FLASH-TB: Integrating Arc-Flags and Trip-Based Public Transit Routing

We present FLASH-TB, a journey-planning algorithm for public transit networks that combines trip-based public transit routing (TB) with the arc-flags speedup technique. The basic idea is simple: The network is partitioned into a configurable number of cells. For each cell and each possible transfer between two vehicles, the algorithm precomputes a flag that indicates whether the transfer is required to reach the cell. During a query, only flagged transfers are explored. Our algorithm improves on previous attempts to apply arc-flags to public transit networks, which saw limited success due to conflicting rules for pruning the search space. We show that these rules can be reconciled while still producing correct results. Because the number of cells is configurable, FLASH-TB offers a tradeoff between query time and memory consumption. It is significantly more space efficient than existing techniques with a comparable preprocessing time, which store generalized shortest-path trees: To match their query performance, it requires up to two orders of magnitude less memory. The fastest configuration of FLASH-TB achieves a speedup of more than two orders of magnitude over TB, offering submillisecond query times even on large countrywide networks. Funding: This work was supported by the Deutsche Forschungsgemeinschaft [Grants SCHU 2567/3-1 and WA 654/23-2]. Supplemental Material: The online appendix is available at https://doi.org/10.1287/trsc.2023.0481 .

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Journal
Transportation Science
Published
2025-12-18
DOI
https://doi.org/10.1287/trsc.2023.0481
Primary Topic
Data Management and Algorithms
Type
article
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article

FLASH-TB: Integrating Arc-Flags and Trip-Based Public Transit Routing

Ernestine Großmann, Christian Schulz, Sascha Witt, Patrick Steil et al.
Transportation Science
Data Management and Algorithms
article

FLASH-TB: Integrating Arc-Flags and Trip-Based Public Transit Routing

Ernestine Großmann, Christian Schulz, Sascha Witt, Patrick Steil, Jonas Sauer
article en

Abstract

We present FLASH-TB, a journey-planning algorithm for public transit networks that combines trip-based public transit routing (TB) with the arc-flags speedup technique. The basic idea is simple: The network is partitioned into a configurable number of cells. For each cell and each possible transfer between two vehicles, the algorithm precomputes a flag that indicates whether the transfer is required to reach the cell. During a query, only flagged transfers are explored. Our algorithm improves on previous attempts to apply arc-flags to public transit networks, which saw limited success due to conflicting rules for pruning the search space. We show that these rules can be reconciled while still producing correct results. Because the number of cells is configurable, FLASH-TB offers a tradeoff between query time and memory consumption. It is significantly more space efficient than existing techniques with a comparable preprocessing time, which store generalized shortest-path trees: To match their query performance, it requires up to two orders of magnitude less memory. The fastest configuration of FLASH-TB achieves a speedup of more than two orders of magnitude over TB, offering submillisecond query times even on large countrywide networks. Funding: This work was supported by the Deutsche Forschungsgemeinschaft [Grants SCHU 2567/3-1 and WA 654/23-2]. Supplemental Material: The online appendix is available at https://doi.org/10.1287/trsc.2023.0481 .

Transportation ScienceVol. 60(2)
Karlsruhe Institute of Technology (DE), Heidelberg University (DE), Heidelberg Engineering (Germany) (DE), Heidelberg University (US)
Openalex Percentile: Top 51%
Data Management and Algorithms
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FLASH-TB: Integrating Arc-Flags and Trip-Based Public Transit Routing — Ernestine Großmann, Christian Schulz, et al. · Transportation Science (2025) | TGRS Research Map | TGRS