Developing smart Tele-ECG system for early detection and monitoring heart diseases based on ECG signal: progress and challenges

Afif, I. N., Wardhana, Y. and Jatmiko, W. 2015. Implementation of adaptive fuzzy neuro generalized learning vector quantization (AFNGLVQ) on field programmable gate array (FPGA) for real world application. 2015 International Conference on Advanced Computer Science and Information Systems, Depok 65–71. Afif I. N. Wardhana Y. and Jatmiko W. 2015 Implementation of adaptive fuzzy neuro generalized learning vector quantization (AFNGLVQ) on field programmable gate array (FPGA) for real world application 2015 International Conference on Advanced Computer Science and Information Systems Depok 65 – 71 Search in Google Scholar

Dabiri, F., et al. 2009. A telehealth architecture for networked embedded systems: a case study in in vivo health monitoring. IEEE Transactions on Information Technology in Biomedicine 13 3: 351–359. Dabiri F. 2009 A telehealth architecture for networked embedded systems: a case study in in vivo health monitoring IEEE Transactions on Information Technology in Biomedicine 13 3 351 – 359 10.1109/TITB.2009.201324819174356 Search in Google Scholar

Feng, D., Kim, J., Khadra, M., Hudson, D. L. and Roux, C. 2015. Guest editorial: telehealth systems and applications. IEEE Journal of Biomedical and Health Informatics 19 1: 81. Feng D. Kim J. Khadra M. Hudson D. L. and Roux C. 2015 Guest editorial: telehealth systems and applications IEEE Journal of Biomedical and Health Informatics 19 1 81 10.1109/JBHI.2014.238013225561443 Search in Google Scholar

Figueiredo, C. G. and Michael, T. 2013. A VLSI architecture for arrhythmia detection and its implementation on FPGA. 2013 Fourth International Conference on Computing, Communications and Networking Technologies (ICCCNT), Tiruchengode 1–5. Figueiredo C. G. and Michael T. 2013 A VLSI architecture for arrhythmia detection and its implementation on FPGA 2013 Fourth International Conference on Computing, Communications and Networking Technologies (ICCCNT) Tiruchengode 1 – 5 Search in Google Scholar

Fitria, D., Ma’sum, M.A., Imah, E. M. and Gunawan, A. A. 2014. Automatic Arrhythmias detection using various types of artificial neural network based learning vector quantization (LVQ). Jurnal Ilmu Komputer dan Informasi 7 2: 90–100. Fitria D. Ma’sum M.A. Imah E. M. and Gunawan A. A. 2014 Automatic Arrhythmias detection using various types of artificial neural network based learning vector quantization (LVQ) Jurnal Ilmu Komputer dan Informasi 7 2 90 – 100 10.21609/jiki.v7i2.262 Search in Google Scholar

Grafika Jati, M., Ma’sum, A. and Jatmiko, W. 2014. 2D set partitioning in hierarchical tree (SPIHT) on embedded devices for multilead ECG signal compression. International Conference on Physics and Its Applications, Solo, Indonesia. Grafika Jati M. Ma’sum A. and Jatmiko W. 2014 2D set partitioning in hierarchical tree (SPIHT) on embedded devices for multilead ECG signal compression International Conference on Physics and Its Applications Solo Indonesia 10.2991/icopia-14.2015.36 Search in Google Scholar

Hababeh, I., Khalil, I. and Khreishah, A. 2015. Designing high performance web-based computing services to promote telemedicine database management system. IEEE Transactions on Services Computing 8 1: 47–64. Hababeh I. Khalil I. and Khreishah A. 2015 Designing high performance web-based computing services to promote telemedicine database management system IEEE Transactions on Services Computing 8 1 47 – 64 10.1109/TSC.2014.2300499 Search in Google Scholar

Hayn, D., Jammerbund, B. and Schreier, G. 2012. QRS detection based ECG quality assessment. Physiological Measurement. 33 9: 1449–1461. Hayn D. Jammerbund B. and Schreier G. 2012 QRS detection based ECG quality assessment Physiological Measurement. 33 9 1449 – 1461 10.1088/0967-3334/33/9/144922902864 Search in Google Scholar

