Research Article
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Bir fren balata fabrikasının LoRa iletişim tabanlı izlenmesi

Year 2025, Volume: 5 Issue: 2, 871 - 883, 31.07.2025
https://doi.org/10.61112/jiens.1705527

Abstract

Bu çalışmada, nesnelerin interneti (IoT) teknolojisi kullanılarak bir balata fabrikası ortamında uzun mesafe (LoRa) haberleşme protokolü ile veri toplama ve analiz çalışması gerçekleştirilmiştir. Pres makinelerine entegre edilen özel tasarım veri toplama modülleri, makinelerin çalışma ve duruş sürelerini, hata verilerini gerçek zamanlı olarak kaydetmiş ve bu veriler LoRa protokolü ile bir ana ağ geçidine iletilmiştir. Toplanan veriler, SQL tabanlı bir veri tabanında depolanmış ve kullanıcıların üretim süreçlerini izleyebileceği bir ara yüz tasarlanmıştır. Bu ara yüz ile kullanıcıların üretim süreçlerini izleyip analiz etmelerine ve gerektiğinde müdahale etmelerine olanak tanınmıştır. Elde edilen sonuçlara göre LoRa tabanlı sistemlerin düşük maliyetli, esnek ve enerji verimli bir çözüm sunduğunu, üretim süreçlerini optimize ederek operasyonel verimliliği artırdığını göstermiştir.

