foresight Strategies [Paper presentation]. IEEE PowerTech 2025, Kiel, Germany. doi:10.1109/PowerTech59965.2025.11180315 Peer reviewed |
 | DELGADO FERNANDEZ, J., POTENCIANO MENCI, S., & Magitteri, A. (2025). Forecasting Anonymized Electricity Load Profiles [Paper presentation]. PowerTech 2025, KIEL, Germany. doi:10.1109/PowerTech59965.2025.11180602 Peer reviewed |
 | ABELLÁN ÁLVAREZ, I., DELGADO FERNANDEZ, J., & POTENCIANO MENCI, S. (2025). Privacy-preserving distributed clustering: A fully homomorphic encrypted approach for time series. Computers and Security, 157, 104579. doi:10.1016/j.cose.2025.104579 Peer Reviewed verified by ORBi |
 | Radovanovic, D., DELGADO FERNANDEZ, J., Schirl, M., Eibl, G., Unterweger, A., & POTENCIANO MENCI, S. (2025). Inferring the Hidden: Privacy Risks of Microaggregation in Smart Meter Data [Paper presentation]. DACH+ Conference on Energy Informatics, Aachen, Germany. Peer reviewed |
 | VAN STIPHOUDT, C., POTENCIANO MENCI, S., & FRIDGEN, G. (2025). A Three-Phase Evaluation Approach for new Information and Data Models in the Smart Grid Domain. ORBilu-University of Luxembourg. https://orbilu.uni.lu/handle/10993/65526. doi:10.48550/arXiv.2507.12649 |
 | Barbereau, T., DELGADO FERNANDEZ, J., & POTENCIANO MENCI, S. (2025). The governance of federated learning: a decision framework for organisational archetypes. Data and Policy, 7. doi:10.1017/dap.2025.10020 Peer reviewed |
 | HORNEK, T., POTENCIANO MENCI, S., & PAVIĆ, I. (2025). Directional Price Forecasting in the Continuous Intraday Market under Consideration of Neighboring Products and Limit Order Books [Paper presentation]. The 14th DACH+ Conference on Energy Informatics, Aachen, Germany. doi:10.48550/arXiv.2509.04452 Peer reviewed |
 | POTENCIANO MENCI, S., ANDOLFI, L., & AKKOUCH, R. (2025). Where do local markets fit in the current European Electricity Market structures? In Proceedings of the 21st International Conference on European Energy Markets (EEM). Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/EEM64765.2025.11050249 Peer reviewed |
 | NGUYEN, Q. V., POTENCIANO MENCI, S., & DELGADO FERNANDEZ, J. (2024). Literature review for large-scale load forecasting with large volume of smart-meter data. In Energy Proceedings vol 48. Sweden: Scanditale AB. doi:10.46855/energy-proceedings-11481 Peer reviewed |
 | ZLATANOVA, K.* , SIEBENTRITT, S.* , SCHULZ, C.* , FRIDGEN, G., HANSEN, J., LÖHNDORF, N., MANTIN, B., POTENCIANO MENCI, S., SCHYMANSKI, E., & VENDITTI, S. (2024). RISK2050: study on the vulnerability of the national economy in the face of physical risks. https://orbilu.uni.lu/handle/10993/60584 * These authors have contributed equally to this work. |
 | HORNEK, T., POTENCIANO MENCI, S., DELGADO FERNANDEZ, J., & PAVIĆ, I. (2024). Comparative Analysis of Baseline Models for Rolling Price Forecasts in the German Continuous Intraday Electricity Market. In Volume 38: Energy Transitions toward Carbon Neutrality: Part I. Stockholm, Sweden: Scanditale AB. doi:10.46855/energy-proceedings-10885 Peer reviewed |
 | VAN STIPHOUDT, C., POTENCIANO MENCI, S., Can Kaymakci, Simon Wenninger, Dennis Bauer, Sebastian Duda, FRIDGEN, G., & Alexander Sauer. (2024). Energy Synchronization Platform Concept to Enable and Streamline Automated Industrial Demand Response. Energy Proceedings, 42. doi:10.46855/energy-proceedings-10990 Peer reviewed |
 | AKKOUCH, R.* , POTENCIANO MENCI, S., & PAVIĆ, I. (2024). Congestion Management in European Electricity Systems through Aggregators and Local Flexibility Markets: A Systematic Literature Review [Paper presentation]. International Conference on European Energy Market, Istanbul, Turkey. Peer reviewed |
 | POTENCIANO MENCI, S. (2023). System organization and operation in the context of local flexibility markets at distribution level [Doctoral thesis, Unilu - Université du Luxembourg]. ORBilu-University of Luxembourg. https://orbilu.uni.lu/handle/10993/60001 |
 | POTENCIANO MENCI, S., & Valarezo, O. (December 2023). Decoding design characteristics of local flexibility markets for congestion management with a multi-layered taxonomy. Applied Energy, 357, 122203. doi:10.1016/j.apenergy.2023.122203 Peer Reviewed verified by ORBi |
