Autors: Evgenieva E., Vlahov, A. G., Ivanov, A. S., Poulkov, V. K., Manolova, A. H.
Title: A Comprehensive Survey of 6G Simulators: Comparison, Integration, and Future Directions
Keywords: emulators, fifth generation, link-level, network-level, simulators, sixth generation, system-level

Abstract: Modern wireless networks are rapidly advancing through research into novel applications that push the boundaries of information and communication systems to satisfy the increasing user demand. To facilitate this process, the development of communication network simulators is necessary due to the high cost and difficulty of real-world testing, with many new simulation tools having emerged in recent years. This paper surveys the latest developments in simulators that support Sixth-Generation (6G) technologies, which aim to surpass the current wireless standards by delivering Artificial Intelligence (AI) empowered networks with ultra-low latency, terabit-per-second data rates, high mobility, and extended reality. Novel features such as Reconfigurable Intelligent Surfaces (RISs), Open Radio Access Network (O-RAN), and Integrated Space–Terrestrial Networks (ISTNs) need to be integrated into the simulation environment. The reviewed simulators and emulators are classified into general-purpose and specialized according to their type of link-level, system-level, and network-level categories. They are then compared based on scalability, computational efficiency, and 6G-specific technological considerations, with specific emphasis on open-source solutions as they are growing in prominence. The study highlights the strengths and limitations of the reviewed simulators, as well as the use cases in which they are applied, offering insights into their suitability for 6G system design. Based on the review, the challenges and future directions for simulators’ development are described, aiming to facilitate the accurate and effective modeling of future communication networks.

References

  1. Chowdhury M.Z. Shahjalal M. Ahmed S. Jang Y.M. 6G Wireless Communication Systems: Applications, Requirements, Technologies, Challenges, and Research Directions IEEE Open J. Commun. Soc. 2020 1 957 975 10.1109/OJCOMS.2020.3010270
  2. Jiang W. Luo F.L. 6G Key Technologies: A Comprehensive Guide Wiley-IEEE Press Hoboken, NJ, USA 2022 10.1002/9781119847502
  3. ITU-R Working Party 5D. Framework and overall objectives of the future development of IMT for 2030 and beyond, 2023 Presented at the ITU-D SG2 Q3/2 Workshop on 5G Cybersecurity Geneva, Switzerland 26 September 2023 26 September
  4. 3GPP. Summary for RAN Rel-18 package. Technical Report RP-213468, 3GPP. Presented at 3GPP RAN#94-e, December 2021. 2021 Available online: https://www.3gpp.org/ftp/tsg_ran/TSG_RAN/TSGR_94e/Docs/RP-213469.zip (accessed on 30 July 2025)
  5. Huo Y. Lin X. Di B. Zhang H. Hernando F.J.L. Tan A.S. Mumtaz S. Demir Ö.T. Chen-Hu K. Technology Trends for Massive MIMO towards 6G Sensors 2023 23 6062 10.3390/s23136062 37447911
  6. Zhao J. A survey of intelligent reflecting surfaces (IRSs): Towards 6G wireless communication networks arXiv 2019 10.48550/arXiv.1907.04789 1907.04789
  7. Liu Y. Zhang S. Mu X. Ding Z. Schober R. Al-Dhahir N. Hossain E. Shen X. Evolution of NOMA toward next generation multiple access (NGMA) for 6G IEEE J. Sel. Areas Commun. 2022 40 1037 1071 10.1109/JSAC.2022.3145234
