Deteksi Suhu Tubuh dan Masker untuk Kendali Portal Otomatis Menggunakan Machine Learning
DOI:
https://doi.org/10.30595/techno.v24i2.19267Keywords:
Mask detection, Temperature detection, Machine learning, Automatic portal, MLX90614 temperature sensorAbstract
Pendemi Covid-19 pernah terjadi di akhir tahun 2019, walau pandemi sudah berlalu untuk usaha pencegahan kasus yang sama maka pengecekan suhu tubuh dan masker masih diberlakukan terutama ditempat publik misalnya di kantor perbankan dan sebagainya dan kenyataanya virus dapat bermutasi dan pernah ditemukan variannya. Penelitian ini merupakan penelitian lanjutan dari penulis tentang deteksi masker dengan menambahkan fitur pengecekan suhu tubuh untuk kontrol otomatis sistem buka tutup portal. Implementasi sistem dilakukan di mesin android model hasil pelatihan deteksi masker dilatih menggunakan machine learning dan deteksi suhu menggunakan sensor non kontak MLX90614. Berdasarkan pengujian sistem telah bekerja dengan baik, portal akan membuka secara otomatis jika pengunjung menggunakan masker dan suhu tubuh dibawah 37,5 oC.References
[1] S. Prusty, S. Patnaik, and S. K. Dash, ‘Exploratory Data Analysis on SARS-CoV-2 Variants in India: especially Omicron (B.1.1.529) as of 6th December 2021’, in 2022 International Conference on Decision Aid Sciences and Applications (DASA), IEEE, Mar. 2022, pp. 94–99. doi: 10.1109/DASA54658.2022.9765313.
[2] I. B. Venkateswarlu, J. Kakarla, and S. Prakash, ‘Face mask detection using MobileNet and Global Pooling Block’, in 2020 IEEE 4th Conference on Information & Communication Technology (CICT), IEEE, Dec. 2020, pp. 1–5. doi: 10.1109/CICT51604.2020.9312083.
[3] A. S. Joshi, S. S. Joshi, G. Kanahasabai, R. Kapil, and S. Gupta, ‘Deep Learning Framework to Detect Face Masks from Video Footage’, Proceedings - 2020 12th International Conference on Computational Intelligence and Communication Networks, CICN 2020, pp. 435–440, Nov. 2020, doi: 10.1109/CICN49253.2020.9242625.
[4] T. Nadu, T. Nadu, T. Nadu, and T. Nadu, ‘Face Mask Detection’, International Journal of Advanced Trends in Computer Science and Engineering, vol. 10, no. 3, pp. 1520–1523, Jun. 2021, doi: 10.30534/ijatcse/2021/051032021.
[5] A. J. Taufiq and L. Hayat, ‘Prototipe Alat Pendeteksi Pengguna Masker Sebagai Upaya Pencegahan Covid-19’, Purwokerto, 2021.
[6] I. A. Rachimi and F. Utaminingrum, ‘Deteksi Masker dan Suhu Tubuh untuk Kendali Portal Otomatis Menggunakan CNN sebagai Pencegahan Penularan SARS-CoV-2’, 2021. [Online]. Available: http://j-ptiik.ub.ac.id
[7] S. Susanto, F. A. Putra, R. Analia, and I. K. L. N. Suciningtyas, ‘The face mask detection for preventing the spread of COVID-19 at politeknik negeri batam’, Proceedings of ICAE 2020 - 3rd International Conference on Applied Engineering, pp. 3–7, 2020, doi: 10.1109/ICAE50557.2020.9350556.
[8] A. J. Taufiq, M. T. Tamam, and S. Susiyadi, ‘Perancangan Sistem Buka Tutup Pintu Area Terbatas Berdasarkan Deteksi Masker’, JRST (Jurnal Riset Sains dan Teknologi), vol. 6, no. 2, p. 221, Nov. 2022, doi: 10.30595/jrst.v6i2.15449.
[9] C. Sathvik, S. Moorthy, K. Nidhi, and K. Badari Nath, ‘SmartZ COVID-19 Smart Door’, in 2021 IEEE International Conference on Computation System and Information Technology for Sustainable Solutions (CSITSS), IEEE, Dec. 2021, pp. 1–5. doi: 10.1109/CSITSS54238.2021.9683586.
[10] A. Hartono, R. G. Alfarizi, S. T. H. Putri, and E. Sanjaya, ‘Design and Development Integrated Sensor System for Measuring Body Temperature and Heart Rate’, in 2022 10th International Conference on Cyber and IT Service Management (CITSM), IEEE, Sep. 2022, pp. 1–4. doi: 10.1109/CITSM56380.2022.9935865.
[11] A. N. N. Chamim, J. Rinaldi, Y. Ardiyanto, I. Iswanto, and A. Ma’Arif, ‘Heart Rate and Body Temperature Monitoring Based on Android Operating System’, in Proceeding - 2020 2nd International Conference on Industrial Electrical and Electronics, ICIEE 2020, Institute of Electrical and Electronics Engineers Inc., Oct. 2020, pp. 143–148. doi: 10.1109/ICIEE49813.2020.9276750.
[12] V. Manuel Ionescu and F. Magda Enescu, ‘Low cost thermal sensor array for wide area monitoring’, in 2020 12th International Conference on Electronics, Computers and Artificial Intelligence (ECAI), IEEE, Jun. 2020, pp. 1–4. doi: 10.1109/ECAI50035.2020.9223193.
[13] A. Negi, K. Kumar, P. Chauhan, and R. S. Rajput, ‘Deep neural architecture for face mask detection on simulated masked face dataset against covid-19 pandemic’, Proceedings - IEEE 2021 International Conference on Computing, Communication, and Intelligent Systems, ICCCIS 2021, pp. 595–600, 2021, doi: 10.1109/ICCCIS51004.2021.9397196.
[14] A. J. Taufiq, M. T. Tamam, and Susiyadi, ‘Perancangan Sistem Buka Tutup Pintu Area Terbatas Berdasarkan Deteksi Masker’, JSRT, 2022, doi: 10.30595/jrst.xxxx.
[15] M. T. Tamam, A. J. Taufiq, and A. Kusumawati, ‘Design a system of measurement of heart rate, oxygen saturation in blood and body temperature with non-invasive method’, IOP Conf Ser Mater Sci Eng, vol. 403, no. 1, p. 012038, Oct. 2018, doi: 10.1088/1757-899X/403/1/012038.
[16] M. T. Tamam, A. J. Taufiq, A. Kusumawati, and D. Setiawan, ‘Visualization of measurement of heart rate, oxygen saturation in blood and body temperature with a non-invasive method’, IOP Conf Ser Mater Sci Eng, vol. 674, no. 1, p. 012032, Nov. 2019, doi: 10.1088/1757-899X/674/1/012032.
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