Sistem Monitoring Laju Pernapasan Pada Olahraga Yoga Berdasarkan Sinyal Elektrokardiogram Berbasis Shimmer
Kata Kunci:
Elektrokardiogram, Laju Pernapasan, Yoga, Sistem Monitoring, Shimmer EKGAbstrak
Pemantauan detak jantung terkait dengan laju pernapasan menjadi tantangan bagi instruktur yoga dalam memaksimalkan pemantauan aspek yang sulit dimonitor selama latihan, selain aspek postur tubuh peserta pada gerakan latihan. Penelitian ini mengembangkan sistem monitoring laju pernapasan berbasis sinyal elektrokardiogram (ECG) menggunakan perangkat Shimmer ECG yang dioperasikan pada MATLAB secara real-time. Sistem ini dirancang untuk mendukung pelatihan yoga dengan menyediakan estimasi laju pernapasan secara real-time menggunakan sinyal elektrokardiogram. Estimasi dilakukan menggunakan algoritma Pan-Tompkins untuk mendeteksi kompleks QRS, dilanjutkan dengan perhitungan Root Mean Square (RMS) dan analisis frekuensi puncak dari spektrum daya melalui Fast Fourier Transform (FFT) untuk menentukan frekuensi pernapasan. Hasil dari sistem ini ditampilkan pada Graphical User Interface (GUI) berupa plot sinyal ECG, detak jantung (heart rate), estimasi laju pernapasan, dan klasifikasi tingkat estimasi laju pernapasan. Berdasarkan analisis kesesuaian deteksi puncak R sinyal ECG menggunakan metode Pan-Tompkins, diperoleh akurasi sebesar 81,55%, yang didapatkan dari pengujian terhadap 15 data. Pengukuran algoritma estimasi laju pernapasan yang dibandingkan dengan perhitungan manual menghasilkan nilai akurasi sebesar 92,68%. Sistem mencatat rata-rata waktu komputasi sebesar 1,46 detik untuk algoritma estimasi laju pernapasan.
Referensi
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Migliaccio, G.M., Russo, L., Maric, M. and Padulo, J., 2023. Sports performance and breathing rate: What is the connection? A narrative review on breathing strategies. Sports, 11(5), p.103.
Epe, J., Stark, R. and Ott, U., 2021. Different effects of four yogic breathing techniques on mindfulness, stress, and well-being. OBM Integrative and Complementary Medicine, 6(3), pp.1-21.
Roberts Jr, J.D., Walton, R.D., Loyer, V., Bernus, O. and Kulkarni, K., 2024. Open-source software for respiratory rate estimation using single-lead electrocardiograms. Scientific Reports, 14(1), p.167.
Nasution, A., Rosohadi, I.R., Anggoro, W. and Setiadi, I.C., 2021, March. Calibrating a non-contact and low-cost respiratory monitoring system based on Digital Correlation Technique. In Fourth International Seminar on Photonics, Optics, and Its Applications (ISPhOA 2020) (Vol. 11789, pp. 140-147). SPIE.
Puranik, A., Kanthi, M. and Nayak, A.V., 2021. Wearable device for yogic breathing with real-time heart rate and posture monitoring. Journal of Medical Signals & Sensors, 11(4), pp.253-261.
Dewa, M.I., Widasari, E.R. and Fitriyah, H., 2024. Analisis Perbandingan Performa Algoritma Pendeteksi Puncak R pada Realtime Akuisisi Sinyal Electrocardiography berbasis Shimmer. Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, 8(1), pp.82-87.
Shimmer Sensing. (n.d.). Shimmer3 ECG unit. Shimmer Sensing. Available at: https://shimmersensing.com/product/shimmer3-ecg-unit-2/ [Accessed 31 Agustus 2024].
Cappiello, G., Das, S., Mazomenos, E.B., Maharatna, K., Koulaouzidis, G., Morgan, J. and Puddu, P.E., 2014. A statistical index for early diagnosis of ventricular arrhythmia from the trend analysis of ECG phase-portraits. Physiological measurement, 36(1), p.107.
Rizki, R., 2022. Pengaplikasian matlab pada perhitungan matriks. Papanda Journal of Mathematics and Science Research, 1(2), pp.81-93.
