Dr. Kevin-Martin Aigner, Akad. Rat
Department of Data Science
Research associates
Contact
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Projects
Management CRC TRR 154
(Third Party Funds Group – Sub project)Overall project: TRR 154: Mathematische Modellierung, Simulation und Optimierung am Beispiel von Gasnetzwerken
Project leader:
Term: 1. July 2022 - 30. June 2026
Acronym: SFB/TRR 154 Z03
Funding source: Deutsche Forschungsgemeinschaft (DFG)
URL: https://www.trr154.fau.de/Multi-sector coupled energy system modeling on a regional level
(Third Party Funds Group – Overall project)Project leader:
Term: 1. May 2021 - 30. April 2024
Acronym: ESM-Regio
Funding source: Bundesministerium für Wirtschaft und Energie (BMWE)
URL: https://www.esm-regio.deOptimierung der Netzeingriffe
(Third Party Funds Group – Sub project)Overall project: Flächenbezogene Modellierung, Simulation und Optimierung von Solar-Einspeisung, Lastfluss und Steuerung für Stromverteilnetze, unter Berücksichtigung von Einspeisungsunsicherheiten
Project leader: ,
Term: 1. January 2018 - 31. December 2021
Acronym: Verteilnetze
Funding source: Bundesministerium für Forschung, Technologie und Raumfahrt (BMFTR)
URL: https://en.www.math.fau.de/edom/projects-edom/analytics/optimal-control-of-electrical-distribution-networks-with-uncertain-solar
Publications
- , , , , , , , , , , , , , , , :
ESM-Regio - Simulation and Optimization of Regional Energy Systems in Carbon-Neutral Scenarios
In: Energy Informatics 9 (2026), Article No.: 46
ISSN: 2520-8942
DOI: 10.1186/s42162-026-00648-3
URL: https://link.springer.com/article/10.1186/s42162-026-00648-3 - , , , , :
Scenario Reduction for Distributionally Robust Optimization
(2026)
DOI: 10.48550/arXiv.2503.11484
URL: https://opus4.kobv.de/opus4-trr154/frontdoor/index/index/docId/573 - , , , , , :
Feature Selection for Data-driven Explainable Optimization
(2026)
DOI: 10.48550/arXiv.2504.12184
URL: https://opus4.kobv.de/opus4-trr154/frontdoor/index/index/docId/586 - , , , , :
Robust Bayesian Optimization with an Application to Material Science
(2026)
Open Access: https://opus4.kobv.de/opus4-trr154/frontdoor/index/index/docId/606
URL: https://opus4.kobv.de/opus4-trr154/frontdoor/index/index/docId/606
- , , , , , , , , , , , , , , , , , , , , :
Verbundvorhaben ESM-Regio: Mehrsektorale gekoppelte Energiesystemmodellierung auf regionaler Ebene
(2025)
DOI: 10.34657/19350
(Techreport)
- :
Data-driven Optimization under Uncertainty for Power Networks (Dissertation, 2024)
URL: https://open.fau.de/handle/openfau/30750 - :
Datenbasierte Optimierung unter Unsicherheit für Stromnetzwerke
In: Gesellschaft für Operations Research (GOR) e. V. (ed.): OR News, 2024, p. 28-30 (OR News, Vol.82)
URL: https://www.gor-ev.de/or-news-download-archiv
(Zeitungsartikel) - , , , , :
A Framework for Data-driven Explainability in Mathematical Optimization
The 38th Annual AAAI Conference on Artificial Intelligence (Vancouver, 20. February 2024 - 27. February 2024)
DOI: 10.1609/aaai.v38i19.30081 - , , , :
Modellierung des Wärmesektors und dessen Flexibilität für Simulationen gekoppelter Energiesysteme
EnInnov2024 - 18. Symposium Energieinnovation 2024 (Graz, 14. February 2024 - 16. February 2024)
Open Access: https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/f560810f-089d-42d8-ae6d-8e82a8454ca9/files/lf/Session_E3/533_LF_Luna-Jaspe.pdf
- , , , :
Solving AC Optimal Power Flow with Discrete Decisions to Global Optimality
In: Informs Journal on Computing (2023)
ISSN: 1091-9856
DOI: 10.1287/ijoc.2023.1270
URL: https://opus4.kobv.de/opus4-trr154/frontdoor/index/index/docId/323
(Techreport) - , , , , , , , :
Data-driven Distributionally Robust Optimization over Time
In: INFORMS Journal on Optimization (2023)
ISSN: 2575-1484
DOI: 10.1287/ijoo.2023.0091
URL: https://opus4.kobv.de/opus4-trr154/frontdoor/index/index/docId/496
- , , , :
Robust Approximation of Chance Constrained DC Optimal Power Flow under Decision-Dependent Uncertainty
In: European Journal of Operational Research (2022)
ISSN: 0377-2217
DOI: 10.1016/j.ejor.2021.10.051
URL: https://opus4.kobv.de/opus4-trr154/frontdoor/index/index/docId/312
(online publication) - , , , , , :
Robust DC Optimal Power Flow with Modeling of Solar Power Supply Uncertainty via R-Vine Copulas
In: Optimization and Engineering (2022)
ISSN: 1389-4420
DOI: 10.1007/s11081-022-09761-0
URL: https://link.springer.com/article/10.1007/s11081-022-09761-0
- , , , , , , :
Robust Optimization in Nanoparticle Technology: A Proof of Principle by Quantum Dot Growth in a Residence Time Reactor
In: Computers & Chemical Engineering (2021)
ISSN: 0098-1354
DOI: 10.1016/j.compchemeng.2021.107618
URL: http://www.optimization-online.org/DB_HTML/2021/02/8262.html
Selected Courses
- Project Seminar Optimization (Summer Term ’26)
- Discrete Optimization I (Winter Term ´25/’26 &´24/’25)
- Seminar “Decompositon Methods” (Winter Term ’25/’26)
