Evidence map›Paper›PMID 42352202›Full record

ArticleEntropy (Basel, Switzerland)2026

Control Subarea Division for Coordinated Signal Control: A Colored Random Walk and Path Entropy Approach to Traffic-State Propagation.

Pengcheng Li, Bin Li, Lin Wang, Wei Zhang, Sixian Li, Jun Hua

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 2026. 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
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

6 authors.

Pengcheng LiITS Center, Research Institute of Highway Ministry of Transport, Beijing 100088, China.
Bin LiState Key Laboratory of Intelligent Transportation System, Research Institute of Highway Ministry of Transport, Beijing 100088, China.
Lin WangITS Center, Research Institute of Highway Ministry of Transport, Beijing 100088, China.
Wei ZhangITS Center, Research Institute of Highway Ministry of Transport, Beijing 100088, China.ORCID 0009-0002-9810-6745
Sixian LiState Key Laboratory of Intelligent Transportation System, Research Institute of Highway Ministry of Transport, Beijing 100088, China.
Jun HuaITS Center, Research Institute of Highway Ministry of Transport, Beijing 100088, China.ORCID 0000-0002-5833-8130

Funding

National Natural Science Foundation of China 52572333
6 · The paper itself

Abstract

Control subarea division is essential for coordinated signal control, but methods based mainly on local correlation or static topology may not adequately capture traffic-state propagation under dynamic traffic loading. This study proposes a control subarea division method that explicitly models traffic-state propagation by integrating state-guided colored random walk and path entropy analysis. Intersection correlation degree and traffic state are used to construct a state-guided colored random walk process, in which transition probabilities are updated according to network connectivity and traffic-state consistency. Path entropy characterizes propagation uncertainty, and control subareas are identified by minimizing the distribution discrepancy between node-level and subarea-level path responses. To compare partitioning schemes, five complementary metrics were adopted: variance reduction rate of spatial delay, delay reduction rate, congestion mitigation index, stop reduction rate, and queue reduction rate. A VISSIM microsimulation model with dynamic traffic loading was developed to compare the proposed method with the Whitson and Fast Newman methods. The proposed method achieved the best performance across all five metrics, with values of 41.47%, 23.77%, 25.96%, 23.59%, and 15.08%, respectively. These results indicate that the proposed method improves spatial balance and network efficiency while mitigating bottlenecks, reducing stops, and suppressing queue accumulation.

Indexed as

colored random walkcontrol subarea divisioncoordinated signal controlpath entropy analysistraffic-state propagation

Identifiers

PMID42352202
PMCPMC13298126

What OpenQuestion holds

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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.