دورية أكاديمية
Electromagnetic radiation estimation at the ground plane near fifth‐generation base stations in China by using machine learning method
| العنوان: | Electromagnetic radiation estimation at the ground plane near fifth‐generation base stations in China by using machine learning method |
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| المؤلفون: | Dan Shi, Wanqing Li, Keyi Cui, Cheng Lian, Xiaoyong Liu, Zheng Qi, Hui Xu, Juejia Zhou, Zhao Liu, Hua Zhang |
| المصدر: | IET Microwaves, Antennas & Propagation, Vol 18, Iss 6, Pp 391-401 (2024) |
| بيانات النشر: | Wiley, 2024. |
| سنة النشر: | 2024 |
| المجموعة: | LCC:Telecommunication LCC:Electricity and magnetism |
| مصطلحات موضوعية: | 5G mobile communication, electromagnetic fields, electromagnetic wave propagation, learning (artificial intelligence), Telecommunication, TK5101-6720, Electricity and magnetism, QC501-766 |
| الوصف: | Abstract A novel method based on machine learning is proposed to estimate the electromagnetic radiation level at the ground plane near fifth‐generation (5G) base stations. The machine learning model was trained using data from various 5G base stations, enabling it to estimate the electric field intensity at any arbitrary radiation point when the base station provides service to different numbers of 5G terminals which are in different service modes. The inputs required for the model include the transmit power of the antenna, the antenna gain, the distance between the 5G base station and 5G terminals, terminal service modes, the number of 5G terminals and the environmental complexity around the 5G base station. Experimental results demonstrate the feasibility and effectiveness of the estimation method, with the mean absolute percentage error of the machine learning model being approximately 5.98%. This level of accuracy showcases the reliability of the approach. Moreover, the proposed method offers low costs when compared with on‐site measurements. The estimated results can be utilised to reduce test costs and provide valuable guidance for optimal site selection, thereby facilitating radio wave coverage or electromagnetic radiation regulation of 5G base stations. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English |
| تدمد: | 1751-8733 1751-8725 |
| العلاقة: | https://doaj.org/toc/1751-8725Test; https://doaj.org/toc/1751-8733Test |
| DOI: | 10.1049/mia2.12467 |
| الوصول الحر: | https://doaj.org/article/81fcae9f2cba4ee3bbcd2cddce954b41Test |
| رقم الانضمام: | edsdoj.81fcae9f2cba4ee3bbcd2cddce954b41 |
| قاعدة البيانات: | Directory of Open Access Journals |
Full Text Finder | تدمد: | 17518733 17518725 |
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| DOI: | 10.1049/mia2.12467 |