  8. Manalastas M. bin Farooq M.U. Zaidi S.M.A. Imran A. Toward the development of 6g system level simulators: Addressing the computational complexity challenge IEEE Wirel. Commun. 2023 30 160 168 10.1109/MWC.013.2200409
  9. Ammar S. Lau C.P. Shihada B. An in-depth survey on virtualization technologies in 6g integrated terrestrial and non-terrestrial networks IEEE Open J. Commun. Soc. 2024 5 3690 3734 10.1109/OJCOMS.2024.3414622
  10. Hoydis J. Aït Aoudia F. Cammerer S. Nimier-David M. Binder N. Marcus G. Keller A. Sionna RT: Differentiable ray tracing for radio propagation modeling Proceedings of the 2023 IEEE Globecom Workshops (GC Wkshps) Kuala Lumpur, Malaysia 4–8 December 2023 317 321
  11. Campanile L. Gribaudo M. Iacono M. Marulli F. Mastroianni M. Computer network simulation with ns-3: A systematic literature review Electronics 2020 9 272 10.3390/electronics9020272
  12. Tarboush S. Sarieddeen H. Chen H. Loukil M.H. Jemaa H. Alouini M.S. Al-Naffouri T.Y. TeraMIMO: A channel simulator for wideband ultra-massive MIMO terahertz communications IEEE Trans. Veh. Technol. 2021 70 12325 12341 10.1109/TVT.2021.3123131
  13. Choi H. Oh J. Chung J. Alexandropoulos G.C. Choi J. WiThRay: A versatile ray-tracing simulator for smart wireless environments IEEE Access 2023 11 56822 56845 10.1109/ACCESS.2023.3283610
  14. Page M.J. McKenzie J.E. Bossuyt P.M. Boutron I. Hoffmann T.C. Mulrow C.D. Shamseer L. Tetzlaff J.M. Akl E.A. Brennan S.E. et al. The PRISMA 2020 statement: An updated guideline for reporting systematic reviews BMJ 2021 372 10.1136/bmj.n71
  15. Bouras C. Gkamas A. Diles G. Andreas Z. A comparative study of 4G and 5G network simulators Int. J. Adv. Netw. Serv. 2020 13 11 20
  16. Gkonis P.K. Trakadas P.T. Kaklamani D.I. A comprehensive study on simulation techniques for 5g networks: State of the art results, analysis, and future challenges Electronics 2020 9 468 10.3390/electronics9030468
  17. Zhang J. Lin J. Tang P. Zhang Y. Xu H. Gao T. Miao H. Chai Z. Zhou Z. Li Y. et al. Channel measurement, modeling, and simulation for 6G: A survey and tutorial arXiv 2023 2305.16616
  18. Boeira C. Hasan A. Papry K. Ju Y. Zhu Z. Haque I. A calibrated and automated simulator for innovations in 5g arXiv 2024 10.48550/arXiv.2404.10643 2404.10643
  19. Shafie A. Yang N. Han C. Jornet J.M. Juntti M. Kürner T. Terahertz Communications for 6G and Beyond Wireless Networks: Challenges, Key Advancements, and Opportunities IEEE Netw. 2022 36 94 101 10.1109/MNET.118.2200057
  20. Arai S. Kinoshita M. Yamazato T. Optical wireless communication: A candidate 6G technology? IEICE Trans. Fundam. Electron. Commun. Comput. Sci. 2021 104 227 234 10.1587/transfun.2020WBI0001
  21. Zhang R. Cui Y. Claussen H. Haas H. Hanzo L. Anticipatory association for indoor visible light communications: Light, follow me! IEEE Trans. Wirel. Commun. 2018 17 2499 2510 10.1109/TWC.2018.2797182
  22. Cui M. Wu Z. Lu Y. Wei X. Dai L. Near-field MIMO communications for 6G: Fundamentals, challenges, potentials, and future directions IEEE Commun. Mag. 2022 61 40 46 10.1109/MCOM.004.2200136
  23. Deng R. Zhang Y. Zhang H. Di B. Zhang H. Song L. Reconfigurable holographic surface: A new paradigm to implement holographic radio IEEE Veh. Technol. Mag. 2023 18 20 28 10.1109/MVT.2022.3233157