Efendi, S., Arman, A., Sriyanah, N. and Ilyas, H., 2023. Edukasi Penanganan Kegawatdaruratan Kardiovaskuler: Interpertasi EKG Kepada Perawat Di Rumah Sakit Grestelina Makassar. ARSY: Jurnal Aplikasi Riset kepada Masyarakat, 3(2), pp.307-313.
Pertiwi, G.R. and Jailani, M.S., 2023. Jenis Jenis Penelitian Ilmiah Kependidikan. QOSIM: Jurnal Pendidikan, Sosial & Humaniora, 1(1), pp.41-52.
Okpatrioka, O., 2023. Research and development (R&D) penelitian yang inovatif dalam pendidikan. Dharma Acariya Nusantara: Jurnal Pendidikan, Bahasa dan Budaya, 1(1), pp.86-100.
Melyana, M. and Sarotama, A., 2019. Implementasi peringatan abnormalitas tanda-tanda vital pada telemedicine workstation. Prosiding Semnastek.
Puranik, K.A. and Kanthi, M., 2019, February. Wearable device for yogic breathing. In 2019 Amity International Conference on Artificial Intelligence (AICAI) (pp. 605-610). IEEE.
Liu, H., Allen, J., Zheng, D. and Chen, F., 2019. Recent development of respiratory rate measurement technologies. Physiological measurement, 40(7), p.07TR01.
Zuriansyah, T.M.A., Darliana, D. and Husna, C., 2022. MOTIVASI MEMPELAJARI ELEKTROKARDIOGRAM PADA MAHASISWA FAKULTAS KEPERAWATAN. Jurnal Ilmiah Mahasiswa Fakultas Keperawatan, 6(1).
Okvironi, A. and Setyawan, R.Y., 2020, November. Pemantauan Detak Jantung Sinyal EKG Melalui Jaringan LoRa. In Prosiding Seminar Nasional Terapan Riset Inovatif (SENTRINOV) (Vol. 6, No. 1, pp. 321-328).
Dewa, M.I., Widasari, E.R. and Fitriyah, H., 2024. Analisis Perbandingan Performa Algoritma Pendeteksi Puncak R pada Realtime Akuisisi Sinyal Electrocardiography berbasis Shimmer. Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, 8(1), pp.82-87.
Jones, S.A., 2021. ECG notes: Interpretation and management guide. FA Davis.
Arisman, A., Okilanda, A., Putra, D.D. and Lanos, M.E.C., 2021. Yoga Resistance to Increase Concentration Archery Accuracy. Jurnal Patriot, 3(1), pp.63-70.
Kurniawati, A. and Akbar, H., 2023. Pengembangan Mobile Aplikasi untuk Penderita Epilepsi Menggunakan Sinyal EEG dan Sinyal ECG. Journal of Computer Engineering, Network, and Intelligent Multimedia, 1(1), pp.28-43.
Guna, H.P. and Purwoko, H., 2020. Vital Sign Monitor. Medika Teknika: Jurnal Teknik Elektromedik Indonesia, 1(2), pp.52-58.
Wihantoro, W., Haryadi, A. and Ferdiyan, A., 2021. Pengukuran laju pernapasan (respiration rate, RR) berbasis beda suhu pernapasan. Jurnal Teras Fisika: Teori, Modeling, dan Aplikasi Fisika, 4(2), pp.213-218.
Fariha, M.A.Z., Ikeura, R., Hayakawa, S. and Tsutsumi, S., 2020, June. Analysis of Pan-Tompkins algorithm performance with noisy ECG signals. In Journal of Physics: Conference Series (Vol. 1532, No. 1, p. 012022). IOP Publishing.
Rahman, M.O., Augustyniak, P. and Olejarczyk, E., 2024, May. The QRS detection using the Modified Pan-Tompkins algorithm. In 2024 IEEE International Workshop on Metrology for Industry 4.0 & IoT (MetroInd4. 0 & IoT) (pp. 328-332). IEEE.
Wu, X., Wang, Z., Xu, B. and Ma, X., 2020, August. Optimized pan-tompkins based heartbeat detection algorithms. In 2020 Chinese Control And Decision Conference (CCDC) (pp. 892-897). IEEE.
