Year 2020,
Volume: 7 Issue: 4, 313 - 320, 31.12.2020
Yaser Dalveren
,
Ali Kara
References
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- 3. Neumann P, Montavont J, Noël T. Indoor deployment of lowpower wide area networks (LPWAN): A LoRaWAN case study. Paper presented at the IEEE 12th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), New York, 1–8, 2016. doi: 10.1109/WiMOB.2016.7763213.
- 4. Petajajarvi J, Mikhaylov K, Yasmin R, Hamalainen M, Iinatti J. Evaluation of LoRa LPWAN technology for indoor remote health and wellbeing monitoring. International Journal of Wireless Information Networks 24(2) (2017) 153–165. doi: s10776-017-0341-8.
- 5. Gregora L, Vojtech L, Neruda M. Indoor signal propagation of LoRa technology. Paper presented at the 17th International Conference on Mechatronics - Mechatronika (ME), Prague, 1–4, 2016.
- 6. Nolan KE, Guibene W, Kelly MY. An evaluation of low power wide area network technologies for the Internet of Things. Paper presented at the International Wireless Communications and Mobile Computing Conference (IWCMC), Paphos, 439–444, 2016. doi: 10.1109/IWCMC.2016.7577098.
- 7. Petric T, Goessens M, Nuaymi L, Toutain L, Pelov A. Measurements, performance and analysis of LoRa FABIAN, a realworld implementation of LPWAN. Paper presented at the IEEE 27th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), Valencia, 1–7, 2016. doi: 10.1109/PIMRC.2016.7794569.
- 8. Petajajarvi J, Mikhaylov K, Roivainen A, Hanninen T, Pettissalo
M. On the coverage of LPWANs: Range evaluation and channel attenuation model for LoRa technology. Paper presented at the 14th International Conference on ITS Telecommunications (ITST), Copenhagen, 55–59, 2015. doi: 10.1109/ITST.2015.7377400.
- 9. Lauridsen M, Nguyen H, Vejlgaard B, Kovacs IZ, Mogensen P, Sorensen M. Coverage comparison of GPRS, NB-IoT, LoRa, and SigFox in a 7800 km2 area. Paper presented at the IEEE 85th Vehicular Technology Conference (VTC Spring), Sydney, 1–5, 2017. doi: 10.1109/VTCSpring.2017.8108182.
- 10. Sanchez-Iborra R, Sanchez-Gomez J, Ballesta-Vinas J, Cano MD, Skarmeta AF. Performance evaluation of LoRa considering scenario conditions. Sensors 18(3) (2018) 772. doi:10.3390/s18030772.
- 11. Iova O, Murphy AL, Picco GP, Ghiro L, Molteni D. LoRa from the city to the mountains: Exploration of hardware and environmental factors. Paper presented at the 2017 International Conference on Embedded Wireless Systems and Networks, Sweden, 317–322, 2017.
- 12. Del Campo G, Gomez I, Calatrava S, Martinez R, Santamaria A. Power distribution monitoring using LoRa: Coverage analysis in suburban areas. Paper presented at the 2018 International Conference on Embedded Wireless Systems and Networks, Madrid, 233–238, 2018.
- 13. Abrardo A, Pozzebon A. A Multi-hop LoRa linear sensor network for the monitoring of underground environments: The case of the medieval aqueducts in Siena, Italy. Sensors 19 (2019) 402. doi: 10.3390/s19020402.
- 14. Abrardo A, Fort A, Landi E, Mugnaini M, Panzardi E, Pozzebon A. Black powder flow monitoring in pipelines by means of multi-hop LoRa networks. Paper presented at the II Workshop on Metrology for Industry 4.0 and IoT (MetroInd4.0&IoT), Naples, Italy, 312-316, 2019. doi: 10.1109/METROI4.2019.8792890.
- 15. Kara A, Imran MAA, Karadag K. Linear wireless sensor networks for cathodic protection monitoring of pipelines. Paper presented at the IEEE International Conference on Mechatronics, Robotics and Systems Engineering, Bali, 233–236, 2019. doi:10.1109/MoRSE48060.2019.8998664.
- 16. Harinda E, Hosseinzadeh S, Larijani H, Gibson RM. Comparative performance analysis of empirical propagation models for LoRaWAN 868MHz in an urban scenario. Paper presented at the IEEE 5th World Forum on Internet of Things (WF-IoT), Limerick, Ireland, 154–159, 2019. doi: 10.1109/WF-IoT.2019.8767245.
- 17. Jörke P, Böcker S, Liedmann F, Wietfeld C. Urban channel models for smart city IoT-networks based on empirical measurements of LoRa-links at 433 and 868 MHz. Paper presented at the IEEE 28th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), Montreal, 1–6, 2017. doi: 10.1109/PIMRC.2017.8292708.
- 18. Paredes M, Bertoldo S, Carosso L, Lucianaz C, Marchetta E, Allegretti M, Savi P. Propagation measurements for a LoRa network in an urban environment. Journal of Electromagnetic Waves and Applications 33(15) (2019) 2022–2036. doi: 10.1080/09205071.2019.1661287.
