Ray tracing in fifth-generation and beyond radio access networks. Part 1. Problem state analysis
- Authors: Starikov V.V.1, Fokin G.A.1
-
Affiliations:
- СПбГУТ им. проф. М.А. Бонч-Бруевича
- Issue: No 8 (2025)
- Pages: 38-45
- Section: WIRELESS COMMUNICATION
- URL: https://journals.eco-vector.com/2070-8963/article/view/698964
- DOI: https://doi.org/10.22184/2070-8963.2025.132.8.38.45
- ID: 698964
Cite item
Abstract
The paper is devoted to analyzing the state of the ray tracing problem in relation to solving the planning tasks of fifth-generation and beyond radio access networks. The feasibility of using deterministic methods for coverage area estimation is justified. The stages of formation and development of the scientific field of ray tracing are systematized. Prospects for application of ray tracing methods in solving radio coverage planning tasks for radio access networks are demonstrated.
Full Text
About the authors
V. V. Starikov
СПбГУТ им. проф. М.А. Бонч-Бруевича
Author for correspondence.
Email: vl.vl.starikov@gmail.com
старший преподаватель
Russian Federation, Санкт-ПетербургG. A. Fokin
СПбГУТ им. проф. М.А. Бонч-Бруевича
Email: grihafokin@gmail.com
д.т.н., проф.
Russian Federation, Санкт-ПетербургReferences
- Тихвинский В.О., Девяткин Е.Е., Тихвинская М.В. MWC Barcelona 2024: выход на рубеж 5,5G // ПЕРВАЯ МИЛЯ. 2024. № 2 (118). С. 20‒26.
- Фокин Г.А. Модели управления лучом в сетях 5G NR. Ч.1. Выравнивание лучей при установлении соединения // ПЕРВАЯ МИЛЯ. 2022. № 1(101). С. 42–49.
- Фокин Г.А. Модели управления лучом в сетях 5G NR. Ч.2. Выравнивание лучей при ведении радиосвязи // ПЕРВАЯ МИЛЯ. 2022. № 3 (103). С. 62–69.
- Стариков В.В. Инструменты оценки радиопокрытия и трассировки лучей на цифровой модели местности в среде Matlab при использовании направленных антенн // Научно-техническая конференция Санкт-Петербургского НТО РЭС им. А.С.Попова, посвященная Дню радио. 2025. № 1 (80). С. 148–151.
- Yun Z., Iskander M.F. Ray Tracing for Radio Propagation Modeling: Principles and Applications // IEEE Access. 2015. Vol. 3. PP. 1089–1100.
- IEEE Std 211-2018 Definitions of Terms for Radio Wave Propagation. 57 p.
- Keller J.B. Geometrical Theory of Diffraction // Journal of Optical Society of America. 1962. Vol. 52. No. 2. PP. 116–130.
- Ikegami F., Yoshida S. Analysis of multipath propagation structure in urban mobile radio environments // IEEE Transactions on Antennas and Propagation. 1980. Vol. 28. No. 4. PP. 531–537.
- Bisceglia B., Franceschetti G., Mazzarella G., Pinto I.M., Savarese C. Symbolic code approach to GTD ray tracing // IEEE Transactions on Antennas and Propagation. 1988. Vol. 36. No. 10. PP. 1492–1495.
- Ling H., Chou R., Lee S. Shooting and bouncing rays: calculating the RCS of an arbitrarily shaped cavity // IEEE Transactions on Antennas and Propagation. 1989. Vol. 37. No. 2. PP. 194–205.
- Rossi J.P., Bic J.C., Levy A.J., Gabillett Y., Rosen M. A ray launching method for radio-mobile propagation in urban area // Antennas and Propagation Society Symposium. 1991. Vol. 3. PP. 1540–1543.
- Ikegami F., Takeuchi T., Yoshida S. Theoretical prediction of mean field strength for urban mobile radio // IEEE Transactions on Antennas and Propagation. 1991. Vol. 39. No. 3. PP. 299–302.
- Takeuchi T., Sako M., Yoshida S. Multipath delay prediction on a workstation for urban mobile radio environment // IEEE Global Telecommunications Conference GLOBECOM ‘91: Countdown to the New Millennium. 1991. Vol. 2. PP. 1308–1312.
- Rizk K., Wagen J., Gardiol F. Two-dimensional ray-tracing modeling for propagation prediction in microcellular environments // IEEE Transactions on Vehicular Technology. 1997. Vol. 46. No. 2. PP. 508–518.
- Rossi J., Levy A.J. Urban radio channel insight and GTD // IEICE Proceedings. 1992. Vol. 7. No. 2B4-2. PP. 416–420.
- Seidel S.Y., Rappaport T.S. Site-specific propagation prediction for wireless in-building personal communication system design // IEEE Transactions on Vehicular Technology. 1994. Vol. 4. No. 4. PP. 879–891.
- Бабков В.Ю., Фокин Г.А. Оценка вероятности успешного радиоприема в самоорганизующихся пакетных радиосетях на основе радиостанций с направленными антеннами // Научно-технические ведомости Санкт-Петербургского государственного политехнического университета. Информатика. Телекоммуникации. Управление. 2009. Т. 82. № 4. С. 77–84.
- Фокин Г.А. Модели диаграммообразования в сверхплотных сетях радиодоступа 5G. Ч. 1. Оценка помех // ПЕРВАЯ МИЛЯ. 2021. № 3(95). С. 66–73.