- Master Seminar “Mixed-Integer Nonlinear Optimization” (Summer Term ’25)
Research Activities
- Minisymposium on Explainability and Interpretability in Optimization
(Speech / Talk)
2. June 2026, Event: SIAM Conference on Optimization (OP26)URL: https://www.siam.org/conferences-events/siam-conferences/op26 - MOG 2026 - Mathematics of Networks with Physical Transport
(Organisation of a congress / conference)
20. May 2026 - 21. May 2026, Nürnberg
URL: https://www.trr154.fau.de/mog2026/ - TRR 154 Autumn School on Equilibrium Problems
(Organisation of a congress / conference)
5. November 2025 - 7. November 2025, Berlin
URL: https://www.trr154.fau.de/autumn-school-2025/ - Management Board / Speaker of a FAU-Central Institute
(Membership in representative bodies / functions (FAU-internal))
1. October 2025 - 30. September 2027Funktion: Mitglied der kollegialen Leitung des Departments of Data Science - Data-driven explainable mathematical optimization including feature selection
(Speech / Talk)
18. September 2025, Event: International Workshop on Explainability and Interpretability in Optimization, Universität Passau
URL: https://www.wiwi.uni-passau.de/decisions/forschung/workshops - Optimal Power Flow with discrete curtailment of renewables
(Speech / Talk)
10. September 2025, Event: HEXAGON Workshop 2025 on Power Grids, Università degli Studi del Sannio di Benevento
URL: https://hexagon2025.services.ding.unisannio.it/ - Scenario reduction for distributionally robust optimization
(Speech / Talk)
3. September 2025, Event: International Conference on Operations Research 2025 (OR 2025), Universität Bielefeld
URL: https://or2025.de/ - MOG 2024 - Mathematics of Gas Transport and Energy
(Organisation of a congress / conference)
10. October 2024 - 11. October 2024, Regensburg
URL: https://www.trr154.fau.de/mog2024/ - Optimization of energy systems via sector coupling
(Speech / Talk)
5. September 2024, Event: International Conference on Operations Research 2024 (OR 2024), Technische Universität München (TUM)
URL: https://or2024.de/ - GOR Dissertation Award: Data-driven optimization under uncertainty for power networks
(Speech / Talk)
5. September 2024, Event: International Conference on Operations Research 2024 (OR 2024), Technische Universität München (TUM)
URL: https://or2024.de/ - TRR 154 Summer School on Optimization, Uncertainty and AI
(Organisation of a congress / conference)
7. August 2024 - 9. August 2024, Hamburg
URL: https://www.trr154.fau.de/summer-school-2024/ - Clustering-based scenario reduction for distributionally robust optimization with approximation guarantees
(Speech / Talk)
24. July 2024, Event: 25th International Symposium on Mathematical ProgrammingURL: https://ismp2024.gerad.ca/ - A framework for data-driven explainability in mathematical optimization
(Speech / Talk)
12. June 2024, Event: Conference "Trends in Mathematical Sciences"URL: https://mod.fau.eu/events/trends-in-mathematical-sciences/ - Women's representative of FAU
(Membership in representative bodies / functions (FAU-internal))
15. May 2024 - 31. October 2027Funktion: stellvertretender Frauenbeauftragter der Naturwissenschaftlichen Fakultät - Women in Optimization 2024
(Organisation of a congress / conference)
10. April 2024 - 12. April 2024, Erlangen
URL: https://www.trr154.fau.de/wio2024/ - Scenario reduction for distributionally robust optimization
(Speech / Talk)
9. February 2024, Event: Bavarian Optimization Meeting · 2024, Universität Passau
URL: https://www.fim.uni-passau.de/mathopt/workshop - Online Learning for Distributionally Robust Optimization
(Speech / Talk)
30. August 2023, Event: International Conference on Operations Research - OR 2023, Universität Hamburg (UHH)
URL: https://www.or2023.uni-hamburg.de/ - Data-driven Distributionally Robust Optimization over Time
(Speech / Talk)
25. July 2023, Event: Optimization 2023URL: https://optimization2023.web.ua.pt/index.html - Aussois Combinatorial Optimization Workshop 2023
(Other activitiy (FAU-external))
9. January 2023 - 13. January 2023URL: http://www.iasi.cnr.it/aussois/web/home - Chance constrained DC optimal power flow with discrete curtailment of renewables
(Speech / Talk)
8. September 2022, Event: International Conference on Operations Research - OR 2022, Karlsruhe Institute of Technology (KIT)
URL: https://www.or2022.de/index.php - Solving AC Optimal Power Flow with Discrete Decisions to Global Optimality
(Speech / Talk)
13. July 2021, Event: 31st European Conference on Operational ResearchURL: https://euro2021athens.com/ - Robust Approximation of Chance Constrained DC Optimal Power Flow under Decision-Dependent Uncertainty
(Speech / Talk)
9. November 2020, Event: INFORMS Annual Meeting 2020URL: http://meetings2.informs.org/wordpress/annual2020/ - Optimization of Electricity Networks under Uncertain Solar Feed-In
(Speech / Talk)
11. March 2019, Event: TOR-Workshop 2019URL: http://www.gor-ev.de/6-tor-workshop-vom-11-bis-11-maerz-2019