Skip to main content

2021 | OriginalPaper | Buchkapitel

Analyzing Temporal Change in LoRa Communication Quality Using Massive Measurement Data

verfasst von : Kazuya Suzuki, Takuya Takahashi

Erschienen in: Knowledge Management and Acquisition for Intelligent Systems

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper proposes a method to analyze the temporal change in the quality of LoRa communication, which is a low-power wide-area (LPWA) wireless technology for the IoT, using massive measurement data from a bus location management system. To analyze this temporal change in LoRa communication quality, many measurement data at the same position must be compared. However, buses do not always follow the same route every day. Even if buses follow the same route on different days, the measurement data are not acquired from exactly the same position. To solve these problems, we use locality-sensitive hashing (LSH) to extract comparable data from massive measurement data. Furthermore, we treat the extracted data with different distances on the same day as a series and compare regression formulas determined respectively from the plural series. As a result, it was confirmed that the received signal strength indicator (RSSI) of LoRa communication had almost no effect even in heavy rainfall of 30 mm/h. In addition, we confirmed that the radio attenuation was smaller about 2 dB than usual when there was over 7 cm of snow cover.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Augustin, A., Yi, J., Clausen, T., Townsley, W.M.: A study of LoRa: long range & low power networks for the internet of things. Sensors 16(9), 1466 (2016)CrossRef Augustin, A., Yi, J., Clausen, T., Townsley, W.M.: A study of LoRa: long range & low power networks for the internet of things. Sensors 16(9), 1466 (2016)CrossRef
2.
Zurück zum Zitat Suzuki, K., Takashima, H., Sato, S.: A prototype of location management system for courtesy bus of nursing home by LoRa wireless communication, IEICE Technical report, IA2019-12, pp. 11–16 (2019). (in Japanese) Suzuki, K., Takashima, H., Sato, S.: A prototype of location management system for courtesy bus of nursing home by LoRa wireless communication, IEICE Technical report, IA2019-12, pp. 11–16 (2019). (in Japanese)
3.
Zurück zum Zitat e Silva, F.S., Barriquello, C.H., Canha, L.N., Bernardon, D.P., Hokama, W.S.: Deployment of LoRA WAN network for rural smart grid in Brazil. In: IEEE PES Transmission & Distribution Conference and Exhibition-Latin America (T&D-LA), pp. 1–5. IEEE (2018) e Silva, F.S., Barriquello, C.H., Canha, L.N., Bernardon, D.P., Hokama, W.S.: Deployment of LoRA WAN network for rural smart grid in Brazil. In: IEEE PES Transmission & Distribution Conference and Exhibition-Latin America (T&D-LA), pp. 1–5. IEEE (2018)
4.
Zurück zum Zitat Cambra, C., Sendra, S., Lloret, J., Garcia, L.: An IoT service-oriented system for agriculture monitoring. In: 2017 IEEE International Conference on Communications (ICC), pp. 1–6. IEEE (2017) Cambra, C., Sendra, S., Lloret, J., Garcia, L.: An IoT service-oriented system for agriculture monitoring. In: 2017 IEEE International Conference on Communications (ICC), pp. 1–6. IEEE (2017)
5.
Zurück zum Zitat Da Silva, W.R., Oliveira, L., Kumar, N., Rabêlo, R.A., Marins, C.N., Rodrigues, J.J.: An Internet of Things Tracking System Approach Based on LoRa Protocol. In: Global Communications Conference (GLOBECOM). IEEE, pp. 1–7 (2018) Da Silva, W.R., Oliveira, L., Kumar, N., Rabêlo, R.A., Marins, C.N., Rodrigues, J.J.: An Internet of Things Tracking System Approach Based on LoRa Protocol. In: Global Communications Conference (GLOBECOM). IEEE, pp. 1–7 (2018)
6.
