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A LoRa dataset containing RSSI measurements from five surveys in different conditions

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oliveiraleo/LoRa-RSSI-dataset-outdoor

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LoRa-RSSI-dataset-outdoor

This repository contains the CSV files with RSSI measurements obtained in a LoRaWAN network. This data belongs to the dataset created during the development of my monograph.

The data contained here was created using the LoRa RSSI Grabber program and was used as input on RSSignal framework.

File description

All file names begin with the timestamp (local time) taken on the start of the measurement collection. Each CSV file contains a header with descriptive naming labels.

The suffixes mean the following:

  • LoRa-Device-GPS-RSSI-data: Data collected by the LoRa device and the GPS device. The time is local time; GPS reported timestamps are in GMT-0 time zone; GPS position is in decimal degrees; Other GPS data; and device's measured RSSI.
  • GW-MQTT-API-data: RAW data received by the MQTT API (JSON-like format).
  • LoRa-RSSI-GW-decoded: As the API gave the ID in base64 format, it was necessary to decode it. Packet id; and gateway RSSI measurement.
  • RSSI-data: Gateway and device's RSSI data only, ready to be reused later on. NOTE: The measurements were synced, so the first packet is on the top and so on.
  • Full-Collected-data: All the collected data joined in a single file, easier to analyze everything at the same time, or crop the file if needed. The id was used to sync the packets in order and discard the ones lost during the survey process.

Each folder name briefly describes the environment where survey occurred. ‘LOS’ and ‘NLOS’ mean, respectively, “Line of Sight” and “Non Line of Sight”.

For additional information, please refer to the LoRa RSSI Grabber repository.

Campus test environment

There's a preview of the GPS data below:Map preview

It's possible to find one interactive map containing the RSSI measurements and precise gateway location, another map containing the precise locations of the static experiments and a snapshot of the weather data inside the map-data folder

Citing this work

If you used any of the data available in this repository or our tool, please, cite it as:

L. Oliveira, L. Chaves, and E. Silva. "Explorando o RSSI na Geração de Chaves para LoRaWAN", in Anais do XXIII Simpósio Brasileiro de Segurança da Informação e de Sistemas Computacionais, Juiz de Fora/MG, 2023, pp. 1-14, doi: https://doi.org/10.5753/sbseg.2023.232890.

Or use the BibTex citation below:

@inproceedings{sbseg,
 author = {Leonardo Oliveira and Luciano Chaves and Edelberto Silva},
 title = {Explorando o RSSI na Geração de Chaves para LoRaWAN},
 booktitle = {Anais do XXIII Simpósio Brasileiro de Segurança da Informação e de Sistemas Computacionais},
 location = {Juiz de Fora/MG},
 year = {2023},
 pages = {1--14},
 publisher = {SBC},
 address = {Porto Alegre, RS, Brasil},
 doi = {10.5753/sbseg.2023.232890},
 url = {https://sol.sbc.org.br/index.php/sbseg/article/view/27193}
}

Acknowledgements

The authors would like to thank Mr. Rogerio Casagrande and Mr. Thiago Scher, members of the LTA (Laboratório de Telecomunicações Aplicadas) laboratory from the Engineering Faculty of the Federal University of Juiz de Fora, for assisting the configuration process and lending the LoRa equipment used to carry out the surveys that generated the data for this repository

We would like to acknowledge Mr. Adam Schneider for making available (free of charge) his website GPS visualizer, which was used to create the maps contained in this repository

We would like to acknowledge also the LABCAA (Laboratório de Climatologia e Análise Ambiental) from Federal University of Juiz de Fora and the INMET (Instituto Nacional de Meteorologia) for making their weather data publicly available.

License

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

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A LoRa dataset containing RSSI measurements from five surveys in different conditions

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