/measurement-data-terminal-side-data-rate-prediction

Measurement data for the paper "Terminal-Side Data Rate Prediction for High-Mobility Users"

Measurement data for the paper "Terminal-Side Data Rate Prediction for High-Mobility Users"

[1] Schäufele, D., Kasparick, M., Schwardmann, J., Morgenroth, J. and Stańczak, S., 2021. Terminal-Side Data Rate Prediction for High-Mobility Users. Submitted to VTC2021-Spring.

Usage

Data is saved as pandas dataframe and can be loaded using

df = pd.read_hdf('DriveTest_uplink.hdf', 'data')

Data columns

Column Unit Notes
Altitude m from GPS
Heading ° from GPS
Latitude ° from GPS
Longitude ° from GPS
Speed km/h from GPS
Time of Day h
* Current Data Rate Kbit/s Transmitted data rate over last 2s
* Elapsed Time ms Time duration of current data transmission
* Transmitted Bytes B Transmitted Bytes of current data transmission
* Bandwidth MHz from UE
* BLER % from UE
* cellID from UE
* cellIdentity from UE
* CQI from UE
* EARFCN from UE
* eNodeB ID from UE
* Frequency MHz from UE
* MCS Level from UE
* MIMO Layers 1 from UE
* Num Antenna eNodeB 1 from UE
* Num Carriers 1 from UE
* Num RB 1 from UE
* Pathloss dB from UE
* PCI from UE
* PDSCH Throughput Kbit/s from UE
* PUSCH Throughput Kbit/s from UE
* Retransmission Rate % from UE
* RI 1 from UE
* RSRP dBm from UE
* RSRQ dB from UE
* RSSI dBm from UE
* SINR dB from UE
* Spectral Efficiency bit/s/Hz from UE
* TAC from UE
* Timing Advance from UE
* Tx Power dBm from UE
* TSMW 4G-Drift ns/s from TSMW
* TSMW F-Factor dB from TSMW
* TSMW Power dBm from TSMW
* TSMW RSRP dBm from TSMW
* TSMW RSRQ dB from TSMW
* TSMW SINR dB from TSMW
* TSMW Sigma-4G-Drift ns/s from TSMW
* TSMW TimeOfArrival ms from TSMW
Weather Apparent Temperature °C from Dark Sky API
Weather Cloud Cover 1 from Dark Sky API
Weather Dew Point °C from Dark Sky API
Weather Humidity 1 from Dark Sky API
Weather Precipation Intensity mm/h from Dark Sky API
Weather Precipation Probability 1 from Dark Sky API
Weather Pressure mbar from Dark Sky API
Weather Temperature °C from Dark Sky API
Weather UV Index from Dark Sky API
Weather Visibility km from Dark Sky API
Weather Wind Speed km/h from Dark Sky API
Traffic Distance m distance to road for which jam factor is given
Traffic Jam Factor from here.com API
Traffic Street Name name of the road for which jam factor is given
Category manual classification of environment