agsaaved / vrain

vrAIn

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vrain

Here we provide datasets of a comprehensive set of uplink experiments between one srseNB and one srsUE node using a wireless channel in band 3.

  • srslte_v18.09.csv is the dataset used in DOI: 10.1145/3300061.3345431 with srsLTE v.18.09
    "CPU": CPU policy as defined in DOI: 10.1145/3300061.3345431
    "MCS": Fix MCS used for uplink transmission
    "SNR": Mean SNR mesuared
    "bsr": Mean Buffer State Report information as received by the eNB
    "buff_state1": Buffer state at the UE
    "buff_state2": Buffer state at the UE
    "dec_error": Mean decoding error rate measured
    "net_load": Mean load of Poisson-generated traffic (% of the saturation throughput with MCS 18)
    "throughput": Mean throughput measured (using TBS) (Mb/s)
    "txgain": TX gain at the UE
    "what": Type of host (computing) device

  • srslte_v19.03.csv is a newer and more comprehensive datased using srsLTE v.19.03
    "device": Type of host (computing) device
    "cpu": CPU policy as defined in DOI: 10.1145/3300061.3345431
    "mcs": Fix MCS used for uplink transmission
    "txpower": Tx power at the UE (dBm)
    "mean_traffic_load": Mean load of Poisson-generated traffic (Mb/s)
    "max_capacity": Max. throughput (using TBS, i.e., includding padding) measured for current load (given all txpower, mcs and cpu policies) "max_gp_capacity": Max. goodput (data rate sent to application layer) measured for current load (given all txpower, mcs and cpu policies) "mean_thr": Mean throughput measured (using TBS) (Mb/s)
    "mean_gput": Mean application-layer throughput (Mb/s)
    "mean_snr": Mean SNR mesuared
    "mean_q7": Mean QoS performance when Q=7000 bytes as defined in DOI: 10.1145/3300061.3345431
    "mean_q11": Mean QoS performance when Q=11000 bytes as defined in DOI: 10.1145/3300061.3345431
    "mean_q25": Mean QoS performance when Q=25000 bytes as defined in DOI: 10.1145/3300061.3345431
    "mean_bler": Mean bit error rate measured
    "mean_bsr": Mean Buffer States Reports "mean_it": Mean number of turbodecoder iterations
    "mean_dectime": Mean subframe decoding time (usec)
    "mean_overflows": Mean number of overflows (O) from UHD driver
    "mean_underflows": Mean number of underflows (U) from UHD driver
    "mean_lates": Mean number of Lates (L) from UHD driver "count": Number of experiments to compute mean and std. dev with equal configuration of <device, cpu, max_mcs, mean_txpower, mean_traffic_load>

Citing Work

If you use any code please cite the following:

@article{ayala2020vrain,
  title={vrAIn: Deep Learning based Orchestration for Computing and Radio Resources in vRANs},
  author={Ayala-Romero, Jose A and Garcia-Saavedra, Andres and Gramaglia, Marco and Costa-Perez, Xavier and Banchs, Albert and Alcaraz, Juan J},
  journal={IEEE Transactions on Mobile Computing},
  year={2020},
  publisher={IEEE}
}
@inproceedings{ayala2019vrain,
  title={vrAIn: A deep learning approach tailoring computing and radio resources in virtualized RANs},
  author={Ayala-Romero, Jose A and Garcia-Saavedra, Andres and Gramaglia, Marco and Costa-Perez, Xavier and Banchs, Albert and Alcaraz, Juan J},
  booktitle={The 25th Annual International Conference on Mobile Computing and Networking},
  pages={1--16},
  year={2019}

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vrAIn