In this project we developed a novel theory of path connectivity that generalizes the Steiner tree problem to a hypergraph setting. Main results include a Menger companion Theorem, approximation algorithms, and a polyhedral characterization, complemented by a new method to handle transfers in public transport applications. We used this theory to optimize the 2010 line plan of Potsdam’s public transport company ViP in a project Stadt+. To our knowledge, this was the first mathematically optimized line plan in operation.

The goal of service design is to construct a public transport system which is both attractive for passengers and can be operated economically. This requires strategic decisions in network design, line planning, timetabeling, and fare planning. Each of these questions deals with difficult optimization problems with multiple objectives. We have developed first mathematical methods for line planning, timetabling, and fare planning in the projects Strategic Planning in Public Transport at ZIB and Line Planning and Periodic Timetabling in Railway Traffic at TU Berlin.
In this project we further improved our models for line planning.

Line planning is a fundamental problem in the design of a public transportation system. It consists in finding a set of lines in an infrastructure network and their frequencies of operation such that a given travel demand can be routed. There are two main objectives, namely, minimization of operation costs and minimization of travel and transfer times.

The Steiner connectivity problem is an abstract combinatorial problem that underlies line planning. This prototype model has the same significance for line planning in public transport as the Steiner tree problem has for telecommunication network design. We investigate the Steiner connectivity problem and showe that main results about complexity, approximation, integer programming formulations, and polyhedra can be generalized from the Steiner tree problem to the Steiner connectivity problem.

The treatment of transfers is a major challenge in line planning. Previous existing models either route passengers and lines sequentially, and hence disregard essential degrees of freedom, or they are of extremely large scale, and seem to be computationally
intractable. We propose a novel direct connection approach that allows an integrated optimization of line and passenger routing, including accurate estimates of the number of direct travelers, for large-scale real-world instances.

Our biggest practical success was the optimization of the ViP (Verkehrsbetrieb Potsdam GmbH) line plan for 2010. In close cooperation with ViP, we fine-tuned our model and set up a data base that is suitable for the application of optimization methods. Among other things, we defined possible endpoints for new lines, added missing links, and modeled planning requirements such as a minimum cycle time for the tram, minimum frequency requirements for each station, or minimal and maximal lengths for lines with respect to travel time and distance. The final optimized solution reduces the cost by around 4% and the perceived travel time by around 6%. It further reduces the total number of transfers by around 5%; ViP also certified that this line plan was practicable and implemented the solution almost one-to-one.

A major challenge in service design optimization is the consideration of passenger behavior. The level of service decides whether passengers are attracted to this system or not. Understanding and controlling the interplay between service design and passenger behavior is therefore a main goal in service planning. We will investigate these aspects in the project Infrastructure Design & Passenger Behaviour in Public Transport.

 

Poster 2012 [pdf]

