The experiment is based on the open source RSRP data provided by Huawei Technologies Co., LTD. It measures RSRP of 415,244 signal receiving points in 180 dense urban communication cells.
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All data used for model evaluation and training are from the 16th Chinese Post-Graduate Mathematical Contest in Modeling (CPGMCM). The dataset is measured by HUAWEI TECHNOLOGIES CO., LTD, which includes engineering parameter data, map data and RSRP label data of multiple communities. And the dataset is sponsored by the Ministry of Education's Degree and Graduate Education Development Center.
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Drive testing is a common practice by mobile operators to evaluate the performance and coverage of their deployed mobile communication systems. Drive testing is, however, a very expensive practice. Furthermore, due to the complexity of future 5G mobile networks, accurate and efficient ways of optimizing and evaluating coverage are needed. The dataset contains measurements from a deployed LTE-A mobile communication system and corresponding satellite images.
The feature matrix
feature_matrix.csv
Contains the following features:
- Longitude
- Latitude
- Speed (in km/h)
- Distance (in km)
- Distance_x
- Distance_y
- PCI (Integer)
- PCI_64 (811 MHz base station) (one-hot encoding)
- PCI_65 (811 MHz base station) (one-hot encoding)
- PCI_302 (2630 MHz base station) (one-hot encoding)
The output matrix
output_matrix.csv
- SINR (dB)
- RSRP (dBm)
- RSRQ (dB)
- Power/RSSI (dBm)
Each row corresponds to an image in mapbox_api/*.png
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