Dr. Kevin-Martin Aigner
Dr. Kevin-Martin Aigner
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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
Term: 1. July 2022 - 30. June 2026
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)Term: 1. May 2021 - 30. April 2024
Funding source: Bundesministerium für Wirtschaft und Technologie (BMWi)
URL: https://www.esm-regio.deReducing primary energy use and greenhouse gases are central goals of the energy transition. However, switching from fossil to regenerative energy sources is not enough to achieve them. An overarching view and optimization of the different sectors of the energy system - electricity, gas, heat and transport - can significantly advance the further development of the energy system in Germany. Potential exists above all on a regional level.
The goal of the ESM-Regio project - short for "Multisectoral Coupled Energy System Modeling on a regional level" - is to create a temporally high-resolution energy system model on a county level that takes into account the four sectors of electricity, gas, heat and transport as well as the required interface technologies. A key feature of the project is a cross-sector model logic. Suitable simulation methods enable a holistic analysis and optimization of the system operation under consideration of the four relevant sectors of the energy system.Optimierung 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
Term: 1. January 2018 - 31. December 2021
Funding source: Bundesministerium für Bildung und Forschung (BMBF)
URL: https://en.www.math.fau.de/edom/projects-edom/analytics/optimal-control-of-electrical-distribution-networks-with-uncertain-solar
Publications
Data-driven Optimization under Uncertainty for Power Networks (Dissertation, 2024)
URL: https://open.fau.de/handle/openfau/30750
:
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
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Modellierung des Wärmesektors und dessen Flexibilität für Simulationen gekoppelter Energiesysteme
EnInnov2024 - 18. Symposium Energieinnovation18. 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
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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)
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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
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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)
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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
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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
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Research Activities
- 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 Programming, URL: 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 - 8. November 2025 - 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 2023, URL: https://optimization2023.web.ua.pt/index.html - Aussois Combinatorial Optimization Workshop 2023
(Other activitiy (FAU-external))
9. January 2023 - 13. January 2023, URL: 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 Research, URL: 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 2020, URL: http://meetings2.informs.org/wordpress/annual2020/ - Optimization of Electricity Networks under Uncertain Solar Feed-In
(Speech / Talk)
11. March 2019, Event: TOR-Workshop 2019, URL: http://www.gor-ev.de/6-tor-workshop-vom-11-bis-11-maerz-2019
Selected Courses
- Discrete Optimization I (Winter Term ’24/’25)