- Фокин Г.А. Модели диаграммообразования в сверхплотных сетях радиодоступа 5G. Ч. 2. Оценка разноса устройств // ПЕРВАЯ МИЛЯ. 2021. № 4(96). С. 66–73.
- Милютин Е.Р. Методы расчета поля в системах связи дециметрового диапазона. СПб: Триада, 2003. 159 c.
- Бабков В.Ю. Сотовые системы мобильной радиосвязи: учебное пособие. СПб: БХВ Петербург, 2013. 432 c.
- Купалян С.Д. Теоретические основы электротехники. Ч. 3, Электромагнитное поле. М.: Энергия, 1970. 248 c.
- Kouyoumjian R.G., Pathak P.H. A uniform geometrical theory of diffraction for an edge in a perfectly conducting surface // Proc. IEEE. 1974. Vol. 62, PP. 1448–1461.
- Minjie H., Yaoming Z., Yongchao W., Zhongtie L. An efficient adaptive space partitioning algorithm for electromagnetic scattering calculation of complex 3D models // Journal of Systems Engineering and Electronics. 2021. Vol. 32. No. 5. PP. 1071–1082.
- Li J., Meng W., Guo L., Xi Y. Fast Solution of Scattering From Moving Target by Dynamic-Octree-Based SBR Algorithm // IEEE Antennas and Wireless Propagation Letters. 2023. Vol. 22. No. 2. PP. 362–366.
- dos Santos A.L., Teixeira J.M.X.N., de Farias T.S.M.C., Teichrieb V., Kelner J. kD-Tree Traversal Implementations for Ray Tracing on Massive Multiprocessors: A Comparative Study // 21st International Symposium on Computer Architecture and High Performance Computing. 2009. PP. 41–48.
- Ray Tracing for Wireless Communications. [Электронный ресурс] URL: https://nl.mathworks.com/help/antenna/ug/ray-tracing-for-wirelesscommunications.html (дата обращения 30.10.2025).
- Schaubach K.R., Davis N.J., Rappaport T.S. A Ray Tracing Method for Predicting Path Loss and Delay Spread in Microcellular Environments // Vehicular Technology Society 42nd VTS Conference Frontiers of Technology. 1992. Vol. 2. PP. 932–935.
- ITU-R recommendation P. 1411–9. Propagation data and prediction methods for the planning of short-range outdoor radiocommunication systems and radio local area networks in the frequency range 300 MHz to 100 GHz. 2017.
- Kanhere O., Poddar H., Rappaport T.S. Calibration of NYURay for Ray Tracing Using 28, 73, and 142 GHz Channel Measurements Conducted in Indoor, Outdoor, and Factory Scenarios // IEEE Transactions on Antennas and Propagation. 2025. Vol. 73. No. 1. PP. 405–420.
- ITU-R recommendation P. 2108–1. Prediction of clutter loss. 2021.
- Друзь Р.А., Протасова А.В., Охунов Ш.Р., Кшановская А.В. Сравнительная оценка воздушного лазерного сканирования и аэрофотосъемки с беспилотных летательных аппаратов // Горный информационно-аналитический бюллетень (научно-технический журнал). 2023. № 5. С. 130–141.
- ITU-R recommendation P. 833–9. Attenuation in vegetation. 2016.
- Sim M.S., Lim Y., Park S.H., Dai L., Chae C. Deep Learning-Based mmWave Beam Selection for 5G NR/6G With Sub-6 GHz Channel Information: Algorithms and Prototype Validation // IEEE Access. 2020. Vol. 8. PP. 51634–51646.
- Bilibashi D., Vitucci E.M., Degli-Esposti V. Dynamic Ray Tracing: A 3D Formulation // 2020 International Symposium on Antennas and Propagation (ISAP). 2021. PP. 279–280.
- Schott A., Ichkov A., Mähönen P., Simić L. Measurement Validation of Ray-Tracing Propagation Modeling for mm-Wave Networking Studies: How Detailed is Detailed Enough? // 2023 17th European Conference on Antennas and Propagation. PP. 1–5.
- Zecchin M., Mashhadi M.B., Jankowski M., Gündüz D., Kountouris M., Gesbert D. LIDAR and Position-Aided mmWave Beam Selection With Non-Local CNNs and Curriculum Training // IEEE Transactions on Vehicular Technology. 2022. Vol. 71. No. 3. PP. 2979–2990.
- Liu F. et al. Integrated Sensing and Communications: Toward Dual-Functional Wireless Networks for 6G and Beyond // IEEE Journal on Selected Areas in Communications. 2022. Vol. 40. No. 6. PP. 1728–1767.
- Liu A. et al. A Survey on Fundamental Limits of Integrated Sensing and Communication // IEEE Communications Surveys & Tutorials. 2022. Vol. 24. No. 2. PP. 994–1034.
- Liu F., Masouros C., Petropulu A.P., Griffiths H., Hanzo L. Joint Radar and Communication Design: Applications, State-of-the-Art, and the Road Ahead // IEEE Transactions on Communications. 2020. Vol. 68. No. 6. PP. 3834–3862.
- Zhang J.A. et al. Enabling Joint Communication and Radar Sensing in Mobile Networks A Survey // IEEE Communications Surveys & Tutorials. 2022. Vol. 24. No. 1. PP. 306–345.
Supplementary files




