AntennaNet: Antenna Parameters Measuring Network for Mobile Communication Base Station Using UAV
| Autor: | Wenlve Zhou, Ke Qirui, Ruggero Donida Labati, Yikui Zhai, Ying Zilu, Gan Junying, Xinglin Liu, Ying Xu, Fabio Scotti, Vincenzo Piuri, Junying Zeng |
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| Rok vydání: | 2021 |
| Předmět: |
Base station
Computer science business.industry 020208 electrical & electronic engineering Real-time computing 0202 electrical engineering electronic engineering information engineering 02 engineering and technology Mobile telephony Electrical and Electronic Engineering Antenna (radio) business Instrumentation Field (computer science) |
| Zdroj: | IEEE Transactions on Instrumentation and Measurement. 70:1-17 |
| ISSN: | 1557-9662 0018-9456 |
| DOI: | 10.1109/tim.2021.3058980 |
| Popis: | In the field of measuring parameters of mobile communication base station antenna, most of its methods share some deficiencies to a different extent. The traditional ones suffer from inferior efficiency and low safety coefficient while the state-of-the-art ones reveal problems of unsatisfying operational speed and accuracy. To address these problems, a high-speed and high-precision measuring system has been proposed with AntennaNet to speed up instance segmentation. First, the dual attention mechanism module is designed and adopted in AntennaNet, which can promote the accuracy and efficiency of the detection and segmentation of mobile base station antenna, while the PointRend module with down-tilt fitting is also employed to smooth the edges of masks segmented from antenna images and measure the parameters data. Second, transfer learning is introduced to ameliorate overfitting and training difficulty caused by small samples. Third, threshold, pixel coordinates, and least square are applied to ascertain the number of antennas and measure the relevant parameters. Finally, this high speed and high precision measuring system is complete with the combination of android App and UAV. Experimental results fully attest to the preponderance of the proposed method in its significant improvement of segmentation speed, fitting accuracy speed, and fitting accuracy of the antenna, whose relevant parameters of the fitting also conform to industry standards. Our method not only ensures staff safety but also improves social efficiency, which revolutionized the way of measuring antenna parameters of mobile communication base stations. |
| Databáze: | OpenAIRE |
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