Evidence map›Paper›PMID 40809873›Full record

ArticleNational science review2025

MetaDetection: wireless intelligent detection of multiliquids by using space-time-coding metasurface.

Shi Han Dai, Yan Shi, Yuan Hu, Quan Wei Wu, Hai Yang Tang, Qi Xiang You, Zan Kui Meng, Long Li

Abstract read
In one paragraph

Article in National science review, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. An Active Beam-Reconfigurable Retrodirective Array.Nanophotonics (Berlin, Germany) · 2026
    Article
  4. Article
  5. 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

8 authors.

Shi Han DaiSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.
Yan ShiSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.ORCID https://orcid.org/0000-0001-5030-6225
Yuan HuSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.
Quan Wei WuSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.
Hai Yang TangSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.
Qi Xiang YouSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.
Zan Kui MengSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.
Long LiSchool of Electronic Engineering, Xidian University, Xi'an 710071, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The increasing demand for public safety has created an urgent need for high-performance technologies capable of detecting hazardous liquids with high accuracy, efficiency, and cost-effectiveness. Conventional liquid detection methods often fall short in addressing these requirements due to limitations in precision, operational complexity, and scalability. This study introduces a wireless intelligent system for the detection of suspicious liquids, leveraging advancements in programmable metasurface and software defined radio technologies. By employing a spatiotemporal coding metasurface to transmit orthogonal frequency division multiplexing (OFDM) Wi-Fi signals, the system efficiently manipulates the spectral harmonic distribution of OFDM subcarriers, thereby creating multiple independent detection channels. Artificial intelligence (AI)-based classification algorithms are integrated to extract liquid-specific features from the channel state information (CSI), enabling precise identification of liquid properties. The proposed system exhibits robust immunity to ambient interference, such as interfering signals, temperature fluctuations, and humidity, while achieving near-ideal accuracy in the simultaneous detection and classification of multiple liquids. This innovative approach provides a cost-effective, scalable, and intelligent solution for hazardous substance detection, with transformative potential for security screening and public safety applications.

Indexed as

artificial intelligenceintelligent sensing systemorthogonal frequency division multiplexing (OFDM)software-defined radio technologyspatiotemporal coding programmable metasurfaces

Identifiers

PMID40809873
PMCPMC12342493

What OpenQuestion holds

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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.