Survey on Near-Space Information Networks: Channel Modeling, Transmission, and Networking Perspectives (2310.09025v5)
Abstract: Near-space information networks (NSINs) composed of high-altitude platforms (HAPs) and high- and low-altitude unmanned aerial vehicles (UAVs) are a new regime for providing quick, robust, and cost-efficient sensing and communication services. Precipitated by innovations and breakthroughs in manufacturing, materials, communications, electronics, and control techniques, NSINs have been envisioned as an essential component of the emerging sixth-generation of mobile communication systems. This article reveals some critical issues needing to be tackled in NSINs through conducting experiments and discusses the latest advances in NSINs in the research areas of channel modeling, networking, and transmission from a forward-looking, comparative, and technical evolutionary perspective. In this article, we highlight the characteristics of NSINs and present the promising use cases of NSINs. The impact of airborne platforms' unstable movements on the phase delays of onboard antenna arrays with diverse structures is mathematically analyzed. The recent advances in HAP channel modeling are elaborated on, along with the significant differences between HAP and UAV channel modeling. A comprehensive review of the networking techniques of NSINs in network deployment, handoff management, and network management aspects is provided. Besides, the promising techniques and communication protocols of the physical (PHY) layer, medium access control (MAC) layer, network layer, and transport layer of NSINs for achieving efficient transmission over NSINs are reviewed, and we have conducted experiments with practical NSINs to verify the performance of some techniques. Finally, we outline some open issues and promising directions for NSINs deserved for future study and discuss the corresponding challenges.
- 3GPP, “NR and NG-RAN overall description; stage-2 (release 17),” 3GPP, Tech. Rep. 38.300 version 17.0.0, May 2022.
- X. You, C. Wang, J. Huang, and et. al., “Towards 6G wireless communication networks: vision, enabling technologies, and new paradigm shifts,” Sci. China Inf. Sci., vol. 64, no. 1, 2021. [Online]. Available: https://doi.org/10.1007/s11432-020-2955-6
- S. C. Arum, D. Grace, and P. D. Mitchell, “A review of wireless communication using high-altitude platforms for extended coverage and capacity,” Comput. Commun., vol. 157, pp. 232–256, 2020.
- M. I. Alam, A. A. Pasha, A. G. A. Jameel, and U. Ahmed, “High altitude airship: A review of thermal analyses and design approaches,” Archives of Computational Methods in Engineering, vol. 30, pp. 2289 – 2339, 2022.
- F. A. D’Oliveira, F. C. L. de Melo, and T. Devezas, “High-altitude platforms — present situation and technology trends,” Journal of Aerospace Technology and Management, vol. 8, pp. 249–262, 2016.
- A. A. Almarhabi, “Survey on high-altitude platforms: Channel modeling, optimization, and performance metrics,” vol. 11, no. 5, 2021, pp. 50–55.
- G. K. Kurt, M. G. Khoshkholgh, S. Alfattani, A. Ibrahim, T. S. J. Darwish, M. S. Alam, H. Yanikomeroglu, and A. Yongaçoglu, “A vision and framework for the high altitude platform station (HAPS) networks of the future,” IEEE Commun. Surv. Tutorials, vol. 23, no. 2, pp. 729–779, 2021.
- A. Baltaci, E. Dinc, M. Ozger, A. Alabbasi, C. Cavdar, and D. Schupke, “A survey of wireless networks for future aerial communications (FACOM),” IEEE Commun. Surv. Tutorials, vol. 23, no. 4, pp. 2833–2884, 2021.
- D. S. Lakew, A. Tran, A. Masood, N. Dao, and S. Cho, “A review on AI-driven aerial access networks: Challenges and open research issues,” in ICAIIC. IEEE, 2023, pp. 718–723.
- L. Zhang, Z. Wei, L. Wang, X. Yuan, H. Wu, and W. Xu, “Spectrum sharing in the sky and space: A survey,” Sensors, vol. 23, no. 1, p. 342, 2023.
- X. Cao, P. Yang, M. Alzenad, X. Xi, D. O. Wu, and H. Yanikomeroglu, “Airborne communication networks: A survey,” IEEE J. Sel. Areas Commun., vol. 36, no. 9, pp. 1907–1926, 2018.
- Airbus, “Zephyr high altitude platform station (HAPS) achieves connectivity in trial conducted by airbus and NTT DOCOMO,” www.airbus.com/en/newsroom/press-releases/2021-11-zephyr-high-altitude-platform-station-haps-achieves-connectivity-in, Nov. 15, 2021.
- AVEALTO, “AVEALTO’s high altitude platform: A transformative technology whose time has come,” www.satellitemarkets.com/avealto-hap-platform, Sept. 2, 2021.
- RAVEN, “Raven provides cellular connectivity from the stratosphere via thunderhead balloon system,” www.aerostar.com/news/raven-provides-cellular-connectivity-from-the-stratosphere-via-thunderhead-balloon-system, April 21, 2021.
- P. DOCKRILL, “This gigantic chinese airship flies on solar power for up to six months at a time,” www.sciencealert.com/this-gigantic-chinese-airship-flies-on-solar-power-for-up-to-six-months-at-a-time, Oct. 22, 2015.
- P. Lobner, “China’s Yuanmeng (dream) stratospheric airship,” lynceans.org/wp-content/uploads/2021/04/China-Yuanmeng-stratospheric-airship-converted.pdf, Mar. 10, 2022.
- Thales, “What’s up with stratobus?” www.thalesgroup.com/en/worldwide/space/news/whats-stratobus, Mar. 17, 2017.
- HAPSMobile, “Hawk30 project,” www.hapsmobile.com/, Oct. 8, 2020.
- B. Systems, “Phasa-35 project,” www.baesystems.com/en/product/phasa-35, Mar. 18, 2021.
- Zero2infinity, “Elevate project,” www.zero2infinity.space/elevate/, Jun. 21, 2023.
- StratXX, “X-station project,” www.stratxx.com/, Nov. 11, 2018.
- J. Liu, H. Zhang, M. Sheng, Y. Su, S. Chen, and J. Li, “High altitude air-to-ground channel modeling for fixed-wing UAV mounted aerial base stations,” IEEE Wirel. Commun. Lett., vol. 10, no. 2, pp. 330–334, 2021.
- I. Bekmezci, O. K. Sahingoz, and S. Temel, “Flying ad-hoc networks (fanets): A survey,” Ad Hoc Networks, vol. 11, no. 3, pp. 1254–1270, 2013.
- L. Gupta, R. Jain, and G. Vaszkun, “Survey of important issues in UAV communication networks,” IEEE Commun. Surv. Tutorials, vol. 18, no. 2, pp. 1123–1152, 2016.
- M. O. B. Yassein and N. A. Damer, “Flying Ad-Hoc networks: Routing protocols, mobility models, issues,” International Journal of Advanced Computer Science and Applications, vol. 7, no. 6, pp. 162–168, 2016.
- E. Kuiper and S. Nadjm-Tehrani, “Mobility models for UAV group reconnaissance applications,” in Proceedings of the Second International Conference on Wireless and Mobile Communications (ICWMC’06), Bucharest, Romania, July 29-31, 2006, P. Dini, C. Åhlund, C. Dini, and E. Borcoci, Eds. IEEE Computer Society, 2006, p. 33. [Online]. Available: https://doi.org/10.1109/ICWMC.2006.63
- Y. Wan, K. Namuduri, Y. Zhou, and S. Fu, “A smooth-turn mobility model for airborne networks,” IEEE Transactions on Vehicular Technology, vol. 62, pp. 3359–3370, 2012.
- M. T. Naser and A. H. Wheeb, “Implementation of RWP and gauss markov mobility model for multi-UAV networks in search and rescue environment,” Int. J. Interact. Mob. Technol., vol. 16, pp. 125–137, 2022.
- O. Bouachir, A. Abrassart, F. Garcia, and N. Larrieu, “A mobility model for UAV ad hoc network,” in 2014 International Conference on Unmanned Aircraft Systems (ICUAS). IEEE, 2014, pp. 383–388.
- W. Wang, X. Guan, B. Wang, and Y. Wang, “A novel mobility model based on semi-random circular movement in mobile ad hoc networks,” Inf. Sci., vol. 180, no. 3, pp. 399–413, 2010. [Online]. Available: https://doi.org/10.1016/j.ins.2009.10.001
- T. Camp, J. Boleng, and V. Davies, “A survey of mobility models for ad hoc network research,” Wirel. Commun. Mob. Comput., vol. 2, no. 5, pp. 483–502, 2002. [Online]. Available: https://doi.org/10.1002/wcm.72
- C. Yin, Z. Xiao, X. Cao, X. Xi, P. Yang, and D. O. Wu, “Offline and online search: UAV multiobjective path planning under dynamic urban environment,” IEEE Internet Things J., vol. 5, no. 2, pp. 546–558, 2018.