References

  • Groumpos PP (2021) A critical historical and scientific overview of all industrial revolutions. IFAC-PapersOnLine 54(13):464-471. https://doi.org/10.1016/j.ifacol.2021.10.492
  • Griffiths F, Ooi M (2018) The fourth industrial revolution-Industry 4.0 and IoT [Trends in Future I&M]. IEEE Instrumentation & Measurement Magazine 21(6):29-43. https://doi.org/10.1109/MIM.2018.8573590
  • de Oliveira Gomes A, Basilio JC (2024) A fuzzy inference model to identify the current industry maturity stage in the transformation process to industry 4.0. IEEE Transactions on Automation Science and Engineering 21(2):1607-1622. https://doi.org/10.1109/TASE.2023.3242225
  • Maisiri W, van Dyk L, Coetzee R (2021) Development of an industry 4.0 competency maturity model. SAIEE Africa Research Journal 112(4):189-197.
  • Kim S, Choi Y, Lee S (2020) Emerging business opportunities based-on venture capital investment data in the fourth industrial revolution. IEEE Access 8:123419-123429. https://doi.org/10.1109/ACCESS.2020.3006269
  • Aldhaheri L, Alshehhi N, Manzil IIJ, Khalil RA, Javaid S, Saeed N, Alouini MS (2025) LoRa communication for agriculture 4.0: opportunities, challenges, and future directions. IEEE Internet of Things Journal 12(2):1380-1407. https://doi.org/10.1109/JIOT.2024.3486369
  • Pătru GC, Trancă DC, Costea CM, Rosner D, Rughiniş RV (2019) LoRA based, low power remote monitoring and control solution for industry 4.0 factories and facilities. In 2019 IEEE 18th RoEduNet Conference: Networking in Education and Research (RoEduNet), 1-6. https://doi.org/10.1109/ROEDUNET.2019.8909499
  • Bougaddou H, Cherkaoui N, Mouhib O (2024) Long-range, low-power for IoT devices: The LoRa network a review. In 2024 IEEE Mediterranean Smart Cities Conference (MSCC), 1-6. https://doi.org/10.1109/MSCC62288.2024.10697015
  • Raza U, Kulkarni P, Sooriyabandara M (2017) Low power wide area networks: an overview. IEEE Communications Surveys & Tutorials 19(2):855-873. https://doi.org/10.1109/COMST.2017.2652320
  • de Sao José AN, Chopinet N, Simon EP, Boé A, Vantroys T, Gransart C, Deniau V (2022) A comparative analysis of lora and lorawan in the presence of jammers and transient interference. In 2022 IEEE International Symposium on Electromagnetic Compatibility–EMC Europe, 586-591. https://doi.org/10.1109/EMCEurope51680.2022.9901081
  • Mekki K, Bajic E, Chaxel F, Meyer F (2019) A comparative study of LPWAN technologies for large-scale IoT deployment. ICT Express 5(1):1-7. https://doi.org/10.1016/j.icte.2017.12.005
  • Suhermanto DANK, Aribowo W, Shehadeh HA, Rahmadian R, Widyartono M, Wardani AL, Hermawan AC (2024) Monitoring dc motor based on LoRa and IoT. Journal of Robotics and Control (JRC) 5(1):54-61. https://doi.org/10.18196/jrc.v5i1.19642
  • Ghosh A, Misra S, Udutalapally V, Das D (2023) LoRaute: Routing messages in backhaul LoRa networks for underserved regions. IEEE Internet of Things Journal 10(22):19964– 19971. https://doi.org/10.1109/JIOT.2023.3281941
  • Özdemir İH, Gökrem L (2022) LoRaWAN teknolojisi kullanarak erken uyarı sistemi tasarımı ve uygulaması. Gaziosmanpaşa Bilimsel Araştırma Dergisi (GBAD) 11(2):194–207.
  • Shanmuga Sundaram JP, Du W, Zhao Z (2020) A survey on LoRa networking: Research problems, current solutions, and open issues. IEEE Communications Surveys & Tutorials, 22(1):371–388. https://doi.org/10.1109/COMST.2019.2949598
  • Zhang H, He L, Di Gioia F, Choi D, Elia A (2022) LoRaWAN-based internet of things (IoT) system for precision irrigation in plasticulture fresh-market tomato. Smart Agricultural Technology, 2. https://doi.org/10.1016/j.atech.2022.100053
  • Nguyen HD, Le Sommer N, Maheo Y (2024) Over-the-air firmware update in LoRaWAN networks: A new module-based approach. In 21st International Conference on Mobile Systems and Pervasive Computing (MobiSPC), Procedia Computer Science 241:154–161. https://doi.org/10.1016/j.procs.2024.08.022
  • Girolami M, Mavilia F, Berton A, Marrocco G, Bianco GM (2024) An experimental dataset for search and rescue operations in avalanche scenarios based on lora technology. IEEE Access,12. https://doi.org/10.1109/ACCESS.2024.3497654
  • Devalal S, Karthikeyan A (2018) LoRa technology-an overview. In 2018 IEEE second international conference on electronics, communication and aerospace technology (ICECA), 284-290. https://doi.org/10.1109/ICECA.2018.8474715
  • Idris S, Karunathilake T Förster A (2022) Survey and comparative study of LoRa-enabled simulators for internet of things and wireless sensor networks. Sensors 22(15):5546. https://doi.org/10.3390/s22155546
  • Noreen U, Bounceur A, Clavier L (2017) A study of LoRa low power and wide area network technology. In 2017 IEEE International Conference on Advanced Technologies for Signal and Image Processing (ATSIP), 1-6. https://doi.org/10.1109/ATSIP.2017.8075570
  • Rani D, Gill NS (2019) Review of various IoT standards and communication protocols. Int J Eng Res Technol 12(5):647-657.
  • Abderrahmane T, Nourredine A, Mohammed T (2024) Experimental analysis for comparison of wireless transmission technologies: Wi-Fi, Bluetooth, ZigBee and LoRa for mobile multi-robot in hostile sites. International Journal of Electrical and Computer Engineering (IJECE) 14(3):2753-2761. https://doi.org/10.11591/ijece.v14i3.pp2753-2761

LoRa communication based monitoring of a brake pad factory

Year 2025, Volume: 5 Issue: 2, 871 - 883, 31.07.2025
https://doi.org/10.61112/jiens.1705527