Imah, E. M., Jatmiko, W. and Basaruddin, T. 2012. Adaptive multilayer generalized learning vector quantization (AMGLVQ) as new algorithm with integrating feature extraction and classification for Arrhythmia heartbeats classification. 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC): 150–155. Imah E. M. Jatmiko W. and Basaruddin T. 2012 Adaptive multilayer generalized learning vector quantization (AMGLVQ) as new algorithm with integrating feature extraction and classification for Arrhythmia heartbeats classification 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC) 150 – 155 Search in Google Scholar

Isa, S. M., Noviyanto, A., Jatmiko, W. and Arymurthy, A. M. 2012a. The effect of electrocardiogram signal compression using beat reordering and SPIHT on automatic sleep stage classification. Procedia Engineering 41: 888–896. Isa S. M. Noviyanto A. Jatmiko W. and Arymurthy A. M. 2012a The effect of electrocardiogram signal compression using beat reordering and SPIHT on automatic sleep stage classification Procedia Engineering 41 888 – 896 10.1016/j.proeng.2012.07.259 Search in Google Scholar

Isa, S. M., Jatmiko, W. and Arymurthy, A. M. 2012b. Beat reordering for optimal electrocardiogram signal compression using SPIHT. 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC): 226–231. Isa S. M. Jatmiko W. and Arymurthy A. M. 2012b Beat reordering for optimal electrocardiogram signal compression using SPIHT 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC) 226 – 231 Search in Google Scholar

Isa, S. M., Jatmiko, W. and Arymurthy, A. M. 2014. 3D SPIHT for multi-lead ECG compression. 2014 IEEE International Conference on Robotics and Automation (ICRA): 488–493. Isa S. M. Jatmiko W. and Arymurthy A. M. 2014 3D SPIHT for multi-lead ECG compression 2014 IEEE International Conference on Robotics and Automation (ICRA) 488 – 493 10.1109/ICRA.2014.6906900 Search in Google Scholar

Jatmiko, W., Ma’sum, M. A., Isa, S. M., Imah, E. M., Rahmatullah, R. and Wiweko, B. 2015a. Developing smart telehealth system in Indonesia: progress and challenge. 2015 International Conference on Advanced Computer Science and Information Systems (ICACSIS): 29–36. Jatmiko W. Ma’sum M. A. Isa S. M. Imah E. M. Rahmatullah R. and Wiweko B. 2015a Developing smart telehealth system in Indonesia: progress and challenge 2015 International Conference on Advanced Computer Science and Information Systems (ICACSIS) 29 – 36 10.1109/ICACSIS.2015.7415199 Search in Google Scholar

Jatmiko, W., Habibie, I., Ma’sum, M. A., Rahmatullah, R. and Satwika, I. P. 2015b. Automated telehealth system for fetal growth detection and approximation of ultrasound images. International Journal on Smart Sensing and Intelligent Systems 8 1: 697–719. Jatmiko W. Habibie I. Ma’sum M. A. Rahmatullah R. and Satwika I. P. 2015b Automated telehealth system for fetal growth detection and approximation of ultrasound images International Journal on Smart Sensing and Intelligent Systems 8 1 697 – 719 10.21307/ijssis-2017-779 Search in Google Scholar

Jatmiko, W., Rochmatullah, R., Kusumoputro, B., Sekiyama, K. and Fukuda, T. 2009. Fuzzy learning vector quantization based on particle swarm optimization for artificial odor dicrimination system. WSEAS Transactions on Systems 8 12: 1239–1252. Jatmiko W. Rochmatullah R. Kusumoputro B. Sekiyama K. and Fukuda T. 2009 Fuzzy learning vector quantization based on particle swarm optimization for artificial odor dicrimination system WSEAS Transactions on Systems 8 12 1239 – 1252 Search in Google Scholar

Jatmiko, W., Setiawan, I. M. A., Ali Akbar, M., Eka Suryana, M., Wardhana, Y. and Febrian Rachmadi, M. 2016. Automatic arrhythmia beat detection: algorithm, system, and implementation. MAKARA Journal of Technology 20 2: 82–92. Jatmiko W. Setiawan I. M. A. Ali Akbar M. Eka Suryana M. Wardhana Y. and Febrian Rachmadi M. 2016 Automatic arrhythmia beat detection: algorithm, system, and implementation MAKARA Journal of Technology 20 2 82 – 92 10.7454/mst.v20i2.3060 Search in Google Scholar

