Outage Evaluation for STAR-RIS-Assisted Satellite-AAV-Terrestrial NOMA Networks With Imperfect CSI
Due to some transmission delays and channel estimation errors, it is always difficult to acquire perfect channel state information (CSI) in practical communications. Therefore, in this study, taking the practical scenario of imperfect CSI into consideration, a simultaneously transmitting and reflect...
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Published in | IEEE internet of things journal Vol. 12; no. 12; pp. 19981 - 19994 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Piscataway
IEEE
15.06.2025
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Online Access | Get full text |
ISSN | 2327-4662 2327-4662 |
DOI | 10.1109/JIOT.2025.3542485 |
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Abstract | Due to some transmission delays and channel estimation errors, it is always difficult to acquire perfect channel state information (CSI) in practical communications. Therefore, in this study, taking the practical scenario of imperfect CSI into consideration, a simultaneously transmitting and reflecting-reconfigurable intelligent surface (STAR-RIS)-assisted satellite-autonomous aerial vehicle (AAV)-terrestrial non-orthogonal multiple access (NOMA) network is investigated, in which the AAV is assumed to be randomly located in a spherical cap space while the users are randomly located in an inner circular and an outer annular plane on the ground. Specifically, a satellite source first sends NOMA signals to a AAV relay, which then forwards them to both ground users via an STAR-RIS through reflection as well as transmission. In addition, considering that the satellite-AAV link is subject to the shadowed-Rician distribution while the other links are subject to the Nakagami-m distributions, the cumulative distribution functions and probability density functions of channel gains in the presence of imperfect CSI are derived. Furthermore, in practical application scenarios, the positions of the AAV and both users may be randomly located in some regions. Therefore, three randomly distributed scenarios are considered: 1) The users are randomly located while the AAV's position is fixed; 2) The AAV is randomly located while both users are in fixed locations; and 3) Both are randomly located. Under those three scenarios, both analytical and asymptotic expressions of outage probability (OP) for two users as well as the system OP are derived using the stochastic geometry approach, and their accuracy is confirmed with Monte-Carlo simulations. |
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AbstractList | Due to some transmission delays and channel estimation errors, it is always difficult to acquire perfect channel state information (CSI) in practical communications. Therefore, in this study, taking the practical scenario of imperfect CSI into consideration, a simultaneously transmitting and reflecting-reconfigurable intelligent surface (STAR-RIS)-assisted satellite-autonomous aerial vehicle (AAV)-terrestrial non-orthogonal multiple access (NOMA) network is investigated, in which the AAV is assumed to be randomly located in a spherical cap space while the users are randomly located in an inner circular and an outer annular plane on the ground. Specifically, a satellite source first sends NOMA signals to a AAV relay, which then forwards them to both ground users via an STAR-RIS through reflection as well as transmission. In addition, considering that the satellite-AAV link is subject to the shadowed-Rician distribution while the other links are subject to the Nakagami-m distributions, the cumulative distribution functions and probability density functions of channel gains in the presence of imperfect CSI are derived. Furthermore, in practical application scenarios, the positions of the AAV and both users may be randomly located in some regions. Therefore, three randomly distributed scenarios are considered: 1) The users are randomly located while the AAV’s position is fixed; 2) The AAV is randomly located while both users are in fixed locations; and 3) Both are randomly located. Under those three scenarios, both analytical and asymptotic expressions of outage probability (OP) for two users as well as the system OP are derived using the stochastic geometry approach, and their accuracy is confirmed with Monte-Carlo simulations. |
Author | Luo, Wenwei Xu, Jiayou Pan, Gaofeng Zhang, Jiliang Xie, Yiyuan Song, Jize Liu, Xin |
Author_xml | – sequence: 1 givenname: Wenwei surname: Luo fullname: Luo, Wenwei email: lww1582300@email.swu.edu.cn organization: Key Laboratory of Networks and Cloud Computing Security of Universities in Chongqing, School of Electronic and Information Engineering, Southwest University, Chongqing, China – sequence: 2 givenname: Jiliang orcidid: 0000-0001-8610-0712 surname: Zhang fullname: Zhang, Jiliang email: swuzhang@swu.edu.cn organization: Key Laboratory of Networks and Cloud Computing Security of Universities in Chongqing, School of Electronic and Information Engineering, Southwest University, Chongqing, China – sequence: 3 givenname: Jize surname: Song fullname: Song, Jize email: jamessjz@email.swu.edu.cn organization: Key Laboratory of Networks and Cloud Computing Security of Universities in Chongqing, School of Electronic and Information Engineering, Southwest University, Chongqing, China – sequence: 4 givenname: Xin surname: Liu fullname: Liu, Xin email: lx112022333002182@email.swu.edu.cn organization: Key Laboratory of Networks and Cloud Computing Security of Universities in Chongqing, School of Electronic and Information Engineering, Southwest University, Chongqing, China – sequence: 5 givenname: Yiyuan orcidid: 0000-0002-0049-5256 surname: Xie fullname: Xie, Yiyuan email: yyxie@swu.edu.cn organization: Key Laboratory of Networks and Cloud Computing Security of Universities in Chongqing, School of Electronic and Information Engineering, Southwest University, Chongqing, China – sequence: 6 givenname: Jiayou surname: Xu fullname: Xu, Jiayou email: Jiayou_xu@foxmail.com organization: Second Satellite Overall Design Department, Shanghai Institute of Satellite Engineering, Shanghai, China – sequence: 7 givenname: Gaofeng orcidid: 0000-0003-1008-5717 surname: Pan fullname: Pan, Gaofeng email: gfpan@bit.edu.cn organization: School of Cyberspace Security, Beijing Institute of Technology, Beijing, China |
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Snippet | Due to some transmission delays and channel estimation errors, it is always difficult to acquire perfect channel state information (CSI) in practical... |
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SubjectTerms | Autonomous aerial vehicle (AAV) Autonomous aerial vehicles Delays Distribution functions Electronic mail imperfect channel state information (CSI) Internet of Things Monte Carlo simulation NOMA non-orthogonal multiple access (NOMA) Nonorthogonal multiple access outage probability (OP) Outages Power system reliability Probability density functions Reconfigurable intelligent surfaces Relays satellite communications Satellites simultaneously transmitting and reflecting-reconfigurable intelligent surface (STAR-RIS) Space-air-ground integrated networks Spherical caps Stochastic processes Training Unmanned aerial vehicles |
Title | Outage Evaluation for STAR-RIS-Assisted Satellite-AAV-Terrestrial NOMA Networks With Imperfect CSI |
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