Sistem Monitoring Detak Jantung Pasien Secara Real-Time Berbasis Wireless Sensor Network (WSN)

Penulis

  • Maskana Ramadhani Penulis
  • Kevin Oktavia Pratama Penulis
  • Khairurrozi Penulis

Kata Kunci:

Kata Kunci: Wireless Sensor Network, Monitoring Detak Jantung, Jaringan Komputer, Sistem Real-Time, Kesehatan Digital

Abstrak

Pemantauan detak jantung merupakan aspek penting dalam pelayanan kesehatan karena berperan sebagai indikator utama kondisi kardiovaskular pasien. Perkembangan teknologi jaringan komputer dan Internet of Things mendorong pemanfaatan Wireless Sensor Network (WSN) sebagai solusi pemantauan kesehatan secara real-time, kontinu, dan fleksibel, terutama untuk mengatasi keterbatasan sistem monitoring konvensional yang kurang mendukung mobilitas dan pemantauan jarak jauh. Penelitian ini bertujuan untuk merancang, mengimplementasikan, dan mengevaluasi sistem monitoring detak jantung pasien secara real-time berbasis WSN dengan menitikberatkan pada kinerja jaringan, efisiensi energi, dan akurasi data. Penelitian ini menggunakan metode eksperimental kuantitatif dengan pendekatan rekayasa sistem. Sistem dibangun menggunakan node sensor detak jantung, jaringan WSN, dan aplikasi monitoring. Pengujian dilakukan untuk mengukur parameter delay transmisi, packet loss, konsumsi energi node sensor, serta akurasi data dengan membandingkan hasil sistem WSN terhadap alat referensi. Hasil pengujian menunjukkan bahwa sistem mampu mengirimkan data detak jantung secara real-time dengan delay rata-rata di bawah 150 ms dan tingkat packet loss di bawah 2%. Konsumsi energi node sensor relatif stabil sehingga mendukung operasi jangka panjang. Perbandingan data dengan alat referensi menunjukkan selisih nilai detak jantung yang kecil, menandakan tingkat akurasi sistem yang baik. Sistem monitoring detak jantung berbasis WSN yang dikembangkan terbukti andal, efisien, dan akurat untuk pemantauan pasien secara real-time. Hasil penelitian ini menunjukkan bahwa tujuan penelitian tercapai dan sistem layak diterapkan sebagai solusi monitoring kesehatan jarak jauh. Penelitian selanjutnya disarankan untuk mengembangkan aspek keamanan data, skalabilitas jaringan, serta integrasi dengan analitik data dan sistem kesehatan berbasis cloud.

Unduhan

Data unduhan tidak tersedia.

Biografi Penulis

  • Maskana Ramadhani

    Mahasasiswa di Universitas Madura

    University students at Madura University

  • Kevin Oktavia Pratama

    Mahasasiswa di Universitas Madura

     

  • Khairurrozi

    Mahasasiswa di Universitas Madura

     

Referensi

REFERENSI

[1] F. P. E. Putra, D. A. M. Putra, A. Firdaus, and A. Hamzah, “Analisis Kecepatan Dan Kinerja Jaringan 5G (generasi ke 5) Pada Wilayah Perkotaan,” INFORMATICS Educ. Prof. J. Informatics, vol. 8, no. 1, p. 47, 2023, doi: 10.51211/itbi.v8i1.2439.

[2] F. P. E. Putra, D. E. Arissandi, A. Rofiqi, and M. F. Hidayat, “Pemanfaatan Mikrotik Dalam Manajemen Bandwidth Pada Jaringan Sekolah,” 2025, researchgate.net. [Online]. Available: https://www.researchgate.net/profile/Fauzan-Eka-Putra-2/publication/392420575_Pemanfaatan_Mikrotik_Dalam_Manajemen_Bandwidth_Pada_Jaringan_Sekolah/links/6848fab46b5a287c304a61ca/Pemanfaatan-Mikrotik-Dalam-Manajemen-Bandwidth-Pada-Jaringan-Sekolah.pdf

[3] F. P. E. Putra, M. A. Mahmud, and ..., “Pengembangan Sistem Pemantauan Lingkungan Berbasis Internet of Things (IoT) di Kampus,” 2023, researchgate.net. [Online]. Available: https://jurnal.itscience.org/index.php/digitech/article/view/3457

[4] F. P. E. Putra, S. R. Sutarsih, S. Sofiyulloh, and ..., “Optimalisasi Perancangan Aplikasi Manajemen Data Koloman, Di Desa Pulau Mandangin Sampang–Madura Berbasis Website,” 2024, jurnal.univrab.ac.id. [Online]. Available: https://jurnal.univrab.ac.id/index.php/rabit/article/download/4840/1965

[5] F. P. E. Putra, F. Fauzan, S. Syirofi, M. Mursidi, D. Wahid, and A. Nuraini, “Sistem Pengendali Lingkungan Pertanian Dengan Wireless Sensor Network Untuk Mengoptimalkan Budidaya Hidroponik,” 2024. doi: 10.47709/digitech.v3i2.3461.

