Tinjauan Sistematis Sistem Prediksi Detak Jantung Secara Nirkontak

Authors

  • Hendra Setiawan Universitas Islam Indonesia
  • Isnatin Miladiyah Universitas Islam Indonesia
  • Satyo Nuryadi Universitas Islam Indonesia

Keywords:

nirkontak, elektroda, pengolahan citra, radar, ultrasonic, detak jantung

Abstract

Perkembangan penelitian tentang prediksi data rekam jantung secara nirkontak semakin marak. Banyak metode yang ditawarkan dengan berbagai macam keunggulan dan keterbatasannya. Kajian komprehensif tentang topik ini nampaknya menarik untuk dimunculkan ke permukaan. Melalui makalah ini tinjauan sistematis atas perkembangan teknologi rekam jantung secara nirkontak disajikan. Metode tinjauan sistematis meliputi pencarian literatur terkait, metode yang digunakan, unjuk kerja yang diperoleh, keunggulan dan keterbatasan yang dimilikinya. Hasil penelitian menunjukkan bahwa metode rekam jantung secara nirkontak secara umum dapat dikelompokkan ke dalam 4 (empat) kelompok, yaitu berbasis elektroda nirkontak, berbasis pengolahan citra, memanfaatkan efek dopler sinyal radar dan menggunakan efek dopler gelombang ultrasonik. Hasil kajian yang kami lakukan mendapatkan kesimpulan bahwa prediksi detak jantung berbasis pengolahan citra memiliki aspek terbaik untuk konsep deteksi nirkontak. Sehingga pengembangan keilmuan di bidang tersebut lebih direkomendasikan

Downloads

Download data is not yet available.

References

WHO, “Cardiovascular diseases (CVDs),” World Health Organization, 11 June 2021. [Online]. Available: https://www.who.int/news-room/fact sheets/detail/cardiovascular-diseases-(cvds). [Diakses 28 September 2023].

WHO, “Ageing and health,” World Health Organization, 1 October 2022. [Online]. Available: https://www.who.int/news-room/fact-sheets/detail/ageing-and-health. [Diakses 29 September 2023].

M. AlGhatrif dan J. Lindsay, “A brief review: history to understand fundamentals of electrocardiography,” Journal of community hospital internal medicine perspectives, vol. 2, no. 1, pp. 1-5, 2012.

O. S. Hoon, S. Lee, S. M. Kim dan J. H. Jeong, “Development of a heart rate detection algorithm using a non-contact doppler radar via signal elimination,” Biomedical Signal Processing and Control, vol. 64, p. 102314, 2021.

D. Shuqin, Y. Zhang, C. Ma, C. Zhu, Z. Gu, Q. Lv, B. Zhang, C. Li dan L. Ran, “Doppler cardiogram: A remote detection of human heart activities,” IEEE Transactions on Microwave Theory and Techniques, vol. 68, no. 3, pp. 1132-1141, 2019.

A. Sahroni, I. Miladiyah dan N. Widiasmara, “Short-term Pulse Rate Variability to Assess Psychophysiological Changes during Online Trier Social Stress Test (TSST),” dalam 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), Scotland, United Kingdom, 2022.

A. Sahroni, N. Widiasmara, I. Miladiyah dan H. Setiawan, “Short-Term Pulse Rate Variability to Measure Changes in Emotion during Trier Social Stress Test,” dalam 9th International Conference on Information Technology, Computer, and Electrical Engineering (ICITACEE), Semarang, Indonesia, 2022.

Z. Chen, F. Tian, Q. Zhao dan B. Hu, “A Non-contact and unconstrained sleep health monitoring system,” dalam Human Centered Computing: 5th International Conference, HCC 2019, Čačak, Serbia, 2019.

M.-M. Adrián, G. C. Gutiérrez-Tobal, L. Kheirandish-Gozal, F. Vaquerizo-Villar, D. Álvarez, F. D. Campo, D. Gozal dan R. Hornero, “Heart rate variability as a potential biomarker of pediatric obstructive sleep apnea resolution,” Sleep, vol. 45, no. 2, pp. 1-9, 2022.