Kennedy, J. 2011. Particle swarm optimization, in Sammut, C. and Webb, G. I. (Eds), Encyclopedia of machine learning, Springer: Boston, MA: 760–766, available at: https://link. springer.com/referencework/10.1007/978-0-387-30164-8. Kennedy J. 2011 Particle swarm optimization , in Sammut, C. and Webb, G. I. (Eds), Encyclopedia of machine learning Springer Boston, MA 760 – 766 available at: https://link.springer.com/referencework/10.1007/978-0-387-30164-8 10.1007/978-0-387-30164-8_630 Search in Google Scholar

Khamis, H., Weiss, R., Xie, Y., Chang, C.-W., Lovell, N. H. and Redmond, S. J. 2016. QRS detection algorithm for telehealth electrocardiogram recordings. IEEE Transactions on Biomedical Engineering 63 7: 1377–1388. Khamis H. Weiss R. Xie Y. Chang C.-W. Lovell N. H. and Redmond S. J. 2016 QRS detection algorithm for telehealth electrocardiogram recordings IEEE Transactions on Biomedical Engineering 63 7 1377 – 1388 10.1109/TBME.2016.2549060 Search in Google Scholar

Kohonen, T. 1990. The self-organizing map. Proceedings of the IEEE 78 9: 1464–1480. Kohonen T. 1990 The self-organizing map Proceedings of the IEEE 78 9 1464 – 1480 10.1109/5.58325 Search in Google Scholar

Kusumoputro, B., Budiarto, H. and Jatmiko, W. 2002. Fuzzy-neuro LVQ and its comparison with fuzzy algorithm LVQ in artificial odor discrimination system. ISA Transactions 41 4: 395–407. Kusumoputro B. Budiarto H. and Jatmiko W. 2002 Fuzzy-neuro LVQ and its comparison with fuzzy algorithm LVQ in artificial odor discrimination system ISA Transactions 41 4 395 – 407 10.1016/S0019-0578(07)60097-4 Search in Google Scholar

Linnenbank, A., Kemmeiings, J., Muilwijk, S., Peper, A. and Grimbergen, C. 1992. An effective compression scheme for multilead ECG signals containing ectopie ventricular activation. 1992 14th Annual International Conference of the IEEE on Engineering in Medicine and Biology Society, Vol. 2, October 527–528. Linnenbank A. Kemmeiings J. Muilwijk S. Peper A. and Grimbergen C. 1992 An effective compression scheme for multilead ECG signals containing ectopie ventricular activation 1992 14th Annual International Conference of the IEEE on Engineering in Medicine and Biology Society, Vol. 2 October 527 – 528 Search in Google Scholar

Lu, Z., Kim, D. Y. and Pearlman, W. 2000. Wavelet compression of ECG signals by the set partitioning in hierarchical trees algorithm. IEEE Transactions on Biomedical Engineering 47 7: 849–856. Lu Z. Kim D. Y. and Pearlman W. 2000 Wavelet compression of ECG signals by the set partitioning in hierarchical trees algorithm IEEE Transactions on Biomedical Engineering 47 7 849 – 856 10.1109/10.84667810916255 Search in Google Scholar

Mallat, S. G. 1989. A theory for multiresolution signal decomposition: the wavelet representation. IEEE Transactions on Pattern Analysis and Machine Intelligence. 11 7: 674–693. Mallat S. G. 1989 A theory for multiresolution signal decomposition: the wavelet representation IEEE Transactions on Pattern Analysis and Machine Intelligence. 11 7 674 – 693 10.1515/9781400827268.494 Search in Google Scholar

Ma’sum, M. A., Jatmiko, W., Wiweko, B. and Bowolaksono, A. 2015a. Automatic fetal organs detection and approximation in ultrasound image. International Journal on Smart Sensing and Intelligent Systems 8 1: 720–748. Ma’sum M. A. Jatmiko W. Wiweko B. and Bowolaksono A. 2015a Automatic fetal organs detection and approximation in ultrasound image International Journal on Smart Sensing and Intelligent Systems 8 1 720 – 748 10.21307/ijssis-2017-780 Search in Google Scholar