  24. Zhu J. Gu Z. Ma Q. Dai L. Cui T.J. Holography inspired self-controlled reconfigurable intelligent surface arXiv 2024 10.48550/arXiv.2403.16062 2403.16062
  25. Aboumahmoud I. Hossain E. Mezghani A. Resource Management in RIS-Assisted Rate Splitting Multiple Access for Next Generation (xG) Wireless Communications: Models, State-of-the-Art, and Future Directions IEEE Commun. Surv. Tutor. 2024 27 1618 1655 10.1109/COMST.2024.3471453
  26. Polese M. Bonati L. D’oro S. Basagni S. Melodia T. Understanding O-RAN: Architecture, interfaces, algorithms, security, and research challenges IEEE Commun. Surv. Tutor. 2023 25 1376 1411 10.1109/COMST.2023.3239220
  27. 3GPP Summary for RAN Rel-19 Package: RAN1/2/3-led Technical Report RP-232745 3GPP Sophia Antipolis, France 2023
  28. 3GPP RAN Chair’s Summary of Rel-19 Workshop Technical Report RWS230488 3GPP Sophia Antipolis, France 2023
  29. 3GPP. Study Report on 7–24 GHz Channel Model for NR. Technical Report RP-234018, 3GPP. Draft Document from TSG-RAN Working Group 1 (RAN1) 117th Meeting Inbox. 2024 Available online: https://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_117/Inbox/drafts/9.8(FS_NR_7_24GHz_CHmod)/RP-240xxx%20SR%207-24%20channel%20model.docx (accessed on 30 July 2025)
  30. Pagin M. Lagén S. Bojovic B. Polese M. Zorzi M. Improving the Efficiency of MIMO Simulations in ns-3 Proceedings of the 2023 Workshop on ns-3 Washington, DC, USA 28–29 June 2023 1 9
  31. Varga A. A practical introduction to the OMNeT++ simulation framework Recent Advances in Network Simulation: The OMNeT++ Environment and Its Ecosystem Springer Berlin/Heidelberg, Germany 2019 3 51
  32. Hossain Z. Xia Q. Jornet J.M. TeraSim: An ns-3 extension to simulate terahertz-band communication networks Softw. Impacts 2019 1 100004 10.1016/j.simpa.2019.100004
  33. Lacava A. Bordin M. Polese M. Sivaraj R. Zugno T. Cuomo F. Melodia T. ns-o-ran: Simulating o-ran 5g systems in ns-3 Proceedings of the 2023 Workshop on ns-3 Washington, DC, USA 28–29 June 2023 35 44
  34. Drago M. Zugno T. Mason F. Giordani M. Boban M. Zorzi M. Artificial intelligence in vehicular wireless networks: A case study using ns-3 Proceedings of the 2022 Workshop on ns-3 Virtual Event 20–23 June 2022 112 119
  35. Sandri M. Pagin M. Giordani M. Zorzi M. Implementation of a channel model for non-terrestrial networks in ns-3 Proceedings of the 2023 Workshop on ns-3 Washington, DC, USA 28–29 June 2023 28 34
  36. Pratschner S. Tahir B. Marijanovic L. Mussbah M. Kirev K. Nissel R. Schwarz S. Rupp M. Versatile Mobile Communications Simulation: The Vienna 5G Link Level Simulator EURASIP J. Wirel. Commun. Netw. 2018 2018 226 10.1186/s13638-018-1239-6
  37. Jia X. Liu P. Qi W. Liu S. Huang Y. Zheng W. Pan M. You X. Link-level simulator for 5G localization IEEE Trans. Wirel. Commun. 2023 22 5198 5213 10.1109/TWC.2022.3232379
  38. Ghosh S. Busari S.A. Dagiuklas T. Iqbal M. Mumtaz R. González J. Stavrou S. Kanaris L. SDN-Sim: Integrating a system-level simulator with a software defined network IEEE Commun. Stand. Mag. 2020 4 18 25 10.1109/MCOMSTD.001.1900035