- 19. Linka H, Michael R, Aliuy OG, Jonas K. Path loss models for low-power wide-area networks: Experimental results using LoRa. Paper presented at the VDE ITG-Fachbericht Mobilkommunikation, Osnabruck, Germany, 1–5, 2018.
- 20. El Chall R, Lahoud S, El Helou M. LoRaWAN network: Radio propagation models and performance evaluation in various environments in Lebanon. IEEE Internet of Things Journal 6(2)(2019) 2366–2378. doi: 10.1109/JIOT.2019.2906838.
- 21. Yilmaz VS, Bilgin G, Aydin E, Kara A. Miniaturised antenna at sub-GHz band for industrial remote controllers. IET Microwaves, Antennas & Propagation 13(9) (2019) 1408–1413. doi: 10.1049/iet-map.2018.5886.
- 22. SEMTECH LoRa SX1276 Datasheet. Available online (last accessed on 12.11.2020): https://www.semtech.com/products/wireless-rf/lora-transceivers/sx1276.
- 23. Bertoni HL. Radio Propagation for Modern Wireless Systems, Prentice-Hall, London, 2000.
- 24. Rappaport TS. Wireless Communications: Principles and Practice, Prentice-Hall, Upper Saddle River, New Jersey, 2009.
- 25. Okumura T, Ohmori E, Fukuda K. Field strength and its variability in VHF and UHF land mobile service. Review Electrical Communication Laboratory 16(9-10) (1968) 825–873.
- 26. Hata, M. Empirical formula for propagation loss in land mobile radio services. IEEE Transactions on Vehicular Technology 29(3)(1980) 317–325. doi: 10.1109/T-VT.1980.23859.
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Performance Evaluation of Empirical Path Loss Models for a Linear Wireless Sensor Network Deployment in Suburban and Rural Environments
Year 2020,
Volume: 7 Issue: 4, 313 - 320, 31.12.2020
Yaser Dalveren
,
Ali Kara
Abstract
This article presents a preliminary propagation study on the accuracy of empirical path loss models for efficient planning and deployment of a linear wireless sensor network (LWSN) based on long range (LoRa) enabled sensor nodes in suburban and rural environments. Real-world deployment of such network requires accurate path loss modelling to estimate the network coverage and performance. Although several models have been studied in the literature to predict the path loss for LoRa links, the assessment of empirical path loss models within the context of low-height peer to peer configured system has not been provided yet. Therefore, this study aims at providing a performance evaluation of well-known empirical path loss models including the Log-distance, Okumura, Hata, and COST-231 Hata model in a peer to peer configured system where the sensor nodes are deployed at the same low heights. To this end, firstly, measurement campaigns are carried out in suburban and rural environments by utilizing LoRa enabled sensor nodes operating at 868 MHz band. The measured received signal strength values are then compared with the predicted values to assess the prediction accuracy of the models. The results achieved from this study show that the Okumura model has higher accuracy.
References
- 1. Jawhar I, Mohamed N, Agrawal DP. Linear wireless sensor networks: Classification and applications. Journal of Network and Computer Applications 34(5) (2011) 1671–1682. doi: 10.1016/j. jnca.2011.05.006.
- 2. Centenaro M, Vangelista L, Zanella A, Zorzi M. Long-range communications in unlicensed bands: The rising stars in the IoT and smart city scenarios. IEEE Wireless Communications 23(5)(2016) 60–67. doi: 10.1109/MWC.2016.7721743.
- 3. Neumann P, Montavont J, Noël T. Indoor deployment of lowpower wide area networks (LPWAN): A LoRaWAN case study. Paper presented at the IEEE 12th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), New York, 1–8, 2016. doi: 10.1109/WiMOB.2016.7763213.
- 4. Petajajarvi J, Mikhaylov K, Yasmin R, Hamalainen M, Iinatti J. Evaluation of LoRa LPWAN technology for indoor remote health and wellbeing monitoring. International Journal of Wireless Information Networks 24(2) (2017) 153–165. doi: s10776-017-0341-8.
- 5. Gregora L, Vojtech L, Neruda M. Indoor signal propagation of LoRa technology. Paper presented at the 17th International Conference on Mechatronics - Mechatronika (ME), Prague, 1–4, 2016.
- 6. Nolan KE, Guibene W, Kelly MY. An evaluation of low power wide area network technologies for the Internet of Things. Paper presented at the International Wireless Communications and Mobile Computing Conference (IWCMC), Paphos, 439–444, 2016. doi: 10.1109/IWCMC.2016.7577098.
- 7. Petric T, Goessens M, Nuaymi L, Toutain L, Pelov A. Measurements, performance and analysis of LoRa FABIAN, a realworld implementation of LPWAN. Paper presented at the IEEE 27th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), Valencia, 1–7, 2016. doi: 10.1109/PIMRC.2016.7794569.
- 8. Petajajarvi J, Mikhaylov K, Roivainen A, Hanninen T, Pettissalo
M. On the coverage of LPWANs: Range evaluation and channel attenuation model for LoRa technology. Paper presented at the 14th International Conference on ITS Telecommunications (ITST), Copenhagen, 55–59, 2015. doi: 10.1109/ITST.2015.7377400.