- F. Series, “Preferred characteristics of systems in the fixed service using high altitude platforms operating in the bands 47.2-47.5 ghz and 47.9-48.2 ghz,” Recommendation ITU-R, Tech. Rep. F.1500, May 2000, https://www.itu.int/rec/R-REC-F.1500/en.
- S. Karapantazis and F.-N. Pavlidou, “Broadband communications via high-altitude platforms: a survey,” IEEE Communications Surveys & Tutorials, vol. 7, pp. 2–31, 2005.
- G. W. Jull, “Summary report on SHARP (stationary high altitude relay platform). part a, technical feasibility of microwave-powered airplanes,” https://publications.gc.ca/site/eng/9.894431/publication.html, April 03, 2013.
- Y. Zeng, J. Xu, and R. Zhang, “Energy minimization for wireless communication with rotary-wing UAV,” IEEE Transactions on Wireless Communications, vol. 18, pp. 2329–2345, 2018.
- H. Kang, X. Chang, J. V. Misic, V. B. Misic, J. Fan, and Y. Liu, “Cooperative UAV resource allocation and task offloading in hierarchical aerial computing systems: A mappo-based approach,” IEEE Internet Things J., vol. 10, no. 12, pp. 10 497–10 509, 2023. [Online]. Available: https://doi.org/10.1109/JIOT.2023.3240173
- H. Cao, G. Yu, and Z. Chen, “Cooperative task offloading and dispatching optimization for large-scale users via uavs and HAP,” in IEEE Wireless Communications and Networking Conference, WCNC 2023, Glasgow, UK, March 26-29, 2023. IEEE, 2023, pp. 1–6. [Online]. Available: https://doi.org/10.1109/WCNC55385.2023.10118722
- J. Liu, L. Li, F. Yang, X. Liu, X. Li, X. Tang, and Z. Han, “Minimization of offloading delay for two-tier UAV with mobile edge computing,” in 15th International Wireless Communications & Mobile Computing Conference, IWCMC 2019, Tangier, Morocco, June 24-28, 2019. IEEE, 2019, pp. 1534–1538. [Online]. Available: https://doi.org/10.1109/IWCMC.2019.8766778
- T. Nguyen and L. Park, “Multi-agent drl-based task offloading in hierarchical HAP-LAP networks,” in 13th International Conference on Information and Communication Technology Convergence, ICTC 2022, Jeju Island, Korea, Republic of, October 19-21, 2022. IEEE, 2022, pp. 817–821. [Online]. Available: https://doi.org/10.1109/ICTC55196.2022.9952996
- Z. Wei, L. Wang, Z. Gao, H. Wu, N. Zhang, K. Han, and Z. Feng, “Spectrum sharing between high altitude platform network and terrestrial network: Modeling and performance analysis,” IEEE Trans. Commun., vol. 71, no. 6, pp. 3736–3751, 2023. [Online]. Available: https://doi.org/10.1109/TCOMM.2023.3262305
- S. C. Arum, D. Grace, and P. D. Mitchell, “Extending coverage and capacity from high altitude platforms with a two-tier cellular architecture,” IEEE Transactions on Mobile Computing, 2023, in Press. DOI:10.1109/tmc.2023.3244426.
- L. Zhang, Y. Wang, M. Min, C. Guo, V. Sharma, and Z. Han, “Privacy-aware laser wireless power transfer for aerial multi-access edge computing: A colonel blotto game approach,” IEEE Internet Things J., vol. 10, no. 7, pp. 5923–5939, 2023. [Online]. Available: https://doi.org/10.1109/JIOT.2022.3167052
- A. Traspadini, M. Giordani, G. Giambene, and M. Zorzi, “Real-time HAP-assisted vehicular edge computing for rural areas,” IEEE Wirel. Commun. Lett., vol. 12, no. 4, pp. 674–678, 2023. [Online]. Available: https://doi.org/10.1109/LWC.2023.3238851
- Y. Gong, H. Yao, D. Wu, W. Yuan, T. Dong, and F. R. Yu, “Computation offloading for rechargeable users in space-air-ground networks,” IEEE Trans. Veh. Technol., vol. 72, no. 3, pp. 3805–3818, 2023. [Online]. Available: https://doi.org/10.1109/TVT.2022.3217079
- Y. Zhang, M. A. Kishk, and M.-S. Alouini, “HAP-enabled communications in rural areas: When diverse services meet inadequate communication infrastructures,” IEEE Open Journal of the Communications Society, 2023, in Press. DOI:10.1109/ojcoms.2023.3318836.
- W. Abderrahim, O. Amin, and B. Shihada, “Data center-enabled high altitude platforms: A green computing alternative,” IEEE Transactions on Mobile Computing, 2023, in Press. DOI: 10.1109/TMC.2023.3316204.
- Y. Yuan, E. Sun, and H. Qu, “Joint multi-ground-user edge caching resource allocation for cache-enabled high-low-altitude-platforms integrated network,” IEEE Transactions on Signal and Information Processing over Networks, 2023, in Press. DOI:10.1109/tsipn.2023.3315597.
- W. Abderrahim, O. Amin, and B. Shihada, “How to leverage high altitude platforms in green computing?” IEEE Commun. Mag., vol. 61, no. 7, pp. 134–140, 2023. [Online]. Available: https://doi.org/10.1109/MCOM.001.2200732
- C. E. Kement, F. Kara, W. Jaafar, H. Yanikomeroglu, G. Senarath, N. Dào, and P. Zhu, “Sustaining dynamic traffic in dense urban areas with high altitude platform stations (HAPS),” IEEE Commun. Mag., vol. 61, no. 7, pp. 150–156, 2023. [Online]. Available: https://doi.org/10.1109/MCOM.001.2200584
- D. Zhou, M. Sheng, B. Li, J. Li, and Z. Han, “Distributionally robust planning for data delivery in distributed satellite cluster network,” IEEE Trans. Wirel. Commun., vol. 18, no. 7, pp. 3642–3657, 2019.
- Z. Jia, Q. Wu, C. Dong, C. Yuen, and Z. Han, “Hierarchical aerial computing for internet of things via cooperation of HAPs and UAVs,” IEEE Internet Things J., vol. 10, no. 7, pp. 5676–5688, 2023. [Online]. Available: https://doi.org/10.1109/JIOT.2022.3151639
- N. N. Ei, P. S. Aung, S. Park, E. Huh, and C. S. Hong, “Joint association and power allocation for data collection in HAP-LEO-assisted IoT networks,” in International Conference on Information Networking, ICOIN 2023, Bangkok, Thailand, January 11-14, 2023. IEEE, 2023, pp. 206–211. [Online]. Available: https://doi.org/10.1109/ICOIN56518.2023.10049035
- D. S. Lakew, A. Tran, N. Dao, and S. Cho, “Intelligent offloading and resource allocation in heterogeneous aerial access IoT networks,” IEEE Internet Things J., vol. 10, no. 7, pp. 5704–5718, 2023. [Online]. Available: https://doi.org/10.1109/JIOT.2022.3161571
- ITU, “Attenuation by atmospheric gases and related effects,” ITU, Tech. Rep. Recommendation P.676-13, Aug. 2022.
- CWB, “Stories of unusual typhoons,” http://m.nmc.cn/ty/, Aug. 2020.
- ITU, “Propagation data and prediction methods required for the design of earth-space telecommunication systems,” ITU, Tech. Rep. Recommendation P.618-13, Dec. 2022.
- D. Sumbiri and T. J. O. Afullo, “An overview of rainfall fading prediction models for satellite links in southern africa,” Progress in Electromagnetics Research B, vol. 90, pp. 187–205, 2021.
- U. Fiebig, L. Castanet, J. Lemorton, E. Matricciani, F. Pérez-Fontán, C. Riva, and R. Watson, “Review of propagation channel modelling,” in Proceedings of 2nd International workshop of COST280 Action, 2003, pp. 153–164.
- P. Series, “Propagation data and prediction methods required for the design of earth-space telecommunication systems,” Recommendation ITU-R, Tech. Rep. P.618-13, Dec. 2017, https://www.itu.int/rec/R-REC-P.618-13-201712-I/en.
- 3GPP, “Study on new radio (NR) to support non-terrestrial networks (Release 15),” 3GPP, Tech. Rep. 38.811 V15.4.0, Sept. 2020.
- ——, “Study on channel model for frequencies from 0.5 to 100 GHz (Release 14),” 3GPP, Tech. Rep. 38.901 V1.0.0, Feb. 2017.
- Y. Li and X. Cheng, “New deterministic and statistical simulation models for non-isotropic UAV-MIMO channels,” in WCSP. IEEE, 2017, pp. 1–6.
