Evidence map›Paper›PMID 42590699›Full record

ArticleSensors (Basel, Switzerland)2026

Incentive-Aware End-to-End Covert Routing for Space-Air-Ground Integrated Networks.

Zhao Deng, Mingze Li, Nannan Sun, Shouxin Cao, Yue Gao, Yang Xu

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.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Zhao DengNo. 30 Research Institute of China Electronics Technology Group Corporation, Chengdu 610041, China.
Mingze LiSchool of Computer Science and Technology, Xidian University, Xi'an 710071, China.
Nannan SunSchool of Computer Science and Technology, Xidian University, Xi'an 710071, China.
Shouxin CaoSchool of Computer Science and Technology, Xidian University, Xi'an 710071, China.
Yue GaoSchool of Computer Science and Technology, Xidian University, Xi'an 710071, China.
Yang XuSchool of Computer Science and Technology, Xidian University, Xi'an 710071, China.ORCID 0000-0003-2037-6948

Funding

National Natural Science Foundation of China 62372361Zhejiang Provincial Natural Science Foundation LY24F020011
6 · The paper itself

Abstract

Covert communication has emerged as a promising technique for protecting wireless transmissions by concealing the existence of legitimate communication from malicious wardens. However, achieving end-to-end covert communication in space-air-ground integrated networks (SAGINs) is challenging due to the coupled effects of satellite-to-ground relay access, ground multi-hop forwarding, and cooperative jamming. In this paper, we propose an incentive-aware end-to-end covert routing framework for SAGINs, where a low Earth orbit (LEO) satellite delivers information to a ground destination through a selected relay base station and a self-organizing ground route. We first establish a two-stage SAGIN model and characterize the satellite-to-ground covert capacity under satellite sidelobe interference, as well as the ground-route covert performance in the presence of multiple wardens and cooperative jammers. Since jammers are self-interested and incur power costs when generating artificial interference, we design an incentive mechanism to stimulate cooperative jamming for enhancing ground-route covertness. Specifically, the reward allocation and jamming-power response are jointly derived by considering both the route-dependent covertness gain and the power cost of jammers. Based on the resulting route-dependent utility, the ground routing problem is further transformed into a shortest-weighted path-finding problem. To improve the long-term stability of satellite-to-ground relay access, we model the repeated interaction between the LEO satellite transmitter and the satellite warden as a base-station selection process and develop a zero-determinant strategy to stabilize the long-term expected utility relation under different warden monitoring policies. Simulation results demonstrate that the proposed framework effectively balances satellite-to-ground covert capacity and ground-route utility, outperforms baseline relay selection schemes, and achieves stable long-term covert routing performance against uncertain warden behaviors.

Indexed as

covert communicationincentive-aware routingspace–air–ground integrated networkszero-determinant strategy

Identifiers

PMID42590699
PMCPMC13469421

What OpenQuestion holds

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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.