Abd-jabbar, E.Y., Al-Hatab, M.M.M., Qasim, M.A. and Fadhil, M.A., 2023. Clinical Fusion for Real-Time Complex QRS Pattern Detection in Wearable ECG Using the Pan-Tompkins Algorithm. Fusion: Practice and Application (FPA), 12(2), pp.172-184.
Microbe Notes. (2023). Gambar Sinyal Electrocardiogram (ECG) [Online]. Tersedia di: https://microbenotes.com/wp-content/uploads/2023/09/Electrocardiogram-ECG.jpeg (Diakses: 3 September 2024).
Shimmersensing. (n.d.). Gambar Pemasangan Shimmer ECG [Online]. Tersedia di: https://shimmersensing.com/wp-content/uploads/2021/07/w12a9558-1-scaled.jpg (Diakses: 7 September 2024).
Pascoe, M.C., J de Manincor, M., Hallgren, M., Baldwin, P.A., Tseberja, J. and Parker, A.G., 2021. Psychobiological mechanisms underlying the mental health benefits of yoga-based interventions: a narrative review. Mindfulness, pp.1-13.
Migliaccio, G.M., Russo, L., Maric, M. and Padulo, J., 2023. Sports performance and breathing rate: What is the connection? A narrative review on breathing strategies. Sports, 11(5), p.103.
Epe, J., Stark, R. and Ott, U., 2021. Different effects of four yogic breathing techniques on mindfulness, stress, and well-being. OBM Integrative and Complementary Medicine, 6(3), pp.1-21.
Roberts Jr, J.D., Walton, R.D., Loyer, V., Bernus, O. and Kulkarni, K., 2024. Open-source software for respiratory rate estimation using single-lead electrocardiograms. Scientific Reports, 14(1), p.167.
Nasution, A., Rosohadi, I.R., Anggoro, W. and Setiadi, I.C., 2021, March. Calibrating a non-contact and low-cost respiratory monitoring system based on Digital Correlation Technique. In Fourth International Seminar on Photonics, Optics, and Its Applications (ISPhOA 2020) (Vol. 11789, pp. 140-147). SPIE.
Puranik, A., Kanthi, M. and Nayak, A.V., 2021. Wearable device for yogic breathing with real-time heart rate and posture monitoring. Journal of Medical Signals & Sensors, 11(4), pp.253-261.
Dewa, M.I., Widasari, E.R. and Fitriyah, H., 2024. Analisis Perbandingan Performa Algoritma Pendeteksi Puncak R pada Realtime Akuisisi Sinyal Electrocardiography berbasis Shimmer. Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, 8(1), pp.82-87.
Shimmer Sensing. (n.d.). Shimmer3 ECG unit. Shimmer Sensing. Available at: https://shimmersensing.com/product/shimmer3-ecg-unit-2/ [Accessed 31 Agustus 2024].
Cappiello, G., Das, S., Mazomenos, E.B., Maharatna, K., Koulaouzidis, G., Morgan, J. and Puddu, P.E., 2014. A statistical index for early diagnosis of ventricular arrhythmia from the trend analysis of ECG phase-portraits. Physiological measurement, 36(1), p.107.
Rizki, R., 2022. Pengaplikasian matlab pada perhitungan matriks. Papanda Journal of Mathematics and Science Research, 1(2), pp.81-93.
Efendi, S., Arman, A., Sriyanah, N. and Ilyas, H., 2023. Edukasi Penanganan Kegawatdaruratan Kardiovaskuler: Interpertasi EKG Kepada Perawat Di Rumah Sakit Grestelina Makassar. ARSY: Jurnal Aplikasi Riset kepada Masyarakat, 3(2), pp.307-313.
Pertiwi, G.R. and Jailani, M.S., 2023. Jenis Jenis Penelitian Ilmiah Kependidikan. QOSIM: Jurnal Pendidikan, Sosial & Humaniora, 1(1), pp.41-52.
Okpatrioka, O., 2023. Research and development (R&D) penelitian yang inovatif dalam pendidikan. Dharma Acariya Nusantara: Jurnal Pendidikan, Bahasa dan Budaya, 1(1), pp.86-100.