Ma’sum, M. A., Rahmah, N., Sanabila, H. R., Wisesa, H. A. and Jatmiko, W. 2015b. Automatic fetal head approximation using particle swarm optimization based Gaussian elliptical path. 2015 International Symposium on Micro-NanoMechatronics and Human Science (MHS): 1–6. Ma’sum M. A. Rahmah N. Sanabila H. R. Wisesa H. A. and Jatmiko W. 2015b Automatic fetal head approximation using particle swarm optimization based Gaussian elliptical path 2015 International Symposium on Micro-NanoMechatronics and Human Science (MHS) 1 – 6 10.1109/MHS.2015.7438274 Search in Google Scholar

Moazami-Goudarzi, M., Moradi, M. H. and Abbasabadi, S. 2006. High performance method for electrocardiogram compression using two dimensional multiwavelet transform. 2005 IEEE 7th Workshop on Multimedia Signal Processing, 30 October–2 November, Shanghai, China.. Moazami-Goudarzi M. Moradi M. H. and Abbasabadi S. 2006 High performance method for electrocardiogram compression using two dimensional multiwavelet transform 2005 IEEE 7th Workshop on Multimedia Signal Processing 30 October–2 November, Shanghai, China. 10.1109/MMSP.2005.248574 Search in Google Scholar

Nascimento, S. 2005. Fuzzy clustering via proportional membership model 119, IOS Press, Amsterdam. Nascimento S. 2005 Fuzzy clustering via proportional membership model 119 IOS Press Amsterdam Search in Google Scholar

Risman, N. S., Yassin, S. N. M., Sia, C. W., Hau, Y. W. and Nayan, N. A. 2014. FPGA design and implementation of Electrocardiogram biomedical embedded system. 2014 IEEE Conference on Biomedical Engineering and Sciences (IECBES), Kuala Lumpur 566–570. Risman N. S. Yassin S. N. M. Sia C. W. Hau Y. W. and Nayan N. A. 2014 FPGA design and implementation of Electrocardiogram biomedical embedded system 2014 IEEE Conference on Biomedical Engineering and Sciences (IECBES) Kuala Lumpur 566 – 570 Search in Google Scholar

Sanabila, H. R., Kusuma, I. and Jatmiko, W. 2016. Generative oversampling method (GenOMe) for imbalanced data on Apnea detection using ECG data. 2016 International Conference on Advanced Computer Science and Information Systems, Malang 572–578. Sanabila H. R. Kusuma I. and Jatmiko W. 2016 Generative oversampling method (GenOMe) for imbalanced data on Apnea detection using ECG data 2016 International Conference on Advanced Computer Science and Information Systems Malang 572 – 578 Search in Google Scholar

Sargolzaei, A., Faez, K. and Sargolzaei, S. 2009. A new robust wavelet based algorithm for baseline wandering cancellation in ECG signals. 2009 IEEE International Conference on Signal and Image Processing Applications (ICSIPA): 33–38. Sargolzaei A. Faez K. and Sargolzaei S. 2009 A new robust wavelet based algorithm for baseline wandering cancellation in ECG signals 2009 IEEE International Conference on Signal and Image Processing Applications (ICSIPA) 33 – 38 10.1109/ICSIPA.2009.5478671 Search in Google Scholar

Sato, A. and Yamada, K. 1995. Generalized learning vector quantization. NIPS 8: 423–429. Sato A. and Yamada K. 1995 Generalized learning vector quantization NIPS 8 423 – 429 Search in Google Scholar

Senhadji, L., Carrault, G., Bellanger, J. J. and Passariello, G. 1995. Comparing wavelet transforms for recognizing cardiac patterns. IEEE Engineering in Medicine and Biology Magazine 14 2: 167–173. Senhadji L. Carrault G. Bellanger J. J. and Passariello G. 1995 Comparing wavelet transforms for recognizing cardiac patterns IEEE Engineering in Medicine and Biology Magazine 14 2 167 – 173 10.1109/51.376755 Search in Google Scholar

Setiawan, I. M. A., Imah, E. M. and Jatmiko, W. 2011. Arrhythmia classification using fuzzy-neuro generalized learning vector quantization. 2011 International Conference on Advanced Computer Science and Information Systems (ICACSIS), Jakarta 385–390. Setiawan I. M. A. Imah E. M. and Jatmiko W. 2011 Arrhythmia classification using fuzzy-neuro generalized learning vector quantization 2011 International Conference on Advanced Computer Science and Information Systems (ICACSIS) Jakarta 385 – 390 Search in Google Scholar