Abstract

In this study, data collection and analysis were carried out in a brake pad factory environment using Internet of Things (IoT) technology and a long-range (LoRa) communication protocol. Specially designed data collection modules integrated into the press machines recorded the machines' real-time running, downtime and error data, and transmitted this data to a central gateway via the LoRa protocol. The collected data was stored in an SQL-based database, and an interface was designed to allow users to monitor production processes. This interface allows users to monitor, analyze, and intervene in production processes when necessary. With the proposed system, daily production output increased by 9%, while fault detection times were reduced from 45 minutes to 20 minutes. Additionally, a 98% data transmission success rate was achieved without being affected by electromagnetic interference, even in an industrial environment such as a brake pad factory with a large operational area. The results indicated that LoRa-based systems offer a low-cost, flexible, and energy-efficient solution, enhancing operational efficiency by optimizing production processes.

Thanks

This study was prepared from the first author’s MSc thesis. We would like to thank Kale Balata Otomotiv Sanayi ve Ticaret A.Ş. for enabling the field tests of this thesis to be carried out.

References

  • Groumpos PP (2021) A critical historical and scientific overview of all industrial revolutions. IFAC-PapersOnLine 54(13):464-471. https://doi.org/10.1016/j.ifacol.2021.10.492
  • Griffiths F, Ooi M (2018) The fourth industrial revolution-Industry 4.0 and IoT [Trends in Future I&M]. IEEE Instrumentation & Measurement Magazine 21(6):29-43. https://doi.org/10.1109/MIM.2018.8573590
  • de Oliveira Gomes A, Basilio JC (2024) A fuzzy inference model to identify the current industry maturity stage in the transformation process to industry 4.0. IEEE Transactions on Automation Science and Engineering 21(2):1607-1622. https://doi.org/10.1109/TASE.2023.3242225
  • Maisiri W, van Dyk L, Coetzee R (2021) Development of an industry 4.0 competency maturity model. SAIEE Africa Research Journal 112(4):189-197.
  • Kim S, Choi Y, Lee S (2020) Emerging business opportunities based-on venture capital investment data in the fourth industrial revolution. IEEE Access 8:123419-123429. https://doi.org/10.1109/ACCESS.2020.3006269
  • Aldhaheri L, Alshehhi N, Manzil IIJ, Khalil RA, Javaid S, Saeed N, Alouini MS (2025) LoRa communication for agriculture 4.0: opportunities, challenges, and future directions. IEEE Internet of Things Journal 12(2):1380-1407. https://doi.org/10.1109/JIOT.2024.3486369
  • Pătru GC, Trancă DC, Costea CM, Rosner D, Rughiniş RV (2019) LoRA based, low power remote monitoring and control solution for industry 4.0 factories and facilities. In 2019 IEEE 18th RoEduNet Conference: Networking in Education and Research (RoEduNet), 1-6. https://doi.org/10.1109/ROEDUNET.2019.8909499
  • Bougaddou H, Cherkaoui N, Mouhib O (2024) Long-range, low-power for IoT devices: The LoRa network a review. In 2024 IEEE Mediterranean Smart Cities Conference (MSCC), 1-6. https://doi.org/10.1109/MSCC62288.2024.10697015
  • Raza U, Kulkarni P, Sooriyabandara M (2017) Low power wide area networks: an overview. IEEE Communications Surveys & Tutorials 19(2):855-873. https://doi.org/10.1109/COMST.2017.2652320
  • de Sao José AN, Chopinet N, Simon EP, Boé A, Vantroys T, Gransart C, Deniau V (2022) A comparative analysis of lora and lorawan in the presence of jammers and transient interference. In 2022 IEEE International Symposium on Electromagnetic Compatibility–EMC Europe, 586-591. https://doi.org/10.1109/EMCEurope51680.2022.9901081