 | DELGADO FERNANDEZ, J., POTENCIANO MENCI, S., & PAVIĆ, I. (2023). Towards a peer-to-peer residential short-term load forecasting with federated learning. In Proceedings of the 2023 IEEE Belgrade PowerTech (pp. 6). IEEE. doi:10.1109/PowerTech55446.2023.10202782 Peer reviewed |
 | LEE, C. M., DELGADO FERNANDEZ, J., POTENCIANO MENCI, S., RIEGER, A., & FRIDGEN, G. (03 January 2023). Federated Learning for Credit Risk Assessment [Paper presentation]. Proceedings of the 56th Hawaii International Conference on System Sciences, Maui, Hawaii, United States. Peer reviewed |
 | DELGADO FERNANDEZ, J., POTENCIANO MENCI, S., LEE, C. M., RIEGER, A., & FRIDGEN, G. (15 November 2022). Privacy-preserving federated learning for residential short-term load forecasting. Applied Energy, 326. doi:10.1016/j.apenergy.2022.119915 Peer Reviewed verified by ORBi |
 | BAHMANI, R., VAN STIPHOUDT, C., POTENCIANO MENCI, S., SCHOEPF, M., & FRIDGEN, G. (07 September 2022). Optimal industrial flexibility scheduling based on generic data format. Energy Informatics, 5. doi:10.1186/s42162-022-00198-4 Peer Reviewed verified by ORBi |
 | POTENCIANO MENCI, S. (07 September 2022). Abstracts of the 11th DACH+ Conference on Energy Informatics (S53-Taxonomy of Local Flexibility Markets). Energy Informatics, 5. doi:10.1186/s42162-022-00215-6 Peer Reviewed verified by ORBi |
 | Ahrens, R., Köberlein, J., Bank, L., Kalchschmid, V., Oeder, A., Schlereth, A., Grigorjan, A., Kaymakci, C., Schel, D., Bauer, D., Schulz, F., Lodwig, R., Bauernhansl, T., Sauer, A., Lindner, M., Weigold, M., Schulz, J., SCHOEPF, M., VAN STIPHOUDT, C., ... Schimmelpfennig, J. (2022). Integration der Flexibilitätsvermarktung. In Energieflexibilität in der deutschen Industrie: Band 2 - Markt- und Stromsystem, Managementsysteme und Technologien energieflexibler Fabriken (DOI: https://doi.org/10.24406/publica-258) (pp. 237-274). Fraunhofer Verlag. Peer reviewed |
 | POTENCIANO MENCI, S., Herndler, B., Kupzog, F., Zweistra, M., Steegth, R., & Willems, M. (2021). Scalability and Replicability Analysis of Grid Management Services in Low Voltage Networks in Local Flexibility Markets: an InterFlex analysis. In PowerTech 2021. Madrid, Spain: IEEE. doi:10.1109/PowerTech46648.2021.9495061 Peer reviewed |
 | Schlip, J., Bank, L., Köberlein, J., Bauernhansl, T., Sauer, A., FRIDGEN, G., BAHMANI, R., POTENCIANO MENCI, S., SCHOEPF, M., VAN STIPHOUDT, C., Weigold, M., & Lindner, M. (2021). Optimierung auf der Energiesynchronisationsplattform: Teil der Reihe Diskussionspapiere V4 Konzept der Energiesynchronisationsplattform. Germany: Fraunhofer Verlag. doi:10.24406/IGCV-N-642371https://orbilu.uni.lu/handle/10993/49772 |
 | POTENCIANO MENCI, S.* , Bessa, R. J.* , Herndler, B.* , Korner, C.* , Rao, B.-V., Leimgruber, F., Madureira, A. A., Rua, D., Coelho, F., Silva, J. V., Andrade, J. R., Sampaio, G., Teixeira, H., Simões, M., Viana, J., Oliveira, L., Castro, D., Krisper, U., & André, R. (2021). Functional Scalability and Replicability Analysis for Smart Grid Functions: The InteGrid Project Approach. Energies, 14 (18 5685). doi:10.3390/en14185685 Peer Reviewed verified by ORBi* These authors have contributed equally to this work. |
 | Buhl, H. U., Duda, S., Schott, P., Weibelzahl, M., Wenninger, S., FRIDGEN, G., POTENCIANO MENCI, S., SCHOEPF, M., VAN STIPHOUDT, C., Weigold, M., & Lindner, M. (2021). Energieflexibilitätsdatenmodell der Energiesynchronisationsplattform: Teil der Reihe Diskussionspapiere V4 Konzept der Energiesynchronisationsplattform. Germany: Fraunhofer Verlag. doi:10.24406/IGCV-N-642370https://orbilu.uni.lu/handle/10993/49559 |
 | FRIDGEN, G., POTENCIANO MENCI, S., VAN STIPHOUDT, C., Schilp, J., Köberlein, J., Bauernhansl, T., Grigorjan, A. S. A. A., Schel, D., Schlereth, A., Schulz, F., Weigold, M., Lindner, M., Schimmelpfennig, J., & Winter, C. (2021). Referenzarchitektur der Energiesynchronisationsplattform: Teil der Reihe Diskussionspapiere V4 Konzept der Energiesynchronisationsplattform. Germany: Fraunhofer Verlag. doi:10.24406/IGCV-N-642369https://orbilu.uni.lu/handle/10993/49557 |
 | POTENCIANO MENCI, S.* , Le Baut, J.* , Matanza Domingo, J.* , López López, G.* , Cossent Arín, R., & Pio Silva, M. (2020). A Novel Methodology for the Scalability Analysis of ICT Systems for Smart Grids Based on SGAM: The InteGrid Project Approach. Energies, 13 (15 3818). doi:10.3390/en13153818 Peer Reviewed verified by ORBi* These authors have contributed equally to this work. |