Zurück zum Zitat Cattani, M., Boano, C.A., Römer, K.: An experimental evaluation of the reliability of lora long-range low-power wireless communication. J. Sens. Actuator Netw. 6(2), 7 (2017)CrossRef Cattani, M., Boano, C.A., Römer, K.: An experimental evaluation of the reliability of lora long-range low-power wireless communication. J. Sens. Actuator Netw. 6(2), 7 (2017)CrossRef
7.
Zurück zum Zitat Haxhibeqiri, J., Karaagac, A., Van den Abeele, F., Joseph, W., Moerman, I., Hoebeke, J.: LoRa indoor coverage and performance in an industrial environment: case study. In: 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), pp. 1–8. IEEE (2017) Haxhibeqiri, J., Karaagac, A., Van den Abeele, F., Joseph, W., Moerman, I., Hoebeke, J.: LoRa indoor coverage and performance in an industrial environment: case study. In: 22nd IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), pp. 1–8. IEEE (2017)
8.
Zurück zum Zitat Takahashi, T., Suzuki, K.: Measurement of received signal strength of LoRa for agricultural IoT. In: 2019 IEICE General Conference, B-16-4 (2019). (in Japanese) Takahashi, T., Suzuki, K.: Measurement of received signal strength of LoRa for agricultural IoT. In: 2019 IEICE General Conference, B-16-4 (2019). (in Japanese)
9.
Zurück zum Zitat Sakanaka, Y., Takahashi, T., Suzuki, K.: Distance measurement of LoRa wireless communication with different antennas. In: 2020 IEICE General Conference, B-11-2 (2020). (in Japanese) Sakanaka, Y., Takahashi, T., Suzuki, K.: Distance measurement of LoRa wireless communication with different antennas. In: 2020 IEICE General Conference, B-11-2 (2020). (in Japanese)
10.
Zurück zum Zitat Vangelista, L.: Frequency shift chirp modulation: The LoRa modulation. IEEE Signal Process. Lett. 24(12), 1818–1821 (2017)CrossRef Vangelista, L.: Frequency shift chirp modulation: The LoRa modulation. IEEE Signal Process. Lett. 24(12), 1818–1821 (2017)CrossRef
11.
Zurück zum Zitat Hata, M.: Empirical formula for propagation loss in land mobile radio services. IEEE Trans. Veh. Technol. 29(3), 317–325 (1980)CrossRef Hata, M.: Empirical formula for propagation loss in land mobile radio services. IEEE Trans. Veh. Technol. 29(3), 317–325 (1980)CrossRef
12.
Zurück zum Zitat Specific attenuation model for rain for use in prediction methods, International Telecommunication Union, Recommendation ITU-R P.838-2 (2003) Specific attenuation model for rain for use in prediction methods, International Telecommunication Union, Recommendation ITU-R P.838-2 (2003)
14.
Zurück zum Zitat Pauleve, L., Jeǵou, H., Amsaleg, L.: Locality sensitive hashing: a comparison of hash function types and querying mechanisms Locality sensitive hashing: a comparison of hash function types and querying mechanisms. Pattern Recogn. Lett. 31(11), 1348–1358 (2010)CrossRef Pauleve, L., Jeǵou, H., Amsaleg, L.: Locality sensitive hashing: a comparison of hash function types and querying mechanisms Locality sensitive hashing: a comparison of hash function types and querying mechanisms. Pattern Recogn. Lett. 31(11), 1348–1358 (2010)CrossRef
15.
Zurück zum Zitat Kami, N., Baba, T., Ikeda, S., Yoshikawa, T., Morikawa, H.: Detecting significant locations from raw GPS data using random space partitioning. Inf. Media Technol. 7(3), 1228–1237 (2012) Kami, N., Baba, T., Ikeda, S., Yoshikawa, T., Morikawa, H.: Detecting significant locations from raw GPS data using random space partitioning. Inf. Media Technol. 7(3), 1228–1237 (2012)
Metadaten
Titel
Analyzing Temporal Change in LoRa Communication Quality Using Massive Measurement Data
verfasst von
Kazuya Suzuki
Takuya Takahashi
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-69886-7_11