Evidence map›Paper›PMID 41436560›Full record

ArticleScientific reports2025

Fuzzy logic-based speed guidance strategy for mixed platoons at intersections with communication delay compensation and driver reaction time modeling.

Xiaofeng Liu, Menghua Yan, Runjia Dai, Mingxing Gao

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Xiaofeng LiuSchool of Automotive and Transportation, Tianjin University of Technology and Education, Tianjin, 300222, China.
Menghua YanSchool of Automotive and Transportation, Tianjin University of Technology and Education, Tianjin, 300222, China. menghuayan@outlook.com.
Runjia DaiSchool of Automotive and Transportation, Tianjin University of Technology and Education, Tianjin, 300222, China.
Mingxing GaoCollege of Energy and Transportation Engineering, Inner Mongolia Agricultural University, Hohhot, 010018, China.

Funding

Natural Science Key Project of Tianjin Education Committee, China No. 2022ZD016the Key Research and Development and Achievement Transformation Program Project of Inner Mongolia Autonomous Region, China 2022YFSH0071the Youth Science and Technology Talents Development Program of Colleges and Universities in Inner Mongolia Autonomous Region, China NMGIRT2304
6 · The paper itself

Abstract

This paper proposes a comprehensive speed guidance strategy for mixed vehicle platoons at signalized intersections. The strategy integrates communication delay compensation and models driver reaction time. This research addresses critical challenges in Cooperative Vehicle-Infrastructure Systems (CVIS), where heterogeneous vehicle behaviors and communication uncertainties significantly impact traffic efficiency. The key innovations include: (1) A four-dimensional speed guidance framework (acceleration, deceleration, constant speed, stopping) for mixed CAV-HV platoons; (2) A fuzzy logic-enhanced Smith predictor for dynamic V2X delay compensation; (3) A multi-factor driver reaction time model incorporating age, fatigue, and cognitive load effects. Quantitative results demonstrate that the system achieves maximum acceleration error reduction of 80.9% and speed error reduction of 62% under communication delays of 0.5-2.0 s. The driver reaction time model improves trajectory prediction accuracy, increases intersection throughput by approximately 36% compared to fixed-parameter approaches. Prescan - MATLAB/Simulink co - simulation with 5 - vehicle platoons and field experiments with 3 - vehicle platoons confirm the practical effectiveness and safety of the proposed strategy. The integrated approach significantly enhances platoon coordination, reduces travel time, and improves overall intersection efficiency in mixed autonomous-human traffic environments.

Indexed as

Communication delayDriver reaction timeFuzzy logicMixed platoonsSpeed guidance

Identifiers

PMID41436560
PMCPMC12815927

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.