Evidence map›Paper›PMID 42356689›Full record

ArticleSensors (Basel, Switzerland)2026

Research on Covert Communication in Satellite-Ground-Integrated Sensor Networks Based on FH-DL-MPWFRFT.

Lei Ni, Yichao Cai, Xiaobai Li, Hang Hu, Zheng Chu, Yuzhi Qi

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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.

Lei NiEarly Warning Intelligence Department, Air Force Early Warning Academy, Wuhan 430019, China.ORCID 0000-0001-7307-2599
Yichao CaiEarly Warning Intelligence Department, Air Force Early Warning Academy, Wuhan 430019, China.
Xiaobai LiEarly Warning Intelligence Department, Air Force Early Warning Academy, Wuhan 430019, China.
Hang HuCollege of Information and Navigation, Air Force Engineering University, Xi'an 710077, China.
Zheng ChuNext-Generation Internet of Everything Laboratory, Department of Electrical and Electronic Engineering, University of Nottingham Ningbo China, Ningbo 315100, China.
Yuzhi QiEarly Warning Intelligence Department, Air Force Early Warning Academy, Wuhan 430019, China.ORCID 0009-0004-2445-4119

Funding

National Social Science Foundation of China 2025-SKJJ-D-036Natural Science Foundation of Hubei Province of China 2025AFB419
6 · The paper itself

Abstract

To further enhance the covert communication capability of satellite-ground-integrated sensor networks, a dual-polarization constellation joint modulation scheme based on frequency-hopping double-layer multi-parameter weighted fractional Fourier transform (FH-DL-MPWFRFT) is proposed from the perspective of physical layer security. The proposed scheme integrates the constellation confusion property of weighted fractional Fourier transform (WFRFT) with the anti-interception capability of frequency-hopping (FH) phase scrambling. Specifically, the weighted parameters of conventional 4-WFRFT are extended to construct a multi-parameter and multi-layer signal representation, and FH phase scrambling is introduced to realize dynamic constellation rotation and phase-domain encryption. Furthermore, a secure transmission model for satellite-ground-integrated sensor networks is established, revealing the constellation optimization principle and the fission-fusion mechanism of dual-polarization signals. Simulation results show that, compared with the non-FH benchmark, the proposed scheme significantly improves waveform-level anti-interception performance; even when eavesdropper obtains the modulation scheme and partial transform parameters, the symbol error rate (SER) of quadrature phase shift keying (QPSK) and four-phase modulation (4PM) signals remains around 0.4 to 0.5 under parameter mismatch, indicating that effective demodulation is difficult to achieve.

Indexed as

physical layer securitypolarization modulationsatellite–ground-integrated sensor networkweighted fractional Fourier transform

Identifiers

PMID42356689
PMCPMC13306537

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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.