[6] F. P. E. Putra, S. M. Dewi, Maugfiroh, and A. Hamzah, “Privasi dan Keamanan Penerapan IoT Dalam Kehidupan Sehari-Hari : Tantangan dan Implikasi,” 2023. [Online]. Available: https://jsisfotek.org/index.php/JSisfotek/article/view/232

[7] F. P. Eka Putra, M. N. Arifin, K. Zulfana Imam, E. Saputra, and Sofiyullah, “Pengembangan Sistem Informasi Laboratorium Terintegerasi Sistem Akademik Menggunakan Agile Scrum,” J. Inf. dan Teknol., pp. 109–119, 2023, doi: 10.37034/jidt.v5i2.367.

[8] F. P. E. Putra, A. Muzayyin, and M. U. Mansyur, “ANALISIS KUALITAS LAYANAN ABSENSI BERBASIS FINGER BERDASARKAN Quality of Service,” J. Inform., 2024, [Online]. Available: https://jurnal.darmajaya.ac.id/index.php/JurnalInformatika/article/view/3949

[9] F. P. E. Putra, R. A. Mustafida, and A. Nahriyah, “Perancangan Jaringan Nirkabel Berbasis Mesh untuk Menun-jang Aplikasi Smart City,” 2025, researchgate.net. [Online]. Available: https://www.researchgate.net/profile/Fauzan-Eka-Putra-2/publication/392411187_Perancangan_Jaringan_Nirkabel_Berbasis_Mesh_untuk_Menunjang_Aplikasi_Smart_City/links/6848f767d1054b0207fb79de/Perancangan-Jaringan-Nirkabel-Berbasis-Mesh-untuk-Menunjang-Aplika

[10] N. Muhammad Akbar, F. Prasetyo Eka Putra, K. Zulfana Imam, and M. Umar Mansyur, “Analisis Kinerja dan Interopabilitas STB Sebagai Server Penilaian Akhir Tahun,” J. Inf. dan Teknol., pp. 91–96, 2023, doi: 10.37034/jidt.v5i2.365.

[11] Y. Jiao et al., “Dynamic p-n junction direct current-generating triboelectric nanogenerators based on lead-free perovskite,” Nano Energy, vol. 138, 2025, doi: 10.1016/j.nanoen.2025.110857.

[12] Y. Cheng, Y. Hu, W. Liu, and M. Bilal, “Federated learning with adaptive local aggregation for privacy-aware recommender systems in Internet of Vehicles,” Inf. Sci. (Ny)., vol. 710, 2025, doi: 10.1016/j.ins.2025.122100.

[13] H.-C. Tsai, Y.-W. P. Hong, and J.-P. Sheu, “Completion Time Minimization for UAV-Enabled Surveillance Over Multiple Restricted Regions,” IEEE Trans. Mob. Comput., vol. 22, no. 12, pp. 6907–6920, 2023, doi: 10.1109/TMC.2022.3200732.

[14] M. Ade Krisna Respati and B. M. Lee, “A Survey on Machine Learning Enhanced Integrated Sensing and Communication Systems: Architectures, Algorithms, and Applications,” IEEE Access, vol. 12, pp. 170946–170964, 2024, doi: 10.1109/ACCESS.2024.3501363.

[15] M. S. Qamar and M. F. Munir, “A Hybrid Framework Integrating Deterministic Clustering, Neural Networks, and Energy-Aware Routing for Enhanced Efficiency and Longevity in Wireless Sensor Network,” Comput. Mater. Contin., vol. 84, no. 3, pp. 5463–5485, 2025, doi: 10.32604/cmc.2025.064442.

[16] R. Benaich, S. El Mendili, and Y. Gahi, “Securing EHRs With a Novel Token-Based and PPoS Blockchain Methodology,” IEEE Access, vol. 12, pp. 83183–83204, 2024, doi: 10.1109/ACCESS.2024.3412793.

[17] M. Kuliha and S. Varma, “Secure internet of medical things based electronic health records scheme in trust decentralized loop federated learning consensus blockchain,” Int. J. Intell. Networks, vol. 5, pp. 161–174, 2024, doi: 10.1016/j.ijin.2024.03.001.