  39. Hu W. Ohsita Y. Shimonishi H. Digital Twin-Enhanced Framework for TCP Throughput Map Construction in Dynamic IoV Proceedings of the 2025 28th Conference on Innovation in Clouds, Internet and Networks (ICIN) Paris, France 11–14 March 2025 156 160
  40. Shamim Akhter M. Ahsan N. Quaderi S. Al Forhad M. Sumit S. Rahman M. A SUMO based simulation framework for intelligent traffic management system J. Traffic Logist. Eng. 2020 8 1 5 10.18178/jtle.8.1.1-5
  41. Cislaghi V. Quadri C. Mancuso V. Marsan M.A. Simulation of tele-operated driving over 5g using carla and omnet++ Proceedings of the 2023 IEEE Vehicular Networking Conference (VNC) Istanbul, Türkiye 26–28 April 2023 81 88
  42. Malik S. Khan M.A. El-Sayed H. Carla: Car learning to act—An inside out Procedia Comput. Sci. 2022 198 742 749 10.1016/j.procs.2021.12.316
  43. Hasan M. Dahshan H. Abdelwanees E. Elmoghazy A. SDN mininet emulator benchmarking and result analysis Proceedings of the 2020 2nd Novel Intelligent and Leading Emerging Sciences Conference (NILES) Giza, Egypt 24–26 October 2020 355 360
  44. Joseph K. Eyobu O.S. Kasyoka P. Oyana T.J. A link fabrication attack mitigation approach (LiFAMA) for software defined networks Electronics 2022 11 1581 10.3390/electronics11101581
  45. Fawaz H. Houidi O. Zeghlache D. Lesca J. Quang P.T.A. Leguay J. Medagliani P. Graph convolutional reinforcement learning for load balancing and smart queuing Proceedings of the 2023 IFIP Networking Conference (IFIP Networking) Barcelona, Spain 12–15 June 2023 1 9
  46. Singh R. Soler J. Sylla T. Mendiboure L. Berbineau M. Coexistence of railway and road services by sharing telecommunication infrastructure using sdn-based slicing: A tutorial Network 2022 2 670 706 10.3390/network2040038
  47. Su R. Dai L. Ng D.W.K. Wideband precoding for RIS-aided THz communications IEEE Trans. Commun. 2023 71 3592 3604 10.1109/TCOMM.2023.3263230
  48. Kosasih A. Demir Ö.T. Kolomvakis N. Björnson E. Spatial Frequencies and Degrees of Freedom: Their roles in near-field communications IEEE Signal Process. Mag. 2025 42 33 44 10.1109/MSP.2024.3511922
  49. 3GPP. Study on Channel Model for Frequencies from 0.5 to 100 GHz V16.1.0. Technical Report TR 38.901, 3GPP. 2020 Available online: https://www.3gpp.org/ftp/Specs/archive/38_series/38.901/ (accessed on 30 July 2025)
  50. 3GPP. Solutions for NR to Support Non-Terrestrial Networks (NTN). Technical Report TR 38.821, 3GPP Technical Specification Group Radio Access Network. 2019 Available online: https://www.3gpp.org/ftp/Specs/archive/38_series/38.821/ (accessed on 30 July 2025)
  51. MathWorks. 6G Exploration Library. 2024 Available online: https://www.mathworks.com/help/5g/6g-exploration-library.html (accessed on 21 May 2025)
  52. Cao G. Gradoni G. Peng Z. Photon Splatting: A Physics-Guided Neural Surrogate for Real-Time Wireless Channel Prediction arXiv 2025 2507.04595
  53. Ltaief F. Lozenguez G. Savard A. Fabresse L. Toward Robot-based Validation of Simulated 5G Coverage Maps in an Industrial Context HAL 2025 preprint
  54. Beyraghi S. Interdonato G. Geraci G. Buzzi S. Lozano A. Evaluating the Performance of Reconfigurable Intelligent Base Stations through Ray Tracing arXiv 2025 10.48550/arXiv.2507.08611 2507.08611
  55. Poddar H. Ju S. Shakya D. Rappaport T.S. A tutorial on NYUSIM: Sub-terahertz and millimeter-wave channel simulator for 5G, 6G, and beyond IEEE Commun. Surv. Tutor. 2023 26 824 857 10.1109/COMST.2023.3344671