Publications

2020
Multi-period line planning with resource transfers Transportation Research Part C: Emerging Technologies, Vol.119, p. 102726, 2020 (preprint available as ) Guvenc Sahin, Amin Ahmadi, Ralf Borndörfer, Thomas Schlechte BibTeX
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Service Design in Public Transport
2018
Handbook of Optimization in the Railway Industry Ralf Borndörfer, Torsten Klug, Leonardo Lamorgese, Carlo Mannino, Markus Reuther, Thomas Schlechte (Eds.), Springer Verlag, 2018, ISBN: 978-3-319-72152-1 Erwin Abbink, Andreas Bärmann, Nikola Bešinovic, Markus Bohlin, Valentina Cacchiani, Gabrio Caimi, Stefano de Fabris, Twan Dollevoet, Frank Fischer, Armin Fügenschuh, Laura Galli, Rob M.P. Goverde, Ronny Hansmann, Henning Homfeld, Dennis Huisman, Marc Johann, Torsten Klug, Johanna Törnquist Krasemann, Leo Kroon, Leonardo Lamorgese, Frauke Liers, Carlo Mannino, Giorgio Medeossi, Dario Pacciarelli, Markus Reuther, Thomas Schlechte, Marie Schmidt, Anita Schöbel, Hanno Schülldorf, Anke Stieber, Sebastian Stiller, Paolo Toth, Uwe Zimmermann BibTeX
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Service Design in Public Transport
Kombilösung: Optimierung des Liniennetzes in Karlsruhe ZIB-Report 18-45 (Der Nahverkehr 1-2, p. 33-38, 2019) Ralf Borndörfer, Ascan Egerer, Marika Karbstein, Ralf Messerschmidt, Marc Perez, Steven Pfisterer, Petra Strauß PDF
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Service Design in Public Transport
2016
Integrated Line Planning and Passenger Routing: Connectivity and Transfers Operations Research Proceedings 2014, pp. 263-269, 2016 (preprint available as ZIB-Report 14-42) Marika Karbstein PDF (ZIB-Report)
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Service Design in Public Transport
2015
Metric inequalities for routings on direct connections with application to line planning Discrete Optimization, Vol.18, pp. 56-73, 2015 (preprint available as ZIB-Report 15-07) Ralf Borndörfer, Marika Karbstein PDF (ZIB-Report)
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Service Design in Public Transport
Neue Planungsinstrumente nutzen: Das Verkehrsangebot verbessern und Kosten sparen Verkehr und Technik, 68(7), pp. 239-243, 2015 (preprint available as ZIB-Report 15-33) Ralf Borndörfer, Marika Karbstein PDF (ZIB-Report)
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Service Design in Public Transport
2014
A Configuration Model for the Line Planning Problem Master's thesis, Technische Universität Berlin, Ralf Borndörfer, Marika Karbstein (Advisors), 2014 Heide Hoppmann PDF
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Service Design in Public Transport
Mathematik im Verkehr ZIB-Report 14-03 (Appeared in: HEUREKA '14. FGSV Verl. 2014, ISBN 978-3-86446-074-6 Vorträge der Tagung am 2./3. April 2014 in Stuttgart) Martin Grötschel, Ralf Borndörfer PDF
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Service Design in Public Transport
Metric Inequalities for Routings on Direct Connections ZIB-Report 14-04 Ralf Borndörfer, Marika Karbstein PDF
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Service Design in Public Transport
Ohne Umsteigen ans Ziel OR News, Vol.52, pp. 12-14, 2014 Marika Karbstein BibTeX
Service Design in Public Transport
2013
A Configuration Model for the Line Planning Problem ATMOS 2013 - 13th Workshop on Algorithmic Approaches for Transportation Modeling, Optimization, and Systems, Daniele Frigioni, Sebastian Stiller (Eds.), pp. 68-79, Vol.33, 2013 (preprint available as ZIB-Report 13-40) Ralf Borndörfer, Heide Hoppmann, Marika Karbstein PDF (ZIB-Report)
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Service Design in Public Transport
A Primal-Dual Approximation Algorithm for the Steiner Connectivity Problem ZIB-Report 13-54 Ralf Borndörfer, Marika Karbstein PDF
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Service Design in Public Transport
How many Steiner terminals can you connect in 20 years? Facets of Combinatorial Optimization; Festschrift for Martin Grötschel, Michael Jünger, Gerhard Reinelt (Eds.), Springer, pp. 215-244, 2013 (preprint available as ZIB-Report 13-57) Ralf Borndörfer, Nam-Dung Hoang, Marika Karbstein, Thorsten Koch, Alexander Martin PDF (ZIB-Report)
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Service Design in Public Transport