- Iskandar and S. Shimamoto, “Prediction of propagation path loss for stratospheric platforms mobile communications in urban site LOS/NLOS environment,” in ICC. IEEE, 2006, pp. 5643–5648.
- S. Shimamoto and Iskandar, “On the downlink performance of stratospheric platform mobile communications channel,” in GLOBECOM. IEEE, 2006.
- A. Kurniawan et al., “Propagation loss estimation for urban high altitude platform communications channel,” in 2011 6th International Conference on Telecommunication Systems, Services, and Applications (TSSA). IEEE, 2011, pp. 246–252.
- Iskandar and S. Shimamoto, “Urban site path loss prediction for mobile communications employing stratospheric platforms,” in ISSPA. IEEE, 2005, pp. 267–270.
- A. Iskandar and S. Shimamoto, “Ray tracing for urban site propagation in stratospheric platform mobile communications,” in 2005 Asia-Pacific Conference on Communications. IEEE, 2005, pp. 212–216.
- H. Hadidianmoghadam and A. B. Kouki, “New modified urban canyon models for satellite signal propagation prediction,” IEEE Access, vol. 7, pp. 25 298–25 307, 2019.
- F. Hsieh and M. Rybakowski, “Propagation model for high altitude platform systems based on ray tracing simulation,” in 2019 13th European Conference on Antennas and Propagation (EuCAP). IEEE, 2019, pp. 1–5.
- W. M. Raafat, S. A. Fattah, and H. A. El-Motaafy, “On the capacity of multicell coverage MIMO systems in high altitude platform channels,” in FGST. IEEE, 2012, pp. 6–11.
- J. Holis and P. Pechac, “Elevation dependent shadowing model for mobile communications via high altitude platforms in built-up areas,” IEEE Transactions on Antennas and Propagation, vol. 56, no. 4, pp. 1078–1084, 2008.
- Z. Lin, M. Lin, Y. Huang, T. de Cola, and W. Zhu, “Robust multi-objective beamforming for integrated satellite and high altitude platform network with imperfect channel state information,” IEEE Trans. Signal Process., vol. 67, no. 24, pp. 6384–6396, 2019.
- S. Xu, J. Liu, T. K. Rodrigues, and N. Kato, “Robust multi-user beamforming for irs-enhanced near-space downlink communications coexisting with satellite system,” IEEE Internet of Things Journal, 2021.
- K. Popoola, D. Grace, and T. Clarke, “Capacity and coverage analysis of high altitude platform (HAP) antenna arrays for rural vehicular broadband services,” in VTC Spring. IEEE, 2020, pp. 1–5.
- C. Ding, J. Wang, H. Zhang, M. Lin, and G. Y. Li, “Joint optimization of transmission and computation resources for satellite and high altitude platform assisted edge computing,” IEEE Trans. Wirel. Commun., vol. 21, no. 2, pp. 1362–1377, 2022.
- P. Ji, L. Jiang, C. He, Z. Lian, and D. He, “Energy-efficient beamforming for beamspace HAP-NOMA systems,” IEEE Commun. Lett., vol. 25, no. 5, pp. 1678–1681, 2021.
- D. Zong, L. Jiang, C. He, P. Ji, and D. He, “Two-stage precoding design in rician channel for HAP massive MIMO systems,” in WPMC. IEEE, 2019, pp. 1–5.
- M. A. Azzahra et al., “Noma signal transmission over millimeter-wave frequency for backbone network in haps with mimo antenna,” in 2019 IEEE 13th international conference on telecommunication systems, services, and applications (TSSA). IEEE, 2019, pp. 186–189.
- P. G. Sudheesh, M. Mozaffari, M. Magarini, W. Saad, and P. Muthuchidambaranathan, “Sum-rate analysis for high altitude platform (HAP) drones with tethered balloon relay,” IEEE Commun. Lett., vol. 22, no. 6, pp. 1240–1243, 2018.
- H. T. T. Nguyen, “Study on performance of high altitude platform systems over a shadowed rician fading channel,” International Journal of Applied Engineering Research, vol. 14, no. 18, pp. 3708–3712, 2019.
- S. Ramabadran, S. Sharma, N. Vishwakarma, and A. S. Madhukumar, “Haps-based relaying for integrated space-air-ground networks with hybrid FSO/RF communication: A performance analysis,” IEEE Trans. Aerosp. Electron. Syst., vol. 57, no. 3, pp. 1581–1599, 2021.
- M. Li, M. Yang, G. Lv, and Q. Guo, “Three-state semi-markov channel model for hap-high speed train communication link,” in CHINACOM. IEEE Computer Society, 2011, pp. 279–283.
- J. Zhao, Q. Wang, Y. Li, J. Zhou, and W. Zhou, “Ka-band based channel modeling and analysis in high altitude platform(hap) system,” in VTC Spring. IEEE, 2020, pp. 1–5.
- A. Yılmaz, N. Yılmaz, G. Kalem, and M. A. Durmaz, “Path gain and channel capacity for HAP-to-HAP communications,” 2023 International Conference on Unmanned Aircraft Systems (ICUAS), pp. 305–312, 2023. [Online]. Available: https://api.semanticscholar.org/CorpusID:259280774
- Z. Lian, Y. Su, Y. Wang, and L. Jiang, “A non-stationary 3-d wideband channel model for intelligent reflecting surface-assisted HAP-MIMO communication systems,” IEEE Trans. Veh. Technol., vol. 71, no. 2, pp. 1109–1123, 2022.
- J. Cuevas-Ruiz, A. Aragón-Zavala, G. Medina-Acosta, and J. A. Delgado-Penin, “Multipath propagation model for high altitude platform (hap) based on circular straight cone geometry,” in 2009 International Workshop on Satellite and Space Communications. IEEE, 2009, pp. 235–239.
- X. Liu and X. Ma, “Improved circular straight cone channel model for high altitude platform in urban environment,” in 2012 IEEE International Conference on Signal Processing, Communication and Computing (ICSPCC 2012). IEEE, 2012, pp. 503–508.
- E. T. Michailidis and A. G. Kanatas, “Three-dimensional HAP-MIMO channels: Modeling and analysis of space-time correlation,” IEEE Trans. Veh. Technol., vol. 59, no. 5, pp. 2232–2242, 2010.
- E. T. Michailidis, P. Theofilakos, and A. G. Kanatas, “Three-dimensional modeling and simulation of MIMO mobile-to-mobile via stratospheric relay fading channels,” IEEE Trans. Veh. Technol., vol. 62, no. 5, pp. 2014–2030, 2013.
- ——, “A 3-d model for mimo mobile-to-mobile via stratospheric-relay fading channels,” in 2012 IEEE First AESS European Conference on Satellite Telecommunications (ESTEL). IEEE, 2012, pp. 1–6.
- Z. Lian, L. Jiang, and C. He, “A 3-d GBSM based on isotropic and non-isotropic scattering for HAP-MIMO channel,” IEEE Commun. Lett., vol. 22, no. 5, pp. 1090–1093, 2018.
- ——, “A 3-D wideband model based on dynamic evolution of scatterers for HAP-MIMO channel,” IEEE Commun. Lett., vol. 21, no. 3, pp. 684–687, 2017.
- E. T. Michailidis, N. Nomikos, P. Trakadas, and A. G. Kanatas, “Three-dimensional modeling of mmwave doubly massive MIMO aerial fading channels,” IEEE Trans. Veh. Technol., vol. 69, no. 2, pp. 1190–1202, 2020.
- M. Guan, Z. Wu, Y. Cui, and M. Yang, “Channel modeling and characteristics for high altitude platform stations communication system,” Journal of Internet Technology, vol. 21, no. 3, pp. 891–897, 2020.
- E. T. Michailidis and A. G. Kanatas, “Wideband HAP-MIMO channels: A 3-D modeling and simulation approach,” Wirel. Pers. Commun., vol. 74, no. 2, pp. 639–664, 2014.
- RP-170779, “New SID on enhanced support for aerial vehicles,” NTT DOCOMO INC, Ericsson, www.3gpp.org/ftp/tsg_ran/tsg_ran/TSGR_75/Docs/RP-170779.zip, acceessed Mar. 18, 2018.
- R1-1707264, “Enhancements on the fast fading model for LTE-based aerial vehicles,” ZTE, www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_89/Docs/R1-1707264.zip, acceessed May 06, 2017.
- R1-1714675, “WF on problem statement on interference in aerial scenarios,” Ericsson, Sequans, Intel, NTT Docomo, LG, www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_90/Docs/R1-1714675.zip, acceessed Aug. 26, 2017.
- R1-1714857, “Large-scale channel model calibration results in aerial vehicles,” Nokia, Nokia Shanghai Bell, Ericsson, NTT DOCOMO, Huawei, HiSilicon, Intel, ZTE, www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_90/Docs/R1-1714857.zip, acceessed Aug. 26, 2017.
