Evidence map›Paper›PMID 40363336›Full record

ArticleSensors (Basel, Switzerland)2025

Vibration Analysis and Vehicle Detection by MEMS Acceleration Sensors Embedded in PCC Pavement.

Congyi Chang, Linghui Kong, Libin Han, Junmin Li, Shuo Pan, Ya Wei

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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.

Congyi ChangKey Laboratory of Civil Engineering Safety and Durability of China Education Ministry, Department of Civil Engineering, Tsinghua University, Beijing 100084, China.ORCID 0009-0002-3789-0521
Linghui KongKey Laboratory of Civil Engineering Safety and Durability of China Education Ministry, Department of Civil Engineering, Tsinghua University, Beijing 100084, China.
Libin HanKunming International Aviation Hub Engineering Construction Headquarters, Yunnan Airport Group Co., Ltd., Kunming 650200, China.
Junmin LiKunming International Aviation Hub Engineering Construction Headquarters, Yunnan Airport Group Co., Ltd., Kunming 650200, China.
Shuo PanBeijing Key Laboratory of Traffic Engineering, Beijing University of Technology, Beijing 100124, China.ORCID 0000-0001-9452-9738
Ya WeiKey Laboratory of Civil Engineering Safety and Durability of China Education Ministry, Department of Civil Engineering, Tsinghua University, Beijing 100084, China.ORCID 0000-0001-7047-420X

Funding

National Key Research and Development Program of China 2021YFB3202901Technology Innovation and Demonstration Project of the Department of Transport of Yunnan Province 202303AA080011
6 · The paper itself

Abstract

Monitoring the vibration response of Portland cement concrete (PCC) pavement under dynamic vehicle loading is critical for road maintenance and traffic analysis. This study embedded micro-electro-mechanical systems (MEMS) accelerometer sensors in PCC pavement to capture vibration signals induced by vehicles. A thresholding method is proposed to automate vehicle detection by analyzing acceleration time-domain data, achieving precision and recall rates exceeding 85%. The study also explored various sensor placement locations and different threshold values for acceleration time-domain signals. Sensor placement optimization revealed that positioning sensors at the front or rear ends of pavement slabs maximizes vibration response, enabling low-cost and efficient detection. Experimental results demonstrated that the proposed method balances simplicity and accuracy, eliminating the need for complex denoising processes. This approach provides a cost-effective solution for real-time vehicle detection and enhances pavement performance monitoring, supporting improved maintenance and traffic management strategies.

Indexed as

detection precision and recallmaximum vibration responsemultiple pavement slabssensor placement locationsthresholding method

Identifiers

PMID40363336
PMCPMC12074258

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.