- 9. Lauridsen M, Nguyen H, Vejlgaard B, Kovacs IZ, Mogensen P, Sorensen M. Coverage comparison of GPRS, NB-IoT, LoRa, and SigFox in a 7800 km2 area. Paper presented at the IEEE 85th Vehicular Technology Conference (VTC Spring), Sydney, 1–5, 2017. doi: 10.1109/VTCSpring.2017.8108182.
- 10. Sanchez-Iborra R, Sanchez-Gomez J, Ballesta-Vinas J, Cano MD, Skarmeta AF. Performance evaluation of LoRa considering scenario conditions. Sensors 18(3) (2018) 772. doi:10.3390/s18030772.
- 11. Iova O, Murphy AL, Picco GP, Ghiro L, Molteni D. LoRa from the city to the mountains: Exploration of hardware and environmental factors. Paper presented at the 2017 International Conference on Embedded Wireless Systems and Networks, Sweden, 317–322, 2017.
- 12. Del Campo G, Gomez I, Calatrava S, Martinez R, Santamaria A. Power distribution monitoring using LoRa: Coverage analysis in suburban areas. Paper presented at the 2018 International Conference on Embedded Wireless Systems and Networks, Madrid, 233–238, 2018.
- 13. Abrardo A, Pozzebon A. A Multi-hop LoRa linear sensor network for the monitoring of underground environments: The case of the medieval aqueducts in Siena, Italy. Sensors 19 (2019) 402. doi: 10.3390/s19020402.
- 14. Abrardo A, Fort A, Landi E, Mugnaini M, Panzardi E, Pozzebon A. Black powder flow monitoring in pipelines by means of multi-hop LoRa networks. Paper presented at the II Workshop on Metrology for Industry 4.0 and IoT (MetroInd4.0&IoT), Naples, Italy, 312-316, 2019. doi: 10.1109/METROI4.2019.8792890.
- 15. Kara A, Imran MAA, Karadag K. Linear wireless sensor networks for cathodic protection monitoring of pipelines. Paper presented at the IEEE International Conference on Mechatronics, Robotics and Systems Engineering, Bali, 233–236, 2019. doi:10.1109/MoRSE48060.2019.8998664.
- 16. Harinda E, Hosseinzadeh S, Larijani H, Gibson RM. Comparative performance analysis of empirical propagation models for LoRaWAN 868MHz in an urban scenario. Paper presented at the IEEE 5th World Forum on Internet of Things (WF-IoT), Limerick, Ireland, 154–159, 2019. doi: 10.1109/WF-IoT.2019.8767245.
- 17. Jörke P, Böcker S, Liedmann F, Wietfeld C. Urban channel models for smart city IoT-networks based on empirical measurements of LoRa-links at 433 and 868 MHz. Paper presented at the IEEE 28th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), Montreal, 1–6, 2017. doi: 10.1109/PIMRC.2017.8292708.
- 18. Paredes M, Bertoldo S, Carosso L, Lucianaz C, Marchetta E, Allegretti M, Savi P. Propagation measurements for a LoRa network in an urban environment. Journal of Electromagnetic Waves and Applications 33(15) (2019) 2022–2036. doi: 10.1080/09205071.2019.1661287.
- 19. Linka H, Michael R, Aliuy OG, Jonas K. Path loss models for low-power wide-area networks: Experimental results using LoRa. Paper presented at the VDE ITG-Fachbericht Mobilkommunikation, Osnabruck, Germany, 1–5, 2018.
- 20. El Chall R, Lahoud S, El Helou M. LoRaWAN network: Radio propagation models and performance evaluation in various environments in Lebanon. IEEE Internet of Things Journal 6(2)(2019) 2366–2378. doi: 10.1109/JIOT.2019.2906838.
- 21. Yilmaz VS, Bilgin G, Aydin E, Kara A. Miniaturised antenna at sub-GHz band for industrial remote controllers. IET Microwaves, Antennas & Propagation 13(9) (2019) 1408–1413. doi: 10.1049/iet-map.2018.5886.
- 22. SEMTECH LoRa SX1276 Datasheet. Available online (last accessed on 12.11.2020): https://www.semtech.com/products/wireless-rf/lora-transceivers/sx1276.
- 23. Bertoni HL. Radio Propagation for Modern Wireless Systems, Prentice-Hall, London, 2000.
- 24. Rappaport TS. Wireless Communications: Principles and Practice, Prentice-Hall, Upper Saddle River, New Jersey, 2009.
- 25. Okumura T, Ohmori E, Fukuda K. Field strength and its variability in VHF and UHF land mobile service. Review Electrical Communication Laboratory 16(9-10) (1968) 825–873.
- 26. Hata, M. Empirical formula for propagation loss in land mobile radio services. IEEE Transactions on Vehicular Technology 29(3)(1980) 317–325. doi: 10.1109/T-VT.1980.23859.
- 27. COST Action 231. Digital mobile radio towards future generation systems, final report. European Communities (1999) EUR 18957.