K. Lu, A. S. Dahlman, J. Karlsson dan S. Candefjord, “Detecting driver fatigue using heart rate variability: A systematic review,” Accident Analysis & Prevention, vol. 178, p. 106830, 2022.

S. Arefnezhad, A. Eichberger, M. Frühwirth, C. Kaufmann, M. Moser dan I. V. Koglbauer, “river monitoring of automated vehicles by classification of driver drowsiness using a deep convolutional neural network trained by scalograms of ECG signals,” Energies, vol. 15, no. 2, p. 480, 2022.

A. Jaenal dan E. Usada, Elektronika Biomedik – Pembahasan Sinyal dan Citra Elektrokardiografi (EKG), Lentera, 2019.

I. Fahruzi, “Mengurangi Pengaruh Noise Baseline Wander pada Sinyal Electrocardiogram (ECG),” Jurnal Integrasi, vol. 5, no. 1, pp. 10-14, 2013.

H. Beyramienanlou dan N. Lotfivand, “Shannon’s energy based algorithm in ECG signal processing,” Computational and mathematical methods in medicine, vol. 2017, 2017.

S. Peng, S. Bao dan W. Chen, “Capacitive Coupled Electrodes based Non-contact ECG,” dalam 41st annual international conference of the IEEE engineering in medicine and biology society (EMBC), Berlin, Germany, 2019.

K. Osinski, A. Bujnowski, P. Przystup dan J. Wtorek, “Electrodes array for contactless ECG measurement of a bathing person-a sensitivity analysis,” dalam 41st annual international conference of the IEEE engineering in medicine and biology society (EMBC), Berlin, Germany, 2019.

Y. Sakajiri dan A. Ueno, “Feasibility Study on Fabric-Sheet Unified Sensing Electrode for NonContact In-Bed Measurements of ECG, Body Proximity and Respiratory Movement,” dalam 7th International Symposium on Sensor Science, 2019.

S. Peng, K. Xu dan W. Chen, “Comparison of Active Electrode Materials for Non-Contact ECG Measurement,” Sensor, vol. 19, no. 16, p. 3585, 2019.

S. Pehr, D. Zollitsch, J. Güttler dan T. Bock, “Development of a Non-Contact ECG Application Unobtrusively Embedded into a Bed,” dalam IEEE Sensors Applications Symposium (SAS), Sophia Antipolis, France, 2019.

M. Stork dan J. Houzar, “Non-contact ECG Monitoring for Driver,” dalam 30th International Conference Radioelektronika (RADIOELEKTRONIKA), Bratislava, Slovakia, 2020.

Z. Xiao, Y. Xing, Y. Li, C. Yang, J. Li dan C. Liu, “Non-contact Capacitive ECG Signal Acquisition Using an Electrode Array,” dalam 2021 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD), Nanjing, China, 2021.

K. Anurudhya dan N. M. Mohan, “Analysis of a Contactless ECG Monitoring System,” IETE Journal of Research, vol. 67, no. 4, pp. 538-545, 2021.

A. Aftab, A. A. Quaiyum dan U. Shabana, “Design of Contactless Capacitive Electrocardiogram (ECG) Belt System,” dalam IEEE Delhi Section Conference (DELCON), New Delhi, India, 2022.

M. J. Ansari, A. Alam dan A. Q. Ansari, “Development of Contactless Dry ECG Electrodes for LongTerm Monitoring,” dalam 9th International Conference on Computing for Sustainable Global Development (INDIACom), New Delhi, India, 2022.

A. Bujnowski, K. Osiński, P. Przystup dan J. Wtorek, “Non-Contact Monitoring of ECG in the Home Environment Selecting Optimal Electrode Configuration,” Sensors, vol. 22, no. 23, p. 9475, 2022.

G. Wu, K. Wang, B. Feng, B. Shi, Z. Liu, G. Zuo dan C. Shi, “A highly integrated flexible array noncontact ECG sensing electrode based on FPC,” dalam 8th International Conference on Intelligent Computing and Signal Processing (ICSP), Xi'an, China, 2023.

N. Ibrahim, R. Tomari, W. N. W. Zakaria dan N. Othman, “Non-contact Heart Rate Monitoring Analysis from Various Distances with different Face Regions,” International Journal of Electrical and Computer Engineering, vol. 7, no. 6, p. 3030, 2017.