Line Planning and Connectivity Doctoral thesis, Technische Universität Berlin, Ralf Borndörfer, Martin Grötschel (Advisors), 2013, ISBN: 978-3-8439-1062-0 Marika Karbstein BibTeX
Service Design in Public Transport
The Steiner connectivity problem Mathematical Programming A, 142(1), pp. 133-167, 2013 (preprint available as ZIB-Report 09-07) Ralf Borndörfer, Marika Karbstein, Marc Pfetsch PDF (ZIB-Report)
PDF (ZIB-Report)
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Service Design in Public Transport
2012
A Direct Connection Approach to Integrated Line Planning and Passenger Routing ATMOS 2012 - 12th Workshop on Algorithmic Approaches for Transportation Modelling, Optimization, and Systems, Daniel Delling, Leo Liberti (Eds.), pp. 47-57, Vol.25, 2012 (preprint available as ZIB-Report 12-29) Ralf Borndörfer, Marika Karbstein PDF (ZIB-Report)
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Service Design in Public Transport
A Note on Menger's Theorem for Hypergraphs ZIB-Report 12-03 Ralf Borndörfer, Marika Karbstein PDF
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Service Design in Public Transport
Models for Fare Planning in Public Transport Discrete Applied Mathematics, 160(18), pp. 2591-2605, 2012 (preprint available as ZIB-Report 08-16) Ralf Borndörfer, Marika Karbstein, Marc Pfetsch PDF (ZIB-Report)
PDF (ZIB-Report)
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Service Design in Public Transport
Optimierung des Linienplans 2010 in Potsdam Der Nahverkehr, 30(4), pp. 34-39, 2012 (preprint available as ZIB-Report 12-04) Ralf Borndörfer, Isabel Friedow, Marika Karbstein PDF (ZIB-Report)
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Service Design in Public Transport
2011
Linienoptimierung - reif für die Praxis? Heureka '11 : Optimierung in Verkehr und Transport, FGSV ; 002/96, 2011 (preprint available as ZIB-Report 10-20) Ralf Borndörfer, Marika Neumann PDF (ZIB-Report)
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Service Design in Public Transport
2010
Mathematical Optimization and Public Transportation Habilitation, Technische Universität Berlin, 2010 Ralf Borndörfer PDF
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Service Design in Public Transport
Mathematical Optimization and Public Transportation TU Berlin, 2010 Ralf Borndörfer BibTeX
Service Design in Public Transport
Models for Line Planning with Transfers ZIB-Report 10-11 Ralf Borndörfer, Marika Neumann PDF
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Service Design in Public Transport
Planning Problems in Public Transit Production Factor Mathematics, pp. 95-122, 2010, ISBN: 978-3-642-11247-8 (preprint available as ZIB-Report 09-13) Ralf Borndörfer, Martin Grötschel, Ulrich Jäger PDF (ZIB-Report)
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Service Design in Public Transport
The Quickest Path to the Goal Mathematics Everywhere, pp. 27-51, 2010 (preprint available as ZIB-Report 10-21) Ralf Borndörfer, Martin Grötschel, Andreas Löbel PDF (ZIB-Report)
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Service Design in Public Transport
2009
Discrete Optimization in Public Transportation ZIB-Report 08-56 Ralf Borndörfer PDF
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Service Design in Public Transport
Line Planning and Connectivity Models and Algorithms for Optimization in Logistics, Cynthia Barnhart, Uwe Clausen, Ulrich Lauther, Rolf Möhring (Eds.), Dagstuhl Seminar Proceedings, 2009 Ralf Borndörfer, Marika Neumann, Marc Pfetsch BibTeX
Service Design in Public Transport
The Line Connectivity Problem Operations Research Proceedings 2008, Bernhard Fleischmann, Karl Borgwardt, Robert Klein, Axel Tuma (Eds.), pp. 557-562, 2009 (preprint available as ZIB-Report 08-31) Ralf Borndörfer, Marika Neumann, Marc Pfetsch PDF (ZIB-Report)
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Service Design in Public Transport
2008
Angebotsplanung im öffentlichen Nahverkehr HEUREKA’08, 2008 (preprint available as ZIB-Report 08-04) Ralf Borndörfer, Marika Neumann, Marc Pfetsch PDF (ZIB-Report)
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Service Design in Public Transport
Line Planning on Paths and Tree Networks with Applications to the Quito Trolebus System ATMOS 2008 - 8th Workshop on Algorithmic Approaches for Transportation Modeling, Optimization, and Systems, Matteo Fischetti, Peter Widmayer (Eds.), 2008 (preprint available as ZIB-Report 08-35) Luis Miguel Torres, Ramiro Torres, Ralf Borndörfer, Marc Pfetsch PDF (ZIB-Report)