[18] S. Singh and N. Bilandi, “Adaptive Relay-Assisted WBAN Protocol: Enhancing Energy Efficiency and QoS through Advanced Multi-Criteria Decision-Making,” C. - Comput. Model. Eng. Sci., vol. 144, no. 1, pp. 489–509, 2025, doi: 10.32604/cmes.2025.065101.

[19] M. M, M. B. J. Ananth, and A. Agalya, “Blockchain-based secure data communication with an optimal energy trading model in the IoEV system,” Peer-to-Peer Netw. Appl., vol. 18, no. 3, 2025, doi: 10.1007/s12083-025-01919-8.

[20] H. Liang et al., “The design of spatial compliant mechanisms with distributed multi-stability based on post-buckled cylindrical compliant beams,” Mech. Syst. Signal Process., vol. 228, 2025, doi: 10.1016/j.ymssp.2025.112365.

[21] A. A. Khan, R. Ghodhbani, A. Alsufyani, N. Alsufyani, and M. A. Mohamed, “Leveraging blockchain-integrated explainable artificial intelligence (XAI) for ethical and personalized healthcare decision-making: a framework for secure data sharing and enhanced patient trust,” J. Supercomput., vol. 81, no. 15, 2025, doi: 10.1007/s11227-025-07844-0.

[22] J. Cao, X. Zhu, S. Sun, P. Popovski, S. Feng, and Y. Jiang, “Age of Loop for Wireless Networked Control System in the Finite Blocklength Regime: Average, Variance and Outage Probability,” IEEE Trans. Wirel. Commun., vol. 22, no. 8, pp. 5306–5320, 2023, doi: 10.1109/TWC.2022.3233085.

[23] R. Rajesh, G. H. Gururaj, F. Flammini, A. Anitha, V. K. Venkatesan, and S. K. Gupta, “A Novel Framework on Security and Energy Enhancement Based on Internet of Medical Things for Healthcare 5.0,” Infrastructures, vol. 8, no. 2, 2023, doi: 10.3390/infrastructures8020022.

[24] J. Wang et al., “A Unified Framework for Guiding Generative AI With Wireless Perception in Resource Constrained Mobile Edge Networks,” IEEE Trans. Mob. Comput., vol. 23, no. 11, pp. 10344–10360, 2024, doi: 10.1109/TMC.2024.3377226.

[25] W. Jerbi, O. Cheikhrouhou, A. Guermazi, and H. Hafedh, “MSU-TSCH: A Mobile Scheduling Updated Algorithm for TSCH in the Internet of Things,” IEEE Trans. Ind. Informatics, vol. 19, no. 7, pp. 7978–7985, 2023, doi: 10.1109/TII.2022.3215990.

[26] G. Leenders, G. Callebaut, G. Ottoy, L. van der Perre, and L. de Strycker, “An Energy-Efficient LoRa Multi-Hop Protocol through Preamble Sampling for Remote Sensing,” Sensors, vol. 23, no. 11, 2023, doi: 10.3390/s23114994.

[27] S. Gao et al., “Self-Powered System by an Aerodynamic-Complementary Triboelectric-Electromagnetic Hybridized Generator with Triple-Mode Switching Power Management Topology for Wide-Range Wind Energy Collection and Climate Monitoring,” Adv. Mater. Technol., vol. 10, no. 9, 2025, doi: 10.1002/admt.202401840.

[28] Q. Bian, X. Dong, C. Xu, Z. Liu, and L. Ding, “Hydrodynamic and power-capturing performances of the dual-tube oscillating water column device: A numerical study,” Energy, vol. 336, 2025, doi: 10.1016/j.energy.2025.138542.

[29] Y. Dai, X. Jiang, K. Wang, and K. Li, “A phototunable self-oscillatory bistable seesaw via liquid crystal elastomer fibers,” Chaos, Solitons and Fractals, vol. 200, 2025, doi: 10.1016/j.chaos.2025.117041.

[30] J. Kuriakose, S. Joshi, and A. K. Bairwa, “EMBN-MANET: A method to Eliminating Malicious Beacon Nodes in Ultra-Wideband (UWB) based Mobile Ad-Hoc Network,” Ad Hoc Networks, vol. 140, 2023, doi: 10.1016/j.adhoc.2022.103063.

[31] A. A. Yinusa et al., “Development of an App for analyzing and monitoring non-linear fluid-induced vibration of nanotube using analytical and machine learning approaches,” Next Mater., vol. 9, 2025, doi: 10.1016/j.nxmate.2025.101277.

