Evidence map›Paper›PMID 42655591›Full record

ArticleSensors (Basel, Switzerland)2026

Design of AFDM Waveform Encryption for LEO Satellite Networks.

Muzi Yuan, Honglei Lin, Chunjiang Ma, Pengcheng Ma, Meiting Yu, Xiaomei Tang

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.

Muzi YuanSchool of Science, National University of Defense Technology, Changsha 410073, China.ORCID 0000-0003-3333-4990
Honglei LinNational Key Laboratory for Positioning, Navigation and Timing Technology, Changsha 410073, China.
Chunjiang MaNational Key Laboratory for Positioning, Navigation and Timing Technology, Changsha 410073, China.ORCID 0000-0002-3997-0384
Pengcheng MaNational Key Laboratory for Positioning, Navigation and Timing Technology, Changsha 410073, China.
Meiting YuNational Key Laboratory for Positioning, Navigation and Timing Technology, Changsha 410073, China.
Xiaomei TangNational Key Laboratory for Positioning, Navigation and Timing Technology, Changsha 410073, China.

Funding

National Natural Science Foundation of China 62531025
6 · The paper itself

Abstract

Low Earth orbit (LEO) satellite downlinks broadcast over wide ground footprints, exposing Earth-observation and remote-sensing sensor data to passive eavesdropping. Affine frequency division multiplexing (AFDM) is a candidate waveform for the doubly dispersive LEO channel and a natural integrated sensing and communication (ISAC) waveform whose delay-Doppler structure supports target parameter estimation; yet existing secure-AFDM schemes act only in the discrete affine Fourier transform (DAFT) parameter domain, leaving the transmitted waveform structurally recognizable. To address this gap, this paper applies time-domain waveform obfuscation to AFDM as physical layer encryption. Using a secret key, the transmitter permutes the inverse-DAFT samples and applies a phase rotation before chirp-periodic-prefix generation; the mask is unitary, so the peak-to-average power ratio is preserved exactly, and the key-holding receiver retains AFDM's full delay-Doppler sensing capability, while a no-key receiver obtains a dense composite response that destroys target localization (sensing concentration drops from 0 dB to -16.6 dB). Secret pilot phases enable channel estimation at the legitimate receiver while blocking a naive composite-channel attack. Simulations at N=64 and 128 show that a wrong-key eavesdropper achieves uncoded BER within 0.01 of 0.5 across 0-20 dB and that blind Viterbi-Viterbi phase recovery is no more effective under QPSK (BER 0.46-0.48), while the legitimate SNR penalty stays below 0.5 dB. The mask also suppresses AFDM's internal structure to the AWGN level under AFDM-aware processing. Time-domain obfuscation offers a complementary physical-layer security layer for confidential LEO remote-sensing data downlink and ISAC waveforms.

Indexed as

affine frequency division multiplexing (AFDM)doubly dispersive channelintegrated sensing and communication (ISAC)low Earth orbit (LEO) satellitephysical layer encryptionremote sensingtime-domain obfuscationwaveform encryption

Identifiers

PMID42655591
PMCPMC13517241

What OpenQuestion holds

Textmetadata
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.