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Service Design in Public Transport
Line Planning on Paths and Tree Networks with Applications to the Quito Trolebus System (Extended Abstract) ZIB-Report 08-53 (Appeared in: ATMOS 2008 - 8th Workshop on Algorithmic Approaches for Transportation Modeling, Optimization, and Systems. Matteo Fischetti and Peter Widmayer (eds.)Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, Germany, Dagstuhl, Germany, 2008. http://drops.dagstuhl.de/opus/volltexte/2008/1583) Luis Miguel Torres, Ramiro Torres, Ralf Borndörfer, Marc Pfetsch PDF
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Service Design in Public Transport
Models for Line Planning in Public Transport Computer-aided Systems in Public Transport (CASPT 2004), Mark Hickman, Pitu Mirchandani, Stefan Voß (Eds.), pp. 363-378, Vol.600, Lecture Notes in Economics and Mathematical Systems, 2008 (preprint available as ZIB-Report 04-10) Ralf Borndörfer, Martin Grötschel, Marc Pfetsch PDF (ZIB-Report)
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Service Design in Public Transport
Models for Periodic Timetabling Master's thesis, Technische Universität Berlin, Martin Grötschel, Rolf Möhring, Ralf Borndörfer (Advisors), 2008 Mathias Kinder PDF
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Service Design in Public Transport
On the Line Planning Problem in Tree Networks ZIB-Report 08-52 Luis Miguel Torres, Ramiro Torres, Ralf Borndörfer, Marc Pfetsch PDF
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Service Design in Public Transport
Planungsprobleme im öffentlichen Verkehr PRODUKTIONSFAKTOR MATHEMATIK – Wie Mathematik Technik und Wirtschaft bewegt, Martin Grötschel, Klaus Lucas, Volker Mehrmann (Eds.), acatech – Deutsche Akademie der Technikwissenschaften und Springer, pp. 127-153, 2008 (preprint available as ZIB-Report 08-20) Ralf Borndörfer, Martin Grötschel, Ulrich Jaeger PDF (ZIB-Report)
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Service Design in Public Transport
When Periodic Timetables are Suboptimal Operations Research Proceedings 2007, Jörg Kalcsics, Stefan Nickel (Eds.), pp. 449-454, 2008 (preprint available as ZIB-Report 07-29) Ralf Borndörfer, Christian Liebchen PDF (ZIB-Report)
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Service Design in Public Transport
2007
A Column-Generation Approach to Line Planning in Public Transport Transportation Science (INFORMS), 41(1), pp. 123-132, 2007 (preprint available as ZIB-Report 05-18) Ralf Borndörfer, Martin Grötschel, Marc Pfetsch PDF (ZIB-Report)
PDF (ZIB-Report)
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Service Design in Public Transport
Fare Planning for Public Transport Operations Research Proceedings 2006, Karl-Heinz Waldmann, Ulrike Stocker (Eds.), Springer-Verlag, pp. 61-66, 2007 (preprint available as ZIB-Report 09-04) Marika Neumann PDF (ZIB-Report)
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Service Design in Public Transport
Mathematische Preisplanung im ÖPNV OR News, pp. 29-31, 2007 Marika Neumann BibTeX
Service Design in Public Transport
2006
Optimal Fares for Public Transport Operations Research Proceedings 2005, Hans-Dietrich Haasis, Herbert Kopfer, Jörn Schönberger (Eds.), Springer-Verlag, pp. 29-36, 2006 (preprint available as ZIB-Report 05-35) Ralf Borndörfer, Marika Neumann, Marc Pfetsch PDF (ZIB-Report)
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Service Design in Public Transport
Public transport to the fORe OR/MS Today, pp. 30-40, 2006 (preprint available as ZIB-Report 05-22) Ralf Borndörfer, Martin Grötschel, Marc Pfetsch PDF (ZIB-Report)
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Service Design in Public Transport
Routing in Line Planning for Public Transportation Operations Research Proceedings 2005, Hans-Dietrich Haasis (Ed.), pp. 405-410, 2006 (preprint available as ZIB-Report 05-36) Marc Pfetsch, Ralf Borndörfer PDF (ZIB-Report)
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Service Design in Public Transport
2005
Fare Planning for Public Transport ZIB-Report 05-20 Ralf Borndörfer, Marika Neumann, Marc Pfetsch PDF
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Service Design in Public Transport