  56. Zhao C. Zhang J. Zhang Y. Tian L. Wang H. Jiang H. Liu Y. Chen W. Jiang T. Liu G. BUPTCMCC-6G-CMG+: A GBSM-based ISAC standard channel model generator Sci. China Inf. Sci. 2025 68 1 15 10.1007/s11432-024-4378-0
  57. Huang Y. Yang J. Xia S. Wen C.K. Jin S. Learned Off-Grid Imager for Low-Altitude Economy with Cooperative ISAC Network arXiv 2025 2506.07799
  58. Tärneberg W. Fedorov A. Callebaut G. Van der Perre L. Fitzgerald E. Towards Practical Cell-Free 6G Network Deployments: An Open-Source End-to-End Ray Tracing Simulator Proceedings of the 2023 57th Asilomar Conference on Signals Systems, and Computers Pacific Grove, CA, USA 29 October–1 November 2023 1000 1005
  59. Adler J. Kronauer T. Barreto A.N. Hermespy: An open-source link-level evaluator for 6g IEEE Access 2022 10 120256 120273 10.1109/ACCESS.2022.3222063
  60. Ramzan M. Adler J. Kamal S. Matthe M. Sen P. Indoor ISAC Demonstrator with Aperture Coupled Antennas (ACA) at Wi-Fi Band for 6G Applications Proceedings of the 2025 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit) Poznan, Poland 3–6 June 2025 247 251
  61. George S. Sen P. Umar M. Matthé M. Adler J. Ramzan M. Carta C. Over-the-air 26GHz Receiver Hardware-Software Evaluation towards Joint Communication and Radar Sensing Proceedings of the 2024 54th European Microwave Conference (EuMC) Paris, France 23–27 September 2024 509 512
  62. Kim Y. Seo S. Park J. Bennis M. Kim S.L. Choi J. Knowledge distillation from language-oriented to emergent communication for multi-agent remote control Proceedings of the ICC 2024-IEEE International Conference on Communications Denver, CO, USA 9–13 June 2024 2962 2967
  63. Han C. Wu Y. Chen Z. Chen Y. Wang G. THz ISAC: A physical-layer perspective of terahertz integrated sensing and communication IEEE Commun. Mag. 2024 62 102 108 10.1109/MCOM.001.2200404
  64. M¨uller M.K. Ademaj F. Dittrich T. Fastenbauer A. Elbal B.R. Nabavi A. Nagel L. Schwarz S. Rupp M. Flexible multi-node simulation of cellular mobile communications: The Vienna 5G System Level Simulator Eurasip J. Wirel. Commun. Netw. 2018 2018 227 10.1186/s13638-018-1238-7
  65. Papadopoulos A. Lalas A. Votis K. Tyrovolas D. Karagiannidis G. Ioannidis S. Liaskos C. An open platform for simulating the physical layer of 6g communication systems with multiple intelligent surfaces Proceedings of the 2022 18th International Conference on Network and Service Management (CNSM) Thessaloniki, Greece 31 October–1 November 2022 359 363
  66. Jaeckel S. Turay N. Raschkowski L. Thiele L. Vuohtoniemi R. Sonkki M. Hovinen V. Burkhardt F. Karunakaran P. Heyn T. Industrial indoor measurements from 2 to 6 GHz for the 3GPP-NR and QuaDRiGa channel model Proceedings of the 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall) Honolulu, HI, USA 22–25 September 2019 1 7
  67. Eckhardt J.M. Herold C. Jung B.K. Dreyer N. Kürner T. Modular link level simulator for the physical layer of beyond 5G wireless communication systems Radio Sci. 2022 57 1 15 10.1029/2021RS007395
  68. Amatare S. Singh G. Kharel A. Roy D. Real-time localization of objects using radio frequency propagation in digital twin Proceedings of the MILCOM 2024-2024 IEEE Military Communications Conference (MILCOM) Washington, DC, USA 28 October–1 November 2024 653 654
