Abstrakti
We present a computational study of network ensembles with two types of coexisting vehicle classes: an altruistically routing vehicle (ARV) class – potentially automated vehicles that are routed to reduce total system travel time – and a selfishly routing vehicle (SRV) class, corresponding to human-driven vehicles. We investigate the performance of these networks when some links are reserved for exclusive use by the ARVs. The goal of these interventions is to avoid or mitigate the detrimental effects of the SRVs on the costs of the ARVs. We formulate the problem as a bi-level network design problem, where the upper level deals with optimising the choice of ARV-exclusive links minimising the statistical dispersion of used-route costs, while the lower level finds the corresponding traffic equilibrium under static traffic assignment conditions. We tackle the ARV-exclusive link selection with a genetic algorithm, where the fitness of solutions is based on the dispersion of the costs of routes used by ARVs. The mixed equilibrium is found by solving a multi-class static traffic assignment problem, with constraints on the SRV flows on the ARV-exclusive links. SRVs attempt to minimise their personal travel time, whilst ARVs attempt to drive the flows to system optimal. Our approach is effective in reducing the per-vehicle travel cost of the ARVs to below that of the SRVs, making altruistic routing a more attractive option on average. Our results are consistent across networks with different structures and demand levels.
| Alkuperäiskieli | Englanti |
|---|---|
| Artikkeli | 101042 |
| Julkaisu | Transportation Research Interdisciplinary Perspectives |
| Vuosikerta | 25 |
| DOI - pysyväislinkit | |
| Tila | Julkaistu - toukok. 2024 |
| OKM-julkaisutyyppi | A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä |
Rahoitus
AE would like to thank R. Eddie Wilson for extensive discussions on the topics of mixed equilibrium and exclusive links in the network for ARVs; and Murat Bayrak for conversations regarding GAs in transportation settings. The calculations presented above were performed using computer resources within the Aalto University School of Science \u201CScience-IT\u201D project. AE acknowledges funding from the Academy of Finland under through Aalto University. AE and CR also acknowledge the constructive comments of two anonymous reviewers in improving this paper. AE would like to thank R. Eddie Wilson for extensive discussions on the topics of mixed equilibrium and exclusive links in the network for ARVs; and Murat Bayrak for conversations regarding GAs in transportation settings. The calculations presented above were performed using computer resources within the Aalto University School of Science \u201CScience-IT\u201D project. This work was partly supported by the Research Council of Finland project ALCOSTO (no. 349327). AE and CR also acknowledge the constructive comments of two anonymous reviewers in improving this paper.
| Rahoittajat | Rahoittajan numero |
|---|---|
| Aalto-yliopisto | |
| Aalto University, School of Science | |
| Strategic Research Council at the Research Council of Finland | 349327 |
YK:n kestävän kehityksen tavoitteet
Tämä tuotos edistää seuraavia kestävän kehityksen tavoitteita:
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SDG 11 – Kestävät kaupungit ja yhteisöt
Julkaisufoorumi-taso
- Jufo-taso 1
!!ASJC Scopus subject areas
- Civil and Structural Engineering
- Geography, Planning and Development
- Automotive Engineering
- Transportation
- Yleinen ympäristötiede
- Urban Studies
- Management Science and Operations Research
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