- 3GPP, “5g; study on scenarios and requirements for next generation access technologies,” 3GPP, Tech. Rep. ETSI TR 138 913 V14.2.0, May 2017, https://portal.etsi.org/webapp/workprogram/Report_WorkItem.asp?WKI_ID=5233.
- A. A. Khuwaja, Y. Chen, N. Zhao, M. Alouini, and P. Dobbins, “A survey of channel modeling for UAV communications,” IEEE Commun. Surv. Tutorials, vol. 20, no. 4, pp. 2804–2821, 2018.
- C. Yan, L. Fu, J. Zhang, and J. Wang, “A comprehensive survey on UAV communication channel modeling,” IEEE Access, vol. 7, pp. 107 769–107 792, 2019.
- W. Khawaja, I. Güvenç, D. W. Matolak, U. Fiebig, and N. Schneckenburger, “A survey of air-to-ground propagation channel modeling for unmanned aerial vehicles,” IEEE Commun. Surv. Tutorials, vol. 21, no. 3, pp. 2361–2391, 2019.
- T. Cuvelier and R. W. H. Jr., “Mmwave MU-MIMO for aerial networks,” in ISWCS. IEEE, 2018, pp. 1–6.
- A. Saeed, Ö. Gürbüz, A. O. Bicen, and M. A. Akkas, “Variable-bandwidth model and capacity analysis for aerial communications in the terahertz band,” IEEE J. Sel. Areas Commun., vol. 39, no. 6, pp. 1768–1784, 2021.
- M. Song, Y. Huo, T. Lu, X. Dong, and Z. Liang, “Meteorologically introduced impacts on aerial channels and UAV communications,” in VTC Fall. IEEE, 2020, pp. 1–5.
- M. Kirik, N. A. Abusanad, and H. Arslan, “Inter-HAP based geometrical 3-D channel model operating at 28 to 60 GHz for future 6G non-terrestrial networks,” 2023 IEEE Wireless Communications and Networking Conference (WCNC), pp. 1–5, 2023. [Online]. Available: https://api.semanticscholar.org/CorpusID:258641653
- Y. Li, T. Jiang, M. Sheng, and Y. Zhu, “Qos-aware admission control and resource allocation in underlay device-to-device spectrum-sharing networks,” IEEE J. Sel. Areas Commun., vol. 34, no. 11, pp. 2874–2886, 2016.
- F. Dong, H. Han, X. Gong, J. Wang, and H. Li, “A constellation design methodology based on qos and user demand in high-altitude platform broadband networks,” IEEE Trans. Multim., vol. 18, no. 12, pp. 2384–2397, 2016.
- Z. Wang, M. Gong, Y. Lei, S. Wang, and L. Su, “A memetic algorithm based on MOEA/D for near space communication system deployment optimization on tide user model,” in CEC. IEEE, 2016, pp. 3614–3621.
- M. Gong, Z. Wang, Z. Zhu, and L. Jiao, “A similarity-based multiobjective evolutionary algorithm for deployment optimization of near space communication system,” IEEE Trans. Evol. Comput., vol. 21, no. 6, pp. 878–897, 2017.
- Z. Wang, M. Gong, Q. Cai, L. Ma, and L. Jiao, “Deployment optimization of near space airships based on MOEA/D with local search,” in IEEE Congress on Evolutionary Computation. IEEE, 2014, pp. 2345–2352.
- Y. He, L. Nie, T. Guo, K. Kaur, M. M. Hassan, and K. Yu, “A NOMA-enabled framework for relay deployment and network optimization in double-layer airborne access VANETs,” IEEE Transactions on Intelligent Transportation Systems, 2022, in Press. DOI: 10.1109/TITS.2021.3139888.
- A. H. Arani, P. Hu, and Y. Zhu, “HAPS-UAV-enabled heterogeneous networks: A deep reinforcement learning approach,” IEEE Open J. Commun. Soc., vol. 4, pp. 1745–1760, 2023. [Online]. Available: https://doi.org/10.1109/OJCOMS.2023.3296378
- Y. Zhao, F. Zhou, L. Feng, W. Li, Y. Sun, and M. A. Imran, “Backhaul-constrained coverage analysis of integrated high and low altitude platforms aerial communication system in post-disaster areas,” IEEE Commun. Lett., vol. 27, no. 6, pp. 1629–1633, 2023. [Online]. Available: https://doi.org/10.1109/LCOMM.2023.3260813
- J. Wang, L. Liu, and W. Xie, “Airborne computing platform based joint offload and deployment optimization algorithm,” in International Wireless Communications and Mobile Computing, IWCMC 2023, Marrakesh, Morocco, June 19-23, 2023. IEEE, 2023, pp. 412–416. [Online]. Available: https://doi.org/10.1109/IWCMC58020.2023.10182658
- N. Gao, S. Jin, X. Li, and M. Matthaiou, “Aerial ris-assisted high altitude platform communications,” IEEE Wirel. Commun. Lett., vol. 10, no. 10, pp. 2096–2100, 2021.
- D. Xu, X. Yi, Z. Chen, C. Li, C. Zhang, and B. Xia, “Coverage ratio optimization for HAP communications,” in PIMRC. IEEE, 2017, pp. 1–5.
- X. Wang, “Deployment of high altitude platforms in heterogeneous wireless sensor network via MRF-MAP and potential games,” in WCNC. IEEE, 2013, pp. 1446–1451.
- R. Zong, X. Gao, X. Wang, and Z. Lv, “Deployment of high altitude platforms network: A game theoretic approach,” in ICNC. IEEE Computer Society, 2012, pp. 304–308.
- F. Dong, Y. He, X. Zhou, Q. Yao, and L. Liu, “Optimization and design of HAPs broadband communication networks,” in 2015 5th International Conference on Information Science and Technology (ICIST). IEEE, 2015, pp. 154–159.
- F. A. Almalki and M. C. Angelides, “Deployment of an aerial platform system for rapid restoration of communications links after a disaster: a machine learning approach,” Computing, vol. 102, no. 4, pp. 829–864, 2020.
- S. Tang, D. Yan, P. You, S. Yong, and S. Xu, “Multiobjective optimization deployment of hap broadband communication networks,” in 2017 IEEE 9th International Conference on Communication Software and Networks (ICCSN). IEEE, 2017, pp. 436–442.
- Z. Yi, X. Du, Y. Liao, and L. Cao, “A quality-of-service-aware dynamic evolution model for space-ground integrated network,” Int. J. Distributed Sens. Networks, vol. 13, no. 8, 2017.
- Z. Hu, F. Zeng, Z. Xiao, B. Fu, H. Jiang, and H. Chen, “Computation efficiency maximization and qoe-provisioning in uav-enabled MEC communication systems,” IEEE Trans. Netw. Sci. Eng., vol. 8, no. 2, pp. 1630–1645, 2021.
- A. Bera, S. Misra, and C. Chatterjee, “Qoe analysis in cache-enabled multi-uav networks,” IEEE Trans. Veh. Technol., vol. 69, no. 6, pp. 6680–6687, 2020.
- L. Shen, “User experience oriented task computation for uav-assisted MEC system,” in INFOCOM. IEEE, 2022, pp. 1549–1558.
- C. Zhan and R. Huang, “Energy efficient adaptive video streaming with rotary-wing UAV,” IEEE Trans. Veh. Technol., vol. 69, no. 7, pp. 8040–8044, 2020.
- H. Hu, C. Zhan, J. An, and Y. Wen, “Optimization for HTTP adaptive video streaming in uav-enabled relaying system,” in ICC. IEEE, 2019, pp. 1–6.
- Y. Zhou, X. Ma, S. Hu, D. Zhou, N. Cheng, and N. Lu, “Qoe-driven adaptive deployment strategy of multi-uav networks based on hybrid deep reinforcement learning,” IEEE Internet Things J., vol. 9, no. 8, pp. 5868–5881, 2022.
- C. Zhan, H. Hu, Z. Wang, R. Fan, and D. Niyato, “Unmanned aircraft system aided adaptive video streaming: A joint optimization approach,” IEEE Trans. Multim., vol. 22, no. 3, pp. 795–807, 2020.
- X. Tang, X. Huang, and F. Hu, “Qoe-driven uav-enabled pseudo-analog wireless video broadcast: A joint optimization of power and trajectory,” IEEE Trans. Multim., vol. 23, pp. 2398–2412, 2021.
- F. Zeng, Z. Hu, Z. Xiao, H. Jiang, S. Zhou, W. Liu, and D. Liu, “Resource allocation and trajectory optimization for qoe provisioning in energy-efficient uav-enabled wireless networks,” IEEE Trans. Veh. Technol., vol. 69, no. 7, pp. 7634–7647, 2020.
