Evidence map›Paper›PMID 42197883›Full record

ArticleSensors (Basel, Switzerland)2026

A Wearable Acoustic-Bluetooth Dual Model Communication-Based Real-Time Heart Rate Monitoring and Ranging System for Swimmers.

Pingao Huang, Zhihong Xu, Tianzhan Huang, Zhenhua Chen, Junrong Hu, Hui Wang

Abstract read
In one paragraph

Article in Sensors (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.

Pingao HuangSchool of Electronic Engineering and Automation, Guilin University of Electronic Technology, Guilin 541004, China.
Zhihong XuSchool of Electronic Engineering and Automation, Guilin University of Electronic Technology, Guilin 541004, China.
Tianzhan HuangSchool of Electronic Engineering and Automation, Guilin University of Electronic Technology, Guilin 541004, China.
Zhenhua ChenSchool of Electronic Engineering and Automation, Guilin University of Electronic Technology, Guilin 541004, China.
Junrong HuKey Laboratory of Intelligence Integrated Automation in Guangxi Universities, Guilin 541004, China.
Hui WangSchool of Electronic Engineering and Automation, Guilin University of Electronic Technology, Guilin 541004, China.ORCID 0000-0001-5312-0362

Funding

Guangxi Academy of Artificial Intelligence GXAAIPY02009Innovation Project of GUET Graduate Education #2026YCXS149National Natural Science Foundation of China 62363006Shenzhen Medical of Research Fund A2303065the Shenzhen Science and Technology Program KCXFZ202307311093300001
6 · The paper itself

Abstract

Underwater communication devices typically suffer from large size and high power consumption, which pose significant challenges for real-time monitoring of swimmers' heart rate and distance. To tackle these challenges, this study successfully developed a wearable acoustic-Bluetooth dual model communication-based real-time heart rate monitoring and ranging system (WARM) for swimmers by implementing an integrated miniaturized acoustic transducer design, narrow-pulse OOK modulation, and acoustic multipath interference suppression techniques. The final self-developed system measures 47 mm × 36 mm × 18 mm and weighs 54 g. Six swimming volunteers were recruited to conduct underwater real-time heart rate monitoring and distance measurement experiments for performance evaluation of this self-developed system. Experimental results demonstrate that within an effective communication range of 2500 cm, the system achieved an average transmission power consumption of 52-58 mW, a frame loss rate of only 1.1%, and a mode-switching time of 1-2 s between the underwater acoustic and Bluetooth transmissions. In addition, the system enabled real-time heart rate monitoring and underwater ranging, with an average ranging error below 50 cm. These results verify the reliability and stability of the proposed system and provide a useful reference for the design and application of wearable underwater communication systems.

Indexed as

AcousticsHeart RateSwimmingWearable Electronic DevicesWireless TechnologyHumansMonitoring, Physiologiclow power consumptionnarrow-pulse OOKreal-time heart rate monitoringunderwater acoustic communicationwearable

Identifiers

PMID42197883
PMCPMC13210934

What OpenQuestion holds

Textmetadata
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.