  • Mekki K, Bajic E, Chaxel F, Meyer F (2019) A comparative study of LPWAN technologies for large-scale IoT deployment. ICT Express 5(1):1-7. https://doi.org/10.1016/j.icte.2017.12.005
  • Suhermanto DANK, Aribowo W, Shehadeh HA, Rahmadian R, Widyartono M, Wardani AL, Hermawan AC (2024) Monitoring dc motor based on LoRa and IoT. Journal of Robotics and Control (JRC) 5(1):54-61. https://doi.org/10.18196/jrc.v5i1.19642
  • Ghosh A, Misra S, Udutalapally V, Das D (2023) LoRaute: Routing messages in backhaul LoRa networks for underserved regions. IEEE Internet of Things Journal 10(22):19964– 19971. https://doi.org/10.1109/JIOT.2023.3281941
  • Özdemir İH, Gökrem L (2022) LoRaWAN teknolojisi kullanarak erken uyarı sistemi tasarımı ve uygulaması. Gaziosmanpaşa Bilimsel Araştırma Dergisi (GBAD) 11(2):194–207.
  • Shanmuga Sundaram JP, Du W, Zhao Z (2020) A survey on LoRa networking: Research problems, current solutions, and open issues. IEEE Communications Surveys & Tutorials, 22(1):371–388. https://doi.org/10.1109/COMST.2019.2949598
  • Zhang H, He L, Di Gioia F, Choi D, Elia A (2022) LoRaWAN-based internet of things (IoT) system for precision irrigation in plasticulture fresh-market tomato. Smart Agricultural Technology, 2. https://doi.org/10.1016/j.atech.2022.100053
  • Nguyen HD, Le Sommer N, Maheo Y (2024) Over-the-air firmware update in LoRaWAN networks: A new module-based approach. In 21st International Conference on Mobile Systems and Pervasive Computing (MobiSPC), Procedia Computer Science 241:154–161. https://doi.org/10.1016/j.procs.2024.08.022
  • Girolami M, Mavilia F, Berton A, Marrocco G, Bianco GM (2024) An experimental dataset for search and rescue operations in avalanche scenarios based on lora technology. IEEE Access,12. https://doi.org/10.1109/ACCESS.2024.3497654
  • Devalal S, Karthikeyan A (2018) LoRa technology-an overview. In 2018 IEEE second international conference on electronics, communication and aerospace technology (ICECA), 284-290. https://doi.org/10.1109/ICECA.2018.8474715
  • Idris S, Karunathilake T Förster A (2022) Survey and comparative study of LoRa-enabled simulators for internet of things and wireless sensor networks. Sensors 22(15):5546. https://doi.org/10.3390/s22155546
  • Noreen U, Bounceur A, Clavier L (2017) A study of LoRa low power and wide area network technology. In 2017 IEEE International Conference on Advanced Technologies for Signal and Image Processing (ATSIP), 1-6. https://doi.org/10.1109/ATSIP.2017.8075570
  • Rani D, Gill NS (2019) Review of various IoT standards and communication protocols. Int J Eng Res Technol 12(5):647-657.
  • Abderrahmane T, Nourredine A, Mohammed T (2024) Experimental analysis for comparison of wireless transmission technologies: Wi-Fi, Bluetooth, ZigBee and LoRa for mobile multi-robot in hostile sites. International Journal of Electrical and Computer Engineering (IJECE) 14(3):2753-2761. https://doi.org/10.11591/ijece.v14i3.pp2753-2761
There are 23 citations in total.

Details

Primary Language English
Subjects Cyberphysical Systems and Internet of Things, Stream and Sensor Data
Journal Section Research Article
Authors

Muhammed Eyüp Kaya 0009-0005-2787-2575

Akif Karafil 0000-0002-7844-9014

Submission Date May 24, 2025
Acceptance Date July 28, 2025
Publication Date July 31, 2025
Published in Issue Year 2025 Volume: 5 Issue: 2

Cite

APA Kaya, M. E., & Karafil, A. (2025). LoRa communication based monitoring of a brake pad factory. Journal of Innovative Engineering and Natural Science, 5(2), 871-883. https://doi.org/10.61112/jiens.1705527


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Journal of Innovative Engineering and Natural Science by İdris Karagöz is licensed under CC BY 4.0