Melyana, M. and Sarotama, A., 2019. Implementasi peringatan abnormalitas tanda-tanda vital pada telemedicine workstation. Prosiding Semnastek.
Puranik, K.A. and Kanthi, M., 2019, February. Wearable device for yogic breathing. In 2019 Amity International Conference on Artificial Intelligence (AICAI) (pp. 605-610). IEEE.
Liu, H., Allen, J., Zheng, D. and Chen, F., 2019. Recent development of respiratory rate measurement technologies. Physiological measurement, 40(7), p.07TR01.
Zuriansyah, T.M.A., Darliana, D. and Husna, C., 2022. MOTIVASI MEMPELAJARI ELEKTROKARDIOGRAM PADA MAHASISWA FAKULTAS KEPERAWATAN. Jurnal Ilmiah Mahasiswa Fakultas Keperawatan, 6(1).
Okvironi, A. and Setyawan, R.Y., 2020, November. Pemantauan Detak Jantung Sinyal EKG Melalui Jaringan LoRa. In Prosiding Seminar Nasional Terapan Riset Inovatif (SENTRINOV) (Vol. 6, No. 1, pp. 321-328).
Dewa, M.I., Widasari, E.R. and Fitriyah, H., 2024. Analisis Perbandingan Performa Algoritma Pendeteksi Puncak R pada Realtime Akuisisi Sinyal Electrocardiography berbasis Shimmer. Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, 8(1), pp.82-87.
Jones, S.A., 2021. ECG notes: Interpretation and management guide. FA Davis.
Arisman, A., Okilanda, A., Putra, D.D. and Lanos, M.E.C., 2021. Yoga Resistance to Increase Concentration Archery Accuracy. Jurnal Patriot, 3(1), pp.63-70.
Kurniawati, A. and Akbar, H., 2023. Pengembangan Mobile Aplikasi untuk Penderita Epilepsi Menggunakan Sinyal EEG dan Sinyal ECG. Journal of Computer Engineering, Network, and Intelligent Multimedia, 1(1), pp.28-43.
Guna, H.P. and Purwoko, H., 2020. Vital Sign Monitor. Medika Teknika: Jurnal Teknik Elektromedik Indonesia, 1(2), pp.52-58.
Wihantoro, W., Haryadi, A. and Ferdiyan, A., 2021. Pengukuran laju pernapasan (respiration rate, RR) berbasis beda suhu pernapasan. Jurnal Teras Fisika: Teori, Modeling, dan Aplikasi Fisika, 4(2), pp.213-218.
Fariha, M.A.Z., Ikeura, R., Hayakawa, S. and Tsutsumi, S., 2020, June. Analysis of Pan-Tompkins algorithm performance with noisy ECG signals. In Journal of Physics: Conference Series (Vol. 1532, No. 1, p. 012022). IOP Publishing.
Rahman, M.O., Augustyniak, P. and Olejarczyk, E., 2024, May. The QRS detection using the Modified Pan-Tompkins algorithm. In 2024 IEEE International Workshop on Metrology for Industry 4.0 & IoT (MetroInd4. 0 & IoT) (pp. 328-332). IEEE.
Wu, X., Wang, Z., Xu, B. and Ma, X., 2020, August. Optimized pan-tompkins based heartbeat detection algorithms. In 2020 Chinese Control And Decision Conference (CCDC) (pp. 892-897). IEEE.
Abd-jabbar, E.Y., Al-Hatab, M.M.M., Qasim, M.A. and Fadhil, M.A., 2023. Clinical Fusion for Real-Time Complex QRS Pattern Detection in Wearable ECG Using the Pan-Tompkins Algorithm. Fusion: Practice and Application (FPA), 12(2), pp.172-184.
Microbe Notes. (2023). Gambar Sinyal Electrocardiogram (ECG) [Online]. Tersedia di: https://microbenotes.com/wp-content/uploads/2023/09/Electrocardiogram-ECG.jpeg (Diakses: 3 September 2024).
Shimmersensing. (n.d.). Gambar Pemasangan Shimmer ECG [Online]. Tersedia di: https://shimmersensing.com/wp-content/uploads/2021/07/w12a9558-1-scaled.jpg (Diakses: 7 September 2024).
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