[32] I. S. M. Isa, T. E. H. El-Gorashi, M. O. I. Musa, and J. M. H. Elmirghani, “Resilient Energy Efficient IoT Infrastructure with Server and Network Protection for Healthcare Monitoring Applications,” IEEE Access, vol. 12, pp. 48910–48940, 2024, doi: 10.1109/ACCESS.2024.3352024.

[33] S. Lingayya, S. B. Bhat, S. R. Pawar, A. Vylala, and S. Senthil Kumar, “Dynamic task offloading for resource allocation and privacy-preserving framework in Kubeedge-based edge computing using machine learning,” Cluster Comput., vol. 27, no. 7, pp. 9415–9431, 2024, doi: 10.1007/s10586-024-04420-8.

[34] M. Kenyeres and J. Kenyeres, “Distributed Average Consensus Algorithms in d-Regular Bipartite Graphs: Comparative Study,” Futur. Internet, vol. 15, no. 5, 2023, doi: 10.3390/fi15050183.

[35] K. Hamza, G. Bouattour, F. Benbrahim, S. Bader, A. Fakhfakh, and O. Kanoun, “A Robust Energy Management Circuit for Energy Harvesting from Wideband Low-Acceleration Vibrations in Wireless Sensor Screws,” IEEE Sensors Lett., vol. 9, no. 9, 2025, doi: 10.1109/LSENS.2025.3592235.

[36] L. Kaur and R. Kaur, “Fog-Based Energy Efficient Routing Protocol for Smart Building Evacuations,” Wirel. Pers. Commun., vol. 139, no. 1, pp. 543–571, 2024, doi: 10.1007/s11277-024-11637-8.

[37] L. A. K. Mohammed, A. M. Hasan, and E. K. Hamza, “Pruning and Validation Techniques Enhanced Genetic Algorithm for Energy Efficiency in Wireless Sensor Networks,” Ing. des Syst. d’Information, vol. 29, no. 4, pp. 1305–1314, 2024, doi: 10.18280/isi.290406.

[38] B. V Minh, T. N. Nguyen, and L.-T. Tu, “Physical layer security in wireless sensors networks: secrecy outage probability analysis,” J. Inf. Telecommun., vol. 9, no. 1, pp. 1–23, 2025, doi: 10.1080/24751839.2024.2352961.

[39] A. Ferreira et al., “Thermomagnetic energy conversion evaluation of Permalloy/Platinum multilayers on poly(vinylidene fluoride)-based flexible substrates,” J. Alloys Compd., vol. 1010, 2025, doi: 10.1016/j.jallcom.2024.178051.

[40] M. Li and X. P. Wang, “Minimal Solutions of Fuzzy Relation Inequalities With Addition-Min Composition and Their Applications,” IEEE Trans. Fuzzy Syst., vol. 31, no. 5, pp. 1665–1675, 2023, doi: 10.1109/TFUZZ.2022.3213884.

[41] A. K. Rai, R. Kumar, R. Ranjan, A. Srivastava, and M. K. Gupta, “Optimizing routing in wireless sensor networks: leveraging pond skater and ant colony optimization algorithms,” Soft Comput., vol. 28, no. 17–18, pp. 9665–9680, 2024, doi: 10.1007/s00500-024-09809-6.

[42] K. Amara Korba, A. Djamel, F. Mohamed, and B. Djalil, “New chaotic map for real-time medical imaging system in e-Health,” J. Ambient Intell. Humaniz. Comput., vol. 14, no. 10, pp. 13997–14007, 2023, doi: 10.1007/s12652-022-04107-1.

[43] Y. Watanabe, T. Sugiura, and N. Nakano, “Bulk Carrier Contaminations and Their Effects on MOSFETs Under Energy Harvesting Systems,” IEEE J. Electron Devices Soc., vol. 12, pp. 450–456, 2024, doi: 10.1109/JEDS.2024.3403649.

[44] S. Madhavi, N. C. Santhosh, S. Rajkumar, and R. Praveen, “Pythagorean Fuzzy Sets-based VIKOR and TOPSIS-based multi-criteria decision-making model for mitigating resource deletion attacks in WSNs,” J. Intell. Fuzzy Syst., vol. 44, no. 6, pp. 9441–9459, 2023, doi: 10.3233/JIFS-224141.

[45] M. M. Wang, J. Zhang, and X. You, “Proximity-Based Maritime Internet of Things: A Service-Centric Design,” IEEE Access, vol. 11, pp. 101205–101240, 2023, doi: 10.1109/ACCESS.2023.3312578.

[46] K. Pande, A. Passi, M. Rao, P. K. Sholapurapu, L. Bhagyalakshmi, and S. K. Suman, “Enhancing Energy Efficiency and Data Reliability in Wireless Sensor Networks Through Adaptive Multi-