Soriano Marcolino, M., Minelli Figueira, R., dos Santos, J., Silva Cardoso, C., Luiz Ribeiro, A. and Alkmim, M. B. 2016. The experience of a sustainable large scale Brazilian telehealth network. Telemedicine and e-Health 22 11: 899–908. Soriano Marcolino M. Minelli Figueira R. dos Santos J. Silva Cardoso C. Luiz Ribeiro A. and Alkmim M. B. 2016 The experience of a sustainable large scale Brazilian telehealth network Telemedicine and e-Health 22 11 899 – 908 10.1089/tmj.2015.023427167901 Search in Google Scholar

Sudhamony, S., Nandakumar, K., Binu, P.J. and Issac Niwas, S. 2008. Telemedicine and tele-health services for cancer-care delivery in India. IET Communications 2 2: 231–236. Sudhamony S. Nandakumar K. Binu P.J. and Issac Niwas S. 2008 Telemedicine and tele-health services for cancer-care delivery in India IET Communications 2 2 231 – 236 10.1049/iet-com:20060701 Search in Google Scholar

Suryana, M.E., Fajar, M., Tawakal, M.I., Jatmiko, W. and Setiawan, I.M.A. 2012. FNGLVQ FPGA design for sleep stages classification based on electrocardiogram signal. 2012 IEEE International Conference on Systems Man and Cybernetics (SMC), 2711–2716. Suryana M.E. Fajar M. Tawakal M.I. Jatmiko W. and Setiawan I.M.A. 2012 FNGLVQ FPGA design for sleep stages classification based on electrocardiogram signal 2012 IEEE International Conference on Systems Man and Cybernetics (SMC) 2711 – 2716 Search in Google Scholar

Tawakal, M. I., et al. 2012. Analysis of multi codebook GLVQ versus standard GLVQ in discriminating sleep stages. 2012 International Conference on Advanced Computer Science and Information Systems (ICACSIS): 197–202. Tawakal M. I. 2012 Analysis of multi codebook GLVQ versus standard GLVQ in discriminating sleep stages 2012 International Conference on Advanced Computer Science and Information Systems (ICACSIS) 197 – 202 Search in Google Scholar

Tobon, V.D.P., et al. 2016. MSQI: a modulation spectrum-based ECG quality index for telehealth applications. IEEE Transactions on Biomedical Engineering 63 8: 1613–1622. Tobon V.D.P. 2016 MSQI: a modulation spectrum-based ECG quality index for telehealth applications IEEE Transactions on Biomedical Engineering 63 8 1613 – 1622 10.1109/TBME.2014.235513525203983 Search in Google Scholar

W. H. Organization 2016. Cardiovascular Diseases (CVDs). W. H. Organization. W. H. Organization 2016 Cardiovascular Diseases (CVDs) W. H. Organization Search in Google Scholar

Xilinx 2011. Extended Spartan-3A family overview. Xilinx inc. February, available at: www.xilinx.com/ support/documentation/data_sheets/ds706.pdf. Xilinx 2011 Extended Spartan-3A family overview Xilinx inc. February, available at: https://www.xilinx.com/support/documentation/data_sheets/ds706.pdf Search in Google Scholar

Zhao, Q. and Zhang, L. 2005. ECG feature extraction and classification using wavelet transform and support vector machines. International Conference on Neural Networks and Brain, 2005, ICNN&B’05 2: 1089–1092. Zhao Q. and Zhang L. 2005 ECG feature extraction and classification using wavelet transform and support vector machines International Conference on Neural Networks and Brain, 2005, ICNN&B’05 2 1089 – 1092 Search in Google Scholar

Zhao, Z.-D. and Chen, Y.-Q. 2006. A new method for removal of baseline wander and power line interference in ECG signals. 2006 International Conference on Machine Learning and Cybernetics: 4342–4347. Zhao Z.-D. and Chen Y.-Q. 2006 A new method for removal of baseline wander and power line interference in ECG signals 2006 International Conference on Machine Learning and Cybernetics 4342 – 4347 10.1109/ICMLC.2006.259082 Search in Google Scholar