Analytics and Optimization Lab

Prof. Dr. Alexander Martin

The Analytics and Optimization Lab explores cutting-edge optimization methods on a mathematical basis. This is where theory meets practice: all members of the Lab have many years of experience in solving optimization problems, both from outstanding research and from large industrial projects.
 
We design mathematical models for real-world problems in close collaboration with our application and research partners. In order to efficiently solve these models, we develop specially adapted and robust algorithms and evaluate them both in industrial applications and in theory. We use mixed-integer linear and nonlinear optimization techniques as well as robust, multi-stage and combinatorial optimization. The strategies and structures we design are used in many practice-relevant areas, including the following sectors:

  • Combined transportation of passengers and goods
  • Energy supply and management
  • Optimization in the food industry
  • Logistics processes in the healthcare sector
  • Supply chain management
  • Finance and banking
  • Urban design & building management
  • Diverse applications in engineering

Prof. Dr. Alexander Martin
Professor of Analytics and Optimization

Research Projects

© AdobeStock/lc design

TRR 154 (A05): Decomposition methods for mixed-integer optimal control

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TRR 154 (B07): Multidimensional auction design with (mixed) integer network constraints

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ROMSOC: Reduced Order Modelling, Simulation and Optimization of Coupled systems

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Reliable domestic (organic) food through sensory detection methods

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AI-supported operating room management (KI-gestütztes Operationssaal-Management, KIOM)

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Process optimization for hospital logistics

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© DB Cargo Polska

Analysis and collection of requirements for an integrated planning system

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© MEV-Verlag

Energy-efficient timetable optimization for the Nuremberg subway

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Alliance AI and optimization for combined transport (ship, rail, road)

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Energy-efficient coordination and control of rail traffic in real time

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© DB Cargo Polska

Integrated locomotive and wagon scheduling in the long-term planning perspective

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Further Research Projects

You can find more research projects on the profile page of Prof. Alexander Martin

Publications

2024Halbig, K., Göß, A., Weninger, D.
Exploiting user-supplied Decompositions inside Heuristics.
Optimization Online, preprint
2024Burlacu, R., Gemander, P., Kuen, T., Weston, J.
Energy-efficient Timetables for Railway Traffic: Incorporating DC Power Models.
Optimization Online, preprint
2024Burlacu, R., Gemander, P., Kuen, T.
The if-then Polytope: Conditional Relations over Multiple Sets of Binary Variables.
Optimization Online, preprint
2024Giannakopoulos, Y., Hahn, J.
Discrete Single-Parameter Optimal Auction Design.
SAGT 2024, vol 15156. Springer, LNCS, 165-183
2024Kuchlbauer, M.
Outer approximation for generalized convex mixed-integer nonlinear robust optimization problems.
kobv, preprint
2024Kuchlbauer, M., Dienstbier, J., Muneer, A., Hedges, H., Stingl, M., Liers, F., Pflug, L.
Quality Control in Particle Precipitation via Robust Optimization.
Computers & Chemical Engineering, 183, 108619
2024Thürauf, J., Grübel, J., Schmidt, M.
Adjustable Robust Nonlinear Network Design under Demand Uncertainties.
Optimization Online, arXiv, preprint
2024Grimm, V.Grübel, J., Schmidt, M., Schwartz, A., Wiertz, A., Zöttl, G.
On a Tractable Single-Level Reformulation of a Multilevel Model of the European Entry-Exit Gas Market with Market Power.
Journal of Global Optimization
2024Hagn, A., Krause, J., Moreno, L., Stargalla, M.
Exact and Heuristic Approaches for the Covering Tour Location Routing Problem.
arXiv, preprint
2024Bärmann, A., Martin, A.Müller, A., Weninger, D.
A Column Generation Approach for the Lexicographic Optimization of Intra-Hospital Transports.
OR Spectrum, 1-50
2024Mutschler, C., Münzenmayer, C., Uhlmann, N., Martin, A.
Unlocking Artificial Intelligence – From Theory to Applications.
Springer Cham, Book
2024Bärmann, A., Martin, A.Staszek, J.
A decomposition approach for integrated locomotive scheduling and driver assignment in rail freight transport.
Journal on Transportation and Logistics, 13, 100145
2023Adelhütte, D., Biefel, C., Kuchlbauer, M.
Pareto Robust Optimization on Euclidean Vector Spaces.
Optimization Letters, 17, 771-788
2023Grübel, J., Krug, R., Schmidt, M., Wollner, W.
A Successive Linear Relaxation Method for MINLPs with Multivariate Lipschitz Continuous Nonlinearities.
Journal of Optimization Theory and Applications, 198, Nr. 3, 1077-1117
2023Grübel, J., Huber, O., Hümbs, L., Klimm, M., Schmidt, M., Schwartz, A.
Nonconvex equilibrium models for energy markets: exploiting price information to determine the existence of an equilibrium.
Optimization Methods and Software, 38, Nr. 1, 153-183
2023Aigner, K., Schaumann, P., von Loeper, F., Martin, A., Schmidt, V., Liers, F.
Robust DC optimal power flow with modeling of solar power supply uncertainty via R-vine copulas.
Optimization and Engineering, 24, 1951-1982
2023Krug, R., Leugering, G., Martin, A., Schmidt, M., Weninger, D.
A consensus-based alternating direction method for mixed-integer and PDE-constrained gas transport problems.
INFORMS Journal on Computing, 36, Nr. 2, 397-416
2023Aigner, K., Burlacu, R., Liers, F., Martin, A.
Solving AC Optimal Power Flow with Discrete Decisions to Global Optimality.
INFORMS Journal on Computing, 35, Nr. 2, 458-474
2023Bärmann, A., Martin, A., Schneider, O.
The Bipartite Boolean Quadric Polytope with Multiple-Choice Constraints.
SIAM Journal on Optimization, 33, Nr. 4
2023Gemander, P., Bärmann, A., Martin, A.
A Stochastic Optimization Approach to Energy-Efficient Underground Timetabling under Uncertain Dwell and Running Times.
Transportation Science, 57, Nr. 6, 1627-1645

More publications by Prof. Dr. Alexander Martin on Google Scholar

Team Analytics and Optimization Lab

Prof. Alexander Martin

Founding Vice President for Research, Innovation and Entrepreneurship

Milan Adhikari

Doctoral Researcher

Dr. Robert Burlacu

Postdoctoral Researcher

Max Engelhardt

Doctoral Researcher

Adrian Göß

Doctoral Researcher

Dr. Julia Grübel

Postdoctoral Researcher

Johannes Hahn

Doctoral Researcher

Jan Krause

Doctoral Researcher

Tobias Kuen

Doctoral Researcher

Dr. Jonasz Staszek

Postdoctoral Researcher

Sonja Weiland

Doctoral Researcher