S. K. A. Prakash dan C. S. Tucker., “Bounded Kalman filter method for motionrobust, non-contact heart rate estimation,” Biomedical optics express, vol. 9, no. 2, pp. 873-897, 2018.

C. G. Viejo, S. Fuentes, D. D. Torrico dan F. R. Dunshea, “Non-Contact Heart Rate and Blood Pressure Estimations from Video Analysis and Machine Learning Modelling Applied to Food Sensory Responses: A Case Study for Chocolate,” Sensors, vol. 18, no. 6, p. 1802, 2018.

C. Tang, J. Lu dan J. Liu, “Non-contact heart rate monitoring by combining convolutional neural network skin detection and remote photoplethysmography via a low-cost camera,” dalam IEEE Conference on Computer Vision and Pattern Recognition Workshops, Salt Lake City, UT, USA, 2018.

M. Das, T. Choudhary, M. K. Bhuyan dan L. N. Sharma, “Non-Contact Heart Rate Measurement From Facial Video Data Using a 2D-VMD Scheme,” IEEE Sensors Journal, vol. 22, no. 11, pp. 11153-11161, 2022.

H. Li, H. Zhang dan X. Wang, “Vital Signs Detection Based On Millimeter Wave Radar,” dalam 5th International Conference on Communication, Image and Signal Processing (CCISP), Chengdu, China, 2020.

Z. Xia, M. M. H. Shandhi, Y. Li, O. T. Inan dan Y. Zhang, “The Delineation of Fiducial Points for Non-contact Radar Seismocardiogram Signals without Concurrent ECG,” IEEE Journal of Biomedical and Health Informatics, vol. 25, no. 4, pp. 1031-1040, 2020.

S. H. Oh, S. Lee, S. M. Kim dan J. H. Jeong, “Development of a heart rate detection algorithm using a non-contact doppler radar via signal elimination,” Biomedical Signal Processing and Control, vol. 64, p. 102314, 2021.

Z. Ling, W. Zhou, Y. Ren, J. Wang dan L. Guo, “Non-Contact Heart Rate Monitoring Based on Millimeter Wave Radar,” IEEE Access, vol. 10, pp. 74033-74044, 2022.

D. Toda, R. Anzai, K. Ichige, R. Saito dan D. Ueki, “ECG Signal Reconstruction Using FMCW Radar and a Convolutional Neural Network for Contactless Vital-Sign Sensing,” IEICE Transactions on Communications, vol. 106, no. 1, pp. 65-73, 2023.

J. Kranjec, S. Beguš, G. Geršak, M. Šinkovec, J. Drnovšek dan D. Hudoklin, “Design and Clinical Evaluation of a Non-Contact Heart Rate Variability Measuring Device,” Sensors, vol. 17, no. 11, p. 2637, 2017.

B. R. Hayes‐Gill, T. R. Martin, C. Liu dan W. R. Cohen, “Relative accuracy of computerized intrapartum fetal heart rate pattern recognition by ultrasound and abdominal electrocardiogram detection,” Acta Obstetricia et Gynecologica Scandinavica, vol. 99, no. 3, pp. 413-422, 2020.

P. Hamelmann, M. Mischi, A. F. Kolen, J. O. V. Laar, R. Vullings dan J. W. Bergmans, “Fetal Heart Rate Monitoring Implemented by Dynamic Adaptation of Transmission Power of a Flexible Ultrasound Transducer Array,” Sensors, vol. 19, no. 5, p. 1195, 2019.

M. Ambrosanio, S. Franceschini, G. Grassini dan F. Baselice, “A Multi-Channel Ultrasound System for Non-Contact Heart Rate Monitoring,” IEEE Sensors Journal, vol. 20, no. 4, pp. 2064-2074, 2019.

Downloads

Published

19-11-2023

How to Cite

[1]
H. Setiawan, I. Miladiyah, and S. Nuryadi, “Tinjauan Sistematis Sistem Prediksi Detak Jantung Secara Nirkontak”, SENTER, pp. 112–122, Nov. 2023.

Viewed

Abstract 35 times
pdf 30 times