Scholar4AI Updated 2026-11-05 06:02 UTC+09:00

SUMO traffic simulator

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data category: Reinforcement learning environments · 0 papers in the last 7 days

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Names searched for: Simulation of Urban MObility, SUMO simulator, SUMO

Key findings#

  • From Nov 2023 to Oct 2026, 61 archived papers mentioned SUMO traffic simulator in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Sep 2026 (6).
  • SUMO traffic simulator was mentioned in 1 paper in the last 30 days (2026-10-07 to 2026-11-05), ranking #165 of the 246 datasets mentioned.
  • By journal category: AI (1).
  • Most of them appeared in Expert Systems with Applications (1).
  • From 2017 to 2026 (so far), SUMO traffic simulator was mentioned in 85 papers in the tracked journals, most of them in operations research (39), AI (39) and economics (3).
  • 19 of them were published in 2025, against 1 in 2017.
  • Since 2023, the institutions with the most of these papers were Technical University of Munich (3), Universitat Politècnica de València (3) and Chang'an University (2).
  • The journals publishing most of them were Transportation Research Part C Emerging Technologies (15), Expert Systems with Applications (12) and Artificial Intelligence Review (4).
  • The most-cited of them is “Deep reinforcement learning for traffic signal control with consistent state and reward design approach” (Knowledge-Based Systems, 2023), with 131 citations.
  • Papers use SUMO traffic simulator most often with nuScenes / Waymo Open / Argoverse (4), OpenStreetMap (4) and KITTI (3); it has 3 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST.

Mentions over 36 months#

Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)
TrendNov 23–Oct 24Nov 24–Oct 25Nov 25–Oct 2636 months
18162761

Papers per year#

2017: 1 paper2018: 3 papers2019: 2 papers2020: 4 papers2021: 5 papers2022: 4 papers2023: 11 papers2024: 14 papers2025: 19 papers2026 (so far): 22 papers
20172026 (so far)
Papers per publication year and category
Category2017201820192020202120222023202420252026 (so far)
Operations Research02033136813
AI11011387107
Economics0000100101
Information Systems0020000001
Management0000000010
All categories13245411141922

Where the papers come from#

Institutions with the most papers, since 2023
#InstitutionPapers
1Technical University of Munich3
2Universitat Politècnica de València3
3Chang'an University2
4Harbin Engineering University2
5Hong Kong Polytechnic University2
6Nanyang Technological University2
7National University of Singapore2
8Ningbo University2
9Southeast University2
10Southwest Jiaotong University2
Countries with the most papers, since 2023
#CountryPapers
1China24
2United States12
3United Kingdom6
4Germany5
5Hong Kong4
6Italy4
7Spain3
8Greece3
9India3
10Singapore3
Keywords with the most papers, since 2023
#KeywordPapers
1SUMO simulation26
2traffic signal control9
3microscopic traffic simulation8
4deep reinforcement learning7
5mixed traffic7
6SUMO6
7autonomous vehicles6
8connected and autonomous vehicles6
9traffic congestion6
10multi-agent reinforcement learning5

Most-cited papers#

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

Used together with#

Papers use SUMO traffic simulator most often with nuScenes / Waymo Open / Argoverse (4), OpenStreetMap (4) and KITTI (3); it has 3 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST. The whole network →

What papers use SUMO traffic simulator together with (at least 3 papers; lift 1 = chance)
Used withTypePapers using bothLift
nuScenes / Waymo Open / ArgoverseDataset47.5
OpenStreetMapDataset48.0
KITTIDataset33.7
Papers mentioning SUMO traffic simulator in the last 30 days, newest first.
DateTitleJournalAuthorsAffiliations
2026-10-21GCN-neural ODE-based diverging conflict resolution for ACT platoons: A case study of gap patterns on port collector-distributor highwayExpert Systems with ApplicationsYi Li, Xin Chen, Weili Wang et al.Tongji University; Shanghai Maritime University; Merchants Chongqing Communications Research and Design Institute; …
Cite this page

Scholar4AI. (2026). SUMO traffic simulator. Journal and Conference Research Rankings. Retrieved November 5, 2026, from https://scholar4ai.com/datasets/sumo-traffic-simulator

@misc{scholar4ai-datasets-sumo-traffic-simulator,
  author = {{Scholar4AI}},
  title = {SUMO traffic simulator},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/sumo-traffic-simulator}},
  urldate = {2026-11-05},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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