  69. Yu L. Zhang J. Fu M. Wang Q. BUPTCMCC-6G-DataAI+: A generative channel dataset for 6G AI air interface research arXiv 2024 2410.10839 10.1007/s11432-024-4445-0
  70. Huangfu Y. Wang J. Dai S. Li R. Wang J. Huang C. Zhang Z. Wair-d: Wireless ai research dataset arXiv 2022 10.48550/arXiv.2212.02159 2212.02159
  71. Alkhateeb A. Charan G. Osman T. Hredzak A. Morais J. Demirhan U. Srinivas N. DeepSense 6G: A large-scale real-world multi-modal sensing and communication dataset IEEE Commun. Mag. 2023 61 122 128 10.1109/MCOM.006.2200730
  72. Demirhan U. Taha A. Alkhateeb A. DeepVerse 6G IEEE Dataport 2022 10.21227/nk8m-6087
  73. Alkhateeb A. Jiang S. Charan G. Real-time digital twins: Vision and research directions for 6G and beyond IEEE Commun. Mag. 2023 61 128 134 10.1109/MCOM.001.2200866
  74. Borges J. Bastos F. Correa I. Batista P. Klautau A. CAVIAR: Co-simulation of 6G Communications, 3D Scenarios and AI for Digital Twins IEEE Internet Things J. 2024 11 31287 31300 10.1109/JIOT.2024.3418675
  75. Borges J.P.T. De Oliveira A.P. Bastos F.H.B.E. Suzuki D.T.N.D.N. Junior E.S.D.O. Bezerra L.M. Nahum C.V. dos Santos Batista P. Júnior A.B.D.R.K. Reinforcement learning for scheduling and MIMO beam selection using Caviar simulations Proceedings of the 2021 ITU Kaleidoscope: Connecting Physical and Virtual Worlds (ITU K) Virtual Event 6–10 December 2021 1 7
  76. Gillgallon R. Almutairi R. Bergami G. Morgan G. SimulatorOrchestrator: A 6G-Ready Simulator for the Cell-Free/Osmotic Infrastructure Sensors 2025 25 1591 10.3390/s25051591
  77. Lopez P.A. Behrisch M. Bieker-Walz L. Erdmann J. Flötteröd Y.P. Hilbrich R. Lücken L. Rummel J. Wagner P. Wießner E. Microscopic traffic simulation using sumo Proceedings of the 2018 21st International Conference on Intelligent Transportation Systems (ITSC) Maui, HI, USA 4–7 November 2018 2575 2582
  78. Xu R. Guo Y. Han X. Xia X. Xiang H. Ma J. OpenCDA:An Open Cooperative Driving Automation Framework Integrated with Co-Simulation arXiv 2021 2107.06260
  79. Yang Z. Gao S. Cheng X. Yang L. Synesthesia of Machines (SoM)-Enhanced Sub-THz ISAC Transmission for Air-Ground Network arXiv 2025 2506.12831
  80. Khan A.U. Mint S.J. Shah S.N.H. Schneider C. Robert J. Exploring the Impact of Bistatic Target Reflectivity in ISAC-Enabled V2V Setup Across Diverse Geometrical Road Layouts IEEE Open J. Veh. Technol. 2025 6 948 968 10.1109/OJVT.2025.3554365
  81. Gharsallah G. Kaddoum G. MVX-ViT: Multimodal collaborative perception for 6G V2X network management decisions using vision transformer IEEE Open J. Commun. Soc. 2024 5 5619 5634 10.1109/OJCOMS.2024.3452591
  82. Turco L. Zhao J. Xu Y. Tsourdos A. A study on co-simulation digital twin with MATLAB and AirSim for future advanced air mobility Proceedings of the 2024 IEEE Aerospace Conference Big Sky, MT, USA 2–9 March 2024 1 18
  83. Wang W. Robot Autonomous Avoidance System Based on Reinforcement Learning in 6G Network Scenarios Wirel. Pers. Commun. 2024 2024 1 15 10.1155/2024/9480388
  84. Zhou L. Leng S. Wang Q. A federated digital twin framework for uavs-based mobile scenarios IEEE Trans. Mob. Comput. 2023 23 7377 7393 10.1109/TMC.2023.3335386