- L. Zhang and J. Chakareski, “Uav-assisted edge computing and streaming for wireless virtual reality: Analysis, algorithm design, and performance guarantees,” IEEE Trans. Veh. Technol., vol. 71, no. 3, pp. 3267–3275, 2022.
- B. Jiang, J. Yang, H. Xu, H. Song, and G. Zheng, “Multimedia data throughput maximization in internet-of-things system based on optimization of cache-enabled UAV,” IEEE Internet Things J., vol. 6, no. 2, pp. 3525–3532, 2019.
- I. Medeiros, A. Boukerche, and E. Cerqueira, “Swarm-based and energy-aware unmanned aerial vehicle system for video delivery of mobile objects,” IEEE Trans. Veh. Technol., vol. 71, no. 1, pp. 766–779, 2022.
- L. A. binti Burhanuddin, X. Liu, Y. Deng, U. Challita, and A. Zahemszky, “Qoe optimization for live video streaming in uav-to-uav communications via deep reinforcement learning,” IEEE Trans. Veh. Technol., vol. 71, no. 5, pp. 5358–5370, 2022.
- K. Wu, X. Cao, P. Yang, Z. Yu, D. O. Wu, and T. Q. S. Quek, “QoE-driven video transmission: Energy-efficient multi-uav network optimization,” IEEE Transactions on Network Science and Engineering, 2023, in Press. DOI:10.1109/tnse.2023.3298782.
- D. Grace, K. Katzis, D. Pearce, and P. Mitchell, “Low-latency MAC-layer handoff for a high-altitude platform delivering broadband communications,” URSI Radio Science Bulletin, vol. 2010, no. 333, pp. 39–49, 2010.
- Q. Ren, O. Abbasi, G. Karabulut-Kurt, H. Yanikomeroglu, and J. Chen, “Handoff-aware distributed computing in high altitude platform station (HAPS)-assisted vehicular networks,” IEEE Transactions on Wireless Communications, 2023, in Press. DOI:10.1109/TWC.2023.3266344.
- Q. Ren, O. Abbasi, G. K. Kurt, H. Yanikomeroglu, and J. Chen, “Caching and computation offloading in high altitude platform station (haps) assisted intelligent transportation systems,” IEEE Transactions on Wireless Communications, 2022, in Press. DOI: 10.1109/TWC.2022.3171824.
- Q. Chen, W. Meng, S. Li, C. Li, and H. Chen, “Civil aircrafts augmented space-air-ground-integrated vehicular networks: Motivation, breakthrough, and challenges,” IEEE Internet Things J., vol. 9, no. 8, pp. 5670–5683, 2022.
- N. Kato, Z. M. Fadlullah, F. Tang, B. Mao, S. Tani, A. Okamura, and J. Liu, “Optimizing space-air-ground integrated networks by artificial intelligence,” IEEE Wirel. Commun., vol. 26, no. 4, pp. 140–147, 2019.
- Z. Zhou, J. Feng, C. Zhang, Z. Chang, Y. Zhang, and K. M. S. Huq, “SAGECELL: software-defined space-air-ground integrated moving cells,” IEEE Commun. Mag., vol. 56, no. 8, pp. 92–99, 2018.
- L. Wei, J. Shuai, Y. Liu, Y. Wang, and L. Zhang, “Service customized space-air-ground integrated network for immersive media: Architecture, key technologies, and prospects,” China Communications, vol. 19, no. 1, pp. 1–13, 2022.
- S. Alsamhi and N. Rajput, “Performance and analysis of propagation models for efficient handoff in high altitude platform system to sustain QoS,” in 2014 IEEE Students’ Conference on Electrical, Electronics and Computer Science. IEEE, 2014, pp. 1–6.
- P. He, N. Cheng, and S. Ni, “Improved LMS predictive link triggering for handover in HAPS communication system,” in WCSP. IEEE, 2016, pp. 1–5.
- P. He, N. Cheng, and J. Cui, “Handover performance analysis of cellular communication system from high altitude platform in the swing state,” in 2016 IEEE International Conference on Signal and Image Processing (ICSIP). IEEE, 2016, pp. 407–411.
- Y. Siqing, J. Xiaojun, and Q. Zhaoqun, “The effect of platform swinging on a HAPS-CDMA system,” in Proceedings of 2011 Cross Strait Quad-Regional Radio Science and Wireless Technology Conference, vol. 2. IEEE, 2011, pp. 859–862.
- Y. Albagory, “Handover analysis for yaw-shifted high-altitude platforms,” International Journal of Computer Network and Information Security, vol. 6, no. 8, p. 1, 2014.
- Y. Albagory and A. E. Abbas, “Smart cell design for high altitude platforms communication,” AEU-International Journal of Electronics and Communications, vol. 67, no. 9, pp. 780–786, 2013.
- K. Katzis and D. Grace, “Inter-high-altitude-platform handoff for communications systemswith directional antennas,” URSI Radio Science Bulletin, vol. 2010, no. 333, pp. 29–38, 2010.
- P. He, N. Cheng, S. Ni, and C. Li, “An adaptive handover scheme based on cooperative transmission from high altitude platform stations,” in 2017 IEEE 2nd Advanced Information Technology, Electronic and Automation Control Conference (IAEAC). IEEE, 2017, pp. 1306–1310.
- F. An, Y. Wang, and F. Meng, “A load balancing handoff algorithm based on RSSI and energy-aware in HAPs network,” in 2013 IEEE International Conference on Signal Processing, Communication and Computing (ICSPCC 2013). IEEE, 2013, pp. 1–6.
- B. Rouzbehani, “A fuzzy channel allocation technique in high altitude platforms for emergency telecommunications,” in 2011 IEEE 13th International Conference on Communication Technology. IEEE, 2011, pp. 901–905.
- J. Sun, G. Gui, H. Sari, H. Gacanin, and F. Adachi, “Aviation data lake: Using side information to enhance future air-ground vehicle networks,” IEEE Veh. Technol. Mag., vol. 16, no. 1, pp. 40–48, 2021.
- Y. Zhou, J. Sun, J. Yang, G. Gui, H. Gacanin, and F. Adachi, “Handover strategy based on side information in air-ground integrated vehicular networks,” IEEE Transactions on Vehicular Technology, 2022, in Press. DOI: 10.1109/TVT.2022.3188324.
- ——, “Side information-aided handover strategy for air-ground integrated vehicular networks,” in QRS Companion. IEEE, 2021, pp. 1011–1016.
- B. Zeng, Z. Zhang, X. Ding, X. Bu, and J. An, “Predictive decision and reliable accessing for UAV communication in space-air-ground integrated networks,” China Communications, vol. 19, no. 1, pp. 166–185, 2022.
- X. Ding, Z. Zhang, and D. Liu, “Low-delay secure handover for space-air-ground integrated networks,” in PIMRC. IEEE, 2020, pp. 1–6.
- S. Yao, J. Guan, Y. Wu, K. Xu, and M. Xu, “Toward secure and lightweight access authentication in SAGINs,” IEEE Wirel. Commun., vol. 27, no. 6, pp. 75–81, 2020.
- C. Lai and Z. Chen, “Group-based handover authentication for space-air-ground integrated vehicular networks,” in ICC. IEEE, 2021, pp. 1–6.
- M. He, X. Li, J. Ni, and H. Yang, “Balancing efficiency and security for network access control in space-air-ground integrated networks,” in PST. IEEE, 2021, pp. 1–10.
- L. Bariah, L. Mohjazi, H. Abumarshoud, B. Selim, M. Tatipamula, M. A. Imran, H. Haas et al., “RIS-assisted space-air-ground integrated networks: New horizons for flexible access and connectivity,” 2021, https://doi.org/10.36227/techrxiv.16643290.v1.
- H. Qu, Z. Han, J. Zhao, and Y. Shi, “Link fault recovery method based on time sequence link weight graph in space-air-ground integrated network,” in Third International Conference on Electronics and Communication; Network and Computer Technology (ECNCT 2021), vol. 12167. SPIE, 2022, pp. 428–437.
- O. Anicho, P. B. Charlesworth, G. S. Baicher, A. Nagar, and N. Buckley, “Comparative study for coordinating multiple unmanned haps for communications area coverage,” in 2019 International Conference on Unmanned Aircraft Systems (ICUAS). IEEE, 2019, pp. 467–474.
- O. Anicho, P. B. Charlesworth, G. S. Baicher, and A. Nagar, “Autonomously coordinated multi-haps communications network: Failure mitigation in volcanic incidence area coverage,” in 2019 IEEE international conference on communication, networks and satellite (Comnetsat). IEEE, 2019, pp. 79–84.
- S. Yuan, M. Peng, Y. Sun, and X. Liu, “Software defined intelligent satellite-terrestrial integrated networks: Insights and challenges,” Digital Communications and Networks, 2022, in Press. DOI: https://doi.org/10.1016/j.dcan.2022.06.009.
- Y. Ruan, Y. Li, R. Zhang, W. Cheng, and C. Liu, “Cooperative resource management for cognitive satellite-aerial-terrestrial integrated networks towards iot,” IEEE Access, vol. 8, pp. 35 759–35 769, 2020.
- S. Zhang, D. Zhu, and Y. Wang, “A survey on space-aerial-terrestrial integrated 5g networks,” Comput. Networks, vol. 174, p. 107212, 2020.
- Z. Zhang, A. Y. Xiao, Z. Ma, M. Xiao, Z. Ding, X. Lei, G. K. Karagiannidis, and P. Fan, “6g wireless networks: Vision, requirements, architecture, and key technologies,” IEEE Veh. Technol. Mag., vol. 14, no. 3, pp. 28–41, 2019.
- D. Yang, J. Liu, Y. Xia, Z. Wang, H. Ding, and S. Meng, “Research on the integrated space-air-ground communication network based on network slicing and its key technologies,” in 2020 IEEE Sustainable Power and Energy Conference (iSPEC). IEEE, 2020, pp. 2652–2657.
- J. Sheng, X. Cai, Q. Li, C. Wu, B. Ai, Y. Wang, M. Kadoch, and P. Yu, “Space-air-ground integrated network development and applications in high-speed railways: A survey,” IEEE Transactions on Intelligent Transportation Systems, 2021.
- J. Liu, Y. Shi, Z. M. Fadlullah, and N. Kato, “Space-air-ground integrated network: A survey,” IEEE Commun. Surv. Tutorials, vol. 20, no. 4, pp. 2714–2741, 2018.
- H. Guo, J. Li, J. Liu, N. Tian, and N. Kato, “A survey on space-air-ground-sea integrated network security in 6g,” IEEE Commun. Surv. Tutorials, vol. 24, no. 1, pp. 53–87, 2022.
- N. Torkzaban and J. S. Baras, “Joint satellite gateway deployment & controller placement in software-defined 5g-satellite integrated networks,” arXiv preprint arXiv:2103.08735, 2021.
- T. Hong, W. Zhao, R. Liu, and M. Kadoch, “Space-air-ground iot network and related key technologies,” IEEE Wireless Communications, vol. 27, no. 2, pp. 96–104, 2020.
- W. Zhuang, Q. Ye, F. Lyu, N. Cheng, and J. Ren, “Sdn/nfv-empowered future iov with enhanced communication, computing, and caching,” Proc. IEEE, vol. 108, no. 2, pp. 274–291, 2020.
- H. Wu, J. Chen, C. Zhou, W. Shi, N. Cheng, W. Xu, W. Zhuang, and X. S. Shen, “Resource management in space-air-ground integrated vehicular networks: SDN control and AI algorithm design,” IEEE Wirel. Commun., vol. 27, no. 6, pp. 52–60, 2020.
- J. Li, W. Shi, H. Wu, S. Zhang, and X. Shen, “Cost-aware dynamic SFC mapping and scheduling in sdn/nfv-enabled space-air-ground-integrated networks for internet of vehicles,” IEEE Internet Things J., vol. 9, no. 8, pp. 5824–5838, 2022.
- J. Qiu, D. Grace, G. Ding, M. D. Zakaria, and Q. Wu, “Air-ground heterogeneous networks for 5g and beyond via integrating high and low altitude platforms,” IEEE Wireless Communications, vol. 26, no. 6, pp. 140–148, 2019.
- H. Qu, X. Xu, J. Zhao, and P. Yue, “An sdn-based space-air-ground integrated network architecture and controller deployment strategy,” in 2020 IEEE 3rd International Conference on Computer and Communication Engineering Technology (CCET). IEEE, 2020, pp. 138–142.
- Q. Chaudhari, “What is the difference between analog, digital and hybrid beamforming?” https://wirelesspi.com/what-is-the-difference-between-analog-digital-and-hybrid-beamforming/, Mar. 17, 2023.
- K. Hoshino, S. Sudo, and Y. Ohta, “A study on antenna beamforming method considering movement of solar plane in HAPS system,” in 90th IEEE Vehicular Technology Conference, VTC Fall 2019, Honolulu, HI, USA, September 22-25, 2019. IEEE, 2019, pp. 1–5. [Online]. Available: https://doi.org/10.1109/VTCFall.2019.8891546
- D. Na, K. Park, Y. Ko, and M. Alouini, “Beamforming and band allocation for satellite and high-altitude platforms cognitive systems,” IEEE Wirel. Commun. Lett., vol. 11, no. 11, pp. 2330–2334, 2022. [Online]. Available: https://doi.org/10.1109/LWC.2022.3202641
- Z. Lian, L. Jiang, C. He, and D. He, “User grouping and beamforming for HAP massive MIMO systems based on statistical-eigenmode,” IEEE Wirel. Commun. Lett., vol. 8, no. 3, pp. 961–964, 2019.
- I. Zakia, S. Tjondronegoro, Iskandar, and A. Kurniawan, “Performance comparisons of adaptive MVDR and received LS beamforming on the downlink time varying channel of HAP system,” in 19th Asia-Pacific Conference on Communications, APCC 2013, Denpasar, Indonesia, August 29-31, 2013. IEEE, 2013, pp. 709–713. [Online]. Available: https://doi.org/10.1109/APCC.2013.6766041
- R. Miura, T. Matsuda, F. Ono, T. Matsumura, J. Suzuki, and T. Takamori, “A study on spectrum sharing for the user and feeder links of command and telemetry communications for uavs using a high altitude relay system,” in 24th International Symposium on Wireless Personal Multimedia Communications, WPMC 2021, Okayama, Japan, December 14-16, 2021. IEEE, 2021, pp. 1–5. [Online]. Available: https://doi.org/10.1109/WPMC52694.2021.9700440
- M. Ouchi, T. Kimura, and Y. Chinda, “Study on full digital beamforming for HAPS backhaul system with base station on-board using 38 ghz band frequency,” in 24th International Symposium on Wireless Personal Multimedia Communications, WPMC 2021, Okayama, Japan, December 14-16, 2021. IEEE, 2021, pp. 1–6. [Online]. Available: https://doi.org/10.1109/WPMC52694.2021.9700444
- J. Tong, Y. Lu, D. Zhang, G. Cui, and W. Wang, “Max-min analog beamforming for high altitude platforms communication systems,” in ICCC. IEEE, 2018, pp. 872–876.
- K. Matsuura and Y. Ohta, “Basic experimental evaluation of feeder link transceiver in HAPS system,” in 97th IEEE Vehicular Technology Conference, VTC Spring 2023, Florence, Italy, June 20-23, 2023. IEEE, 2023, pp. 1–5. [Online]. Available: https://doi.org/10.1109/VTC2023-Spring57618.2023.10201115
- Y. Shibata, W. Takabatake, K. Hoshino, A. Nagate, and T. Ohtsuki, “HAPS cell design method for coexistence on terrestrial mobile networks,” in 97th IEEE Vehicular Technology Conference, VTC Spring 2023, Florence, Italy, June 20-23, 2023. IEEE, 2023, pp. 1–6. [Online]. Available: https://doi.org/10.1109/VTC2023-Spring57618.2023.10200841
- Q. Xi, Z. Lian, C. He, L. Jiang, Q. Shi, and J. Ding, “User equipment beamforming for massive MIMO based stratospheric communications,” in 2017 IEEE Global Communications Conference, GLOBECOM 2017, Singapore, December 4-8, 2017. IEEE, 2017, pp. 1–6. [Online]. Available: https://doi.org/10.1109/GLOCOM.2017.8255106
- P. Ji, L. Jiang, C. He, and D. He, “Hybrid precoding for HAP massive MIMO systems,” in Space Information Networks - 4th International Conference, SINC 2019, Wuzhen, China, September 19-20, 2019, Revised Selected Papers, ser. Communications in Computer and Information Science, Q. Yu, Ed., vol. 1169. Springer, 2019, pp. 255–263. [Online]. Available: https://doi.org/10.1007/978-981-15-3442-3\_21
- J. Zhang, L. Jiang, P. Ji, C. He, D. He, and W. Wu, “SLNR based hybrid precoding for HAP massive MIMO systems with limited RF chains,” in IEEE International Symposium on Circuits and Systems, ISCAS 2020, Sevilla, Spain, October 10-21, 2020. IEEE, 2020, pp. 1–5. [Online]. Available: https://doi.org/10.1109/ISCAS45731.2020.9180891
- S.-U. Hassan, T. M. Mir, S. Alamri, N. A. Khan, and U. Mir, “Machine learning-inspired hybrid precoding for hap massive mimo systems with limited rf chains,” Electronics, vol. 12, no. 893, pp. 1–14, 2023.
- K. Tashiro, K. Hoshino, and A. Nagate, “Interference reduction between hapss using subarray grouping and nullforming techniques for cylindrical massive MIMO systems,” in 97th IEEE Vehicular Technology Conference, VTC Spring 2023, Florence, Italy, June 20-23, 2023. IEEE, 2023, pp. 1–5. [Online]. Available: https://doi.org/10.1109/VTC2023-Spring57618.2023.10199655
- C. Huang, G. C. Alexandropoulos, A. Zappone, M. Debbah, and C. Yuen, “Energy efficient multi-user miso communication using low resolution large intelligent surfaces,” 2018 IEEE Globecom Workshops (GC Wkshps), pp. 1–6, 2018.
- M. D. Renzo, K. Ntontin, J. Song, F. H. Danufane, X. Qian, F. I. Lazarakis, J. de Rosny, D.-T. Phan-Huy, O. Simeone, R. Zhang, M. Debbah, G. Lerosey, M. Fink, S. A. Tretyakov, and S. Shamai, “Reconfigurable intelligent surfaces vs. relaying: Differences, similarities, and performance comparison,” IEEE Open Journal of the Communications Society, vol. 1, pp. 798–807, 2019.
- S. Alfattani, A. Yadav, H. Yanikomeroglu, and A. Yongaçoglu, “Resource-efficient HAPS-RIS enabled beyond-cell communications,” IEEE Wirel. Commun. Lett., vol. 12, no. 4, pp. 679–683, 2023. [Online]. Available: https://doi.org/10.1109/LWC.2023.3239210
- S. Alfattani, W. Jaafar, H. Yanikomeroglu, and A. Yongaçoglu, “Multimode high-altitude platform stations for next-generation wireless networks: Selection mechanism, benefits, and potential challenges,” IEEE Veh. Technol. Mag., vol. 18, no. 3, pp. 20–28, 2023. [Online]. Available: https://doi.org/10.1109/MVT.2023.3289630
- W. Tang, M. Z. Chen, X. Chen, J. Y. Dai, Y. Han, M. D. Renzo, Y. Zeng, S. Jin, Q. Cheng, and T. jun Cui, “Wireless communications with reconfigurable intelligent surface: Path loss modeling and experimental measurement,” IEEE Transactions on Wireless Communications, vol. 20, pp. 421–439, 2019.
- C. Xu, J. An, T. Bai, L. Xiang, S. Sugiura, R. G. Maunder, L.-L. Yang, and L. Hanzo, “Reconfigurable intelligent surface assisted multi-carrier wireless systems for doubly selective high-mobility ricean channels,” IEEE Transactions on Vehicular Technology, 2022, in Press. DOI: 10.1109/TVT.2022.3147859.
- A. Azizi and A. Farhang, “RIS meets aerodynamic HAPS: A multi-objective optimization approach,” IEEE Wireless Communications Letters, 2023, in Press. DOI:10.1109/lwc.2023.3296023.
- K. Tekbiyik, G. Karabulut-Kurt, C. Huang, A. R. Ekti, and H. Yanikomeroglu, “Channel estimation for full-duplex ris-assisted HAPS backhauling with graph attention networks,” in ICC. IEEE, 2021, pp. 1–6.
- G. Iacovelli, A. Coluccia, and L. A. Grieco, “Channel gain lower bound for irs-assisted uav-aided communications,” IEEE Commun. Lett., vol. 25, no. 12, pp. 3805–3809, 2021.
- P. Chen, Z. Chen, B. Zheng, and X. Wang, “Efficient DOA estimation method for reconfigurable intelligent surfaces aided UAV swarm,” IEEE Trans. Signal Process., vol. 70, pp. 743–755, 2022.
- Y. Li, C. Yin, T. Do-Duy, A. Masaracchia, and T. Q. Duong, “Aerial reconfigurable intelligent surface-enabled URLLC UAV systems,” IEEE Access, vol. 9, pp. 140 248–140 257, 2021.
- S. Jiao, F. Fang, X. Zhou, and H. Zhang, “Joint beamforming and phase shift design in downlink UAV networks with irs-assisted NOMA,” J. Commun. Inf. Networks, vol. 5, no. 2, pp. 138–149, 2020.
- L. Ge, H. Zhang, and J. Wang, “Joint placement and beamforming design in multi-uav-irs assisted multiuser communication,” in GLOBECOM. IEEE, 2021, pp. 1–6.
- M. T. Mamaghani and Y. Hong, “Aerial intelligent reflecting surface enabled terahertz covert communications in beyond-5G Internet of Things,” IEEE Internet of Things Journal, 2021, in Press. DOI: 10.1109/JIOT.2022.3163396.
- Y. Yu, X. Liu, and V. C. Leung, “Fair downlink communications for ris-uav enabled mobile vehicles,” IEEE Wireless Communications Letters, 2022, in Press. DOI: 10.1109/LWC.2022.3154822.
- Q. Ai, X. Qiao, Y. Liao, and Q. Yu, “Joint optimization of usvs communication and computation resource in irs-aided wireless inland ship mec networks,” IEEE Transactions on Green Communications and Networking, 2021, in Press. DOI: 10.1109/TGCN.2021.3135530.
- J. Xu, X. Kang, R. Zhang, and Y. Liang, “Joint power and trajectory optimization for irs-aided master-auxiliary-uav-powered iot networks,” in GLOBECOM. IEEE, 2021, pp. 1–6.
- H. Long, M. Chen, Z. Yang, Z. Li, B. Wang, Y. Xu, and M. Shikh-Bahaei, “Joint trajectory and passive beamforming design for secure UAV networks with RIS,” in GLOBECOM (Workshops). IEEE, 2020, pp. 1–6.
- A. Khalili, E. M. Monfared, S. Zargari, M. R. Javan, N. M. Yamchi, and E. A. Jorswieck, “Resource management for transmit power minimization in uav-assisted RIS hetnets supported by dual connectivity,” IEEE Trans. Wirel. Commun., vol. 21, no. 3, pp. 1806–1822, 2022.
- K. Yu, X. Yu, and J. Cai, “Uavs assisted intelligent reflecting surfaces SWIPT system with statistical CSI,” IEEE J. Sel. Top. Signal Process., vol. 15, no. 5, pp. 1095–1109, 2021.
- S. Solanki, S. Gautam, S. K. Sharma, and S. Chatzinotas, “Ambient backscatter assisted co-existence in aerial-IRS wireless networks,” IEEE Open Journal of the Communications Society, 2022, in press. DOI: 10.1109/OJCOMS.2022.3163574.
- M. A. Al-Jarrah, E. Alsusa, A. Al-Dweik, and D. K. C. So, “Capacity analysis of irs-based UAV communications with imperfect phase compensation,” IEEE Wirel. Commun. Lett., vol. 10, no. 7, pp. 1479–1483, 2021.
- A. Mahmoud, S. Muhaidat, P. C. Sofotasios, I. Y. Abualhaol, O. A. Dobre, and H. Yanikomeroglu, “Intelligent reflecting surfaces assisted UAV communications for iot networks: Performance analysis,” IEEE Trans. Green Commun. Netw., vol. 5, no. 3, pp. 1029–1040, 2021.
- S. Alfattani, W. Jaafar, Y. Hmamouche, H. Yanikomeroglu, and A. Yongaçoglu, “Link budget analysis for reconfigurable smart surfaces in aerial platforms,” IEEE Open J. Commun. Soc., vol. 2, pp. 1980–1995, 2021.
- M. A. Al-Jarrah, A. Al-Dweik, E. Alsusa, Y. Iraqi, and M. Alouini, “On the performance of irs-assisted multi-layer UAV communications with imperfect phase compensation,” IEEE Trans. Commun., vol. 69, no. 12, pp. 8551–8568, 2021.
- W. Wang, H. Tian, and W. Ni, “Secrecy performance analysis of irs-aided UAV relay system,” IEEE Wirel. Commun. Lett., vol. 10, no. 12, pp. 2693–2697, 2021.
- D. Zhou, M. Sheng, J. Li, and Z. Han, “Aerospace integrated networks innovation for empowering 6g: A survey and future challenges,” IEEE Commun. Surv. Tutorials, vol. 25, no. 2, pp. 975–1019, 2023.
- A. B. H. Tacuri and A. Tamo, “Probabilistic model for the interference analysis from FWA-TDMA systems into HAPS,” in TSP. IEEE, 2019, pp. 286–289.
- D. Hidayat et al., “Pilot-based estimation for SC-FDMA LTE in high altitude platforms (HAPS) channel,” in 2015 9th International Conference on Telecommunication Systems Services and Applications (TSSA). IEEE, 2015, pp. 1–5.
- A. Kurniawan, M. Ernawan et al., “Closed loop power control with space diversity to improve performance of low elevation angle users in HAPs-CDMA communication channel,” in 2014 8th International Conference on Telecommunication Systems Services and Applications (TSSA). IEEE, 2014, pp. 1–5.
- B. T. Ahmed and E. R. García, “WCDMA uplink capacity of high-altitude platforms (haps) macrocells with incorporated HSUPA service,” Ann. des Télécommunications, vol. 68, no. 9-10, pp. 569–578, 2013.
- S. Liu, H. Dahrouj, and M.-S. Alouini, “Joint user association and beamforming in integrated satellite-HAPS-ground networks,” arXiv preprint arXiv:2204.13257, 2022.
- S. Xu, J. Liu, T. K. Rodrigues, and N. Kato, “Robust multiuser beamforming for irs-enhanced near-space downlink communications coexisting with satellite system,” IEEE Internet Things J., vol. 9, no. 16, pp. 14 900–14 912, 2022.
- Y. He, D. Wang, F. Huang, X. Tang, and R. Zhang, “Relay deployment and network optimization for noma-enabled double-layer airborne access vehicular ad hoc networks,” in ICCC. IEEE, 2021, pp. 1155–1160.
- D. Wang, Y. He, K. Yu, G. Srivastava, L. Nie, and R. Zhang, “Delay-sensitive secure NOMA transmission for hierarchical HAP-LAP medical-care iot networks,” IEEE Trans. Ind. Informatics, vol. 18, no. 8, pp. 5561–5572, 2022.
- P. Qin, Y. Zhu, X. Zhao, X. Feng, J. Liu, and Z. Zhou, “Joint 3d-location planning and resource allocation for xaps-enabled C-NOMA in 6g heterogeneous internet of things,” IEEE Trans. Veh. Technol., vol. 70, no. 10, pp. 10 594–10 609, 2021.
- H. Shuai, K. Guo, K. An, Y. Huang, and S. Zhu, “Transmit antenna selection in noma-based integrated satellite-hap-terrestrial networks with imperfect CSI and SIC,” IEEE Wirel. Commun. Lett., vol. 11, no. 8, pp. 1565–1569, 2022.
- I. Cumali, B. Özbek, G. K. Kurt, and H. Yanikomeroglu, “User selection and codebook design for NOMA-based high altitude platform station (HAPS) communications,” IEEE Trans. Veh. Technol., vol. 72, no. 3, pp. 3636–3646, 2023. [Online]. Available: https://doi.org/10.1109/TVT.2022.3220647
- S. Javed, M.-S. Alouini, and Z. Ding, “An interdisciplinary approach to optimal communication and flight operation of high-altitude long-endurance platforms,” IEEE Transactions on Aerospace and Electronic Systems, 2023, in Press. DOI: 10.1109/TAES.2023.3304615.
- K. Guo, H. Shuai, X. Li, L. Yang, T. A. Tsiftsis, A. Nallanathan, and M. Wu, “Two-way satellite-HAP-terrestrial networks with non-orthogonal multiple access,” IEEE Transactions on Vehicular Technology, 2023, in Press. DOI:10.1109/tvt.2023.3307457.
- P. Qin, X. Wu, Z. Cai, X. Zhao, Y. Fu, M. Wang, and S. Geng, “Joint trajectory plan and resource allocation for UAV-enabled C-NOMA in air-ground integrated 6G heterogeneous network,” IEEE Transactions on Network Science and Engineering, 2023, in Press. DOI:10.1109/tnse.2023.3261278.
- Y. Ruan, Y. Zhang, Y. Li, R. Zhang, and R. Hang, “An adaptive channel division MAC protocol for high dynamic UAV networks,” IEEE Sensors Journal, vol. 20, pp. 9528–9539, 2020.
- Jyoti, R. S. Batth, and S. Vashisht, “A survey of medium access control protocols for unmanned aerial vehicle (uav) networks.”
- S. Vashisht, S. Jain, and G. S. Aujla, “MAC protocols for unmanned aerial vehicle ecosystems: Review and challenges,” Comput. Commun., vol. 160, pp. 443–463, 2020.
- A. I. Hentati and L. C. Fourati, “Comprehensive survey of uavs communication networks,” Comput. Stand. Interfaces, vol. 72, p. 103451, 2020.
- S. Khisa and S. Moh, “Medium access control protocols for the internet of things based on unmanned aerial vehicles: A comparative survey,” Sensors, vol. 20, no. 19, p. 5586, 2020.
- S. Poudel and S. Moh, “Medium access control protocols for unmanned aerial vehicle-aided wireless sensor networks: A survey,” IEEE Access, vol. 7, pp. 65 728–65 744, 2019.
- M. N. Bashir and K. M. Yusof, “Green mesh network of uavs: a survey of energy efficient protocols across physical, data link and network layers,” in 2019 4th MEC International Conference on Big Data and Smart City (ICBDSC). IEEE, 2019, pp. 1–6.
- D. S. Lakew, U. Sa’ad, N. Dao, W. Na, and S. Cho, “Routing in flying ad hoc networks: A comprehensive survey,” IEEE Commun. Surv. Tutorials, vol. 22, no. 2, pp. 1071–1120, 2020.
- S. Wang, C. Fan, C. Deng, W. Gu, Q. Sun, and F. Yang, “A-GR: A novel geographical routing protocol for aanets,” J. Syst. Archit., vol. 59, no. 10-B, pp. 931–937, 2013.
- W. Qi, Q. Song, X. Kong, and L. Guo, “A traffic-differentiated routing algorithm in flying ad hoc sensor networks with SDN cluster controllers,” J. Frankl. Inst., vol. 356, no. 2, pp. 766–790, 2019.
- Y. Shi, Y. Cao, J. Liu, and N. Kato, “A cross-domain SDN architecture for multi-layered space-terrestrial integrated networks,” IEEE Netw., vol. 33, no. 1, pp. 29–35, 2018.
- W. Qi, W. Hou, L. Guo, Q. Song, and A. Jamalipour, “A unified routing framework for integrated space/air information networks,” IEEE Access, vol. 4, pp. 7084–7103, 2016.
- G. Wang, S. Zhou, S. Zhang, Z. Niu, and X. Shen, “Sfc-based service provisioning for reconfigurable space-air-ground integrated networks,” IEEE J. Sel. Areas Commun., vol. 38, no. 7, pp. 1478–1489, 2020.
- S. Gu, Q. Zhang, and W. Xiang, “Coded storage-and-computation: A new paradigm to enhancing intelligent services in space-air-ground integrated networks,” IEEE Wirel. Commun., vol. 27, no. 6, pp. 44–51, 2020.
- K. Lee, M. Lam, R. Pedarsani, D. S. Papailiopoulos, and K. Ramchandran, “Speeding up distributed machine learning using codes,” IEEE Trans. Inf. Theory, vol. 64, no. 3, pp. 1514–1529, 2018.
- X. Shi, P. Ren, and Q. Du, “Reinforcement learning routing in space-air-ground integrated networks,” in WCSP. IEEE, 2021, pp. 1–6.
- R. Zheng, J. Zhang, and Q. Yang, “An aco-based cross-layer routing algorithm in space-air-ground integrated networks,” Peer-to-Peer Netw. Appl., vol. 14, no. 5, pp. 3372–3387, 2021.
- S. Wang, L. Sun, F. Xiao, X. Ye, and R. Wang, “A new TCP design for satellite-hap networks,” in CWSN, ser. Communications in Computer and Information Science, vol. 334. Springer, 2012, pp. 467–477.
- J. Li, E. Gong, Z. Sun, L. Wei, and H. Xie, “Aeromtp: A fountain code-based multipath transport protocol for airborne networks,” Chinese Journal of Aeronautics, vol. 28, pp. 1147–1162, 2015.
- W. Weiqiang, Z. Qinyu, and H. Siyao, “Optimization of TCP for HAPs network,” in 2011 First International Conference on Instrumentation, Measurement, Computer, Communication and Control. IEEE, 2011, pp. 666–669.
- C. Guo, C. Gong, H. Xu, L. Zhang, and Z. Han, “A dynamic handover software-defined transmission control scheme in space-air-ground integrated networks,” IEEE Trans. Wirel. Commun., vol. 21, no. 8, pp. 6110–6124, 2022.
- H. Pan, H. Yao, T. Mai, N. Zhang, and Y. Liu, “Scalable traffic control using programmable data planes in a space information network,” IEEE Netw., vol. 35, no. 4, pp. 35–41, 2021.
- X. Cao, B. Yang, C. Yuen, and Z. Han, “Hap-reserved communications in space-air-ground integrated networks,” IEEE Trans. Veh. Technol., vol. 70, no. 8, pp. 8286–8291, 2021.
- Z. Zhang, L. Li, X. Liu, W. Liang, and Z. Han, “Matching-based resource allocation and distributed power control using mean field game in the noma-based uav networks,” in 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC). IEEE, 2018, pp. 420–426.