  85. Nithya M. Rashmi M. Gazebo-ROS-Simulink framework for hover control and trajectory tracking of crazyflie 2.0 Proceedings of the TENCON 2019-2019 IEEE Region 10 Conference (TENCON) Kochi, India 17–20 October 2019 649 653
  86. Criscola F. Singla A. Ponce E. Calveras A. Ruiz-De-Azua J.A. Canales D. Development of a Simulator for Coverage Planning of a 6G/IOT Constellation Proceedings of the 33rd AAS/AIAA Conference Pend Charlotte, NC, USA 7–11 August 2022 1 19
  87. Kolehmainen K. Pirazzi M. Soininen J.P. Backman J. Simulation Based Performance Evaluation of FIWARE IoT Platform for Smart Agriculture Proceedings of the IoTBDS Prague, Czech Republic 21–23 April 2023 73 81
  88. Muñoz M. Guzmán J.L. Sánchez-Molina J.A. Rodríguez F. Torres M. Berenguel M. A new IoT-based platform for greenhouse crop production IEEE Internet Things J. 2020 9 6325 6334 10.1109/JIOT.2020.2996081
  89. Coopmans T. Knegjens R. Dahlberg A. Maier D. Nijsten L. de Oliveira Filho J. Papendrecht M. Rabbie J. Rozpędek F. Skrzypczyk M. et al. Netsquid, a network simulator for quantum information using discrete events Commun. Phys. 2021 4 164 10.1038/s42005-021-00647-8
  90. Avis G. Ferreira da Silva F. Coopmans T. Dahlberg A. Jirovská H. Maier D. Rabbie J. Torres-Knoop A. Wehner S. Requirements for a processing-node quantum repeater on a real-world fiber grid Npj Quantum Inf. 2023 9 100 10.1038/s41534-023-00765-x
  91. Tran D.H. Waheed N. Saputra Y.M. Lin X. Nguyen C.T. Abdu T.S. Vo V.N. Pham V.Q. Alsenwi M. Adam A.B.M. et al. Network Digital Twin for 6G and Beyond: An End-to-End View Across Multi-Domain Network Ecosystems arXiv 2025 2506.01609 10.1109/OJCOMS.2025.3599866
  92. Pegurri R. Linsalata F. Moro E. Hoydis J. Spagnolini U. Toward digital network twins: Integrating sionna RT in ns-3 for 6G Multi-RAT networks simulations arXiv 2024 2501.00372
  93. Dakic K. Al Homssi B. Al-Hourani A. Spiking-unet: Spiking neural networks for spectrum occupancy monitoring Proceedings of the 2024 IEEE Wireless Communications and Networking Conference (WCNC) Dubai, United Arab Emirates 21–24 April 2024 1 6
  94. Nandakumar S. Le Gallo M. Boybat I. Rajendran B. Sebastian A. Eleftheriou E. A phase-change memory model for neuromorphic computing J. Appl. Phys. 2018 124 152135 10.1063/1.5042408
  95. Gupta A. Dizdar O. Chen Y. Wang S. SpikingRx: From neural to spiking receiver arXiv 2024 10.48550/arXiv.2409.05610 2409.05610
  96. Melodia T. Basagni S. Chowdhury K.R. Gosain A. Polese M. Johari P. Bonati L. Colosseum, the world’s largest wireless network emulator Proceedings of the 27th Annual International Conference on Mobile Computing and Networking New Orleans, LA, USA 25–29 October 2021 860 861

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Electronics (Switzerland), vol. 14, 2025, Switzerland, https://doi.org/10.3390/electronics14163313

Copyright Multidisciplinary Digital Publishing Institute (MDPI)

Цитирания (Citation/s):
1. Gillgallon R., Bergami G., Morgan G., Federated Load Balancing in Smart Cities: A 6G, Cloud, and Agentic AI Perspective, 2025, Applied Sciences Switzerland, issue 20, vol. 15, DOI 10.3390/app152010920, eissn 20763417 - 2025 - в издания, индексирани в Scopus и/или Web of Science

Вид: статия в списание, публикация в издание с импакт фактор, публикация в реферирано издание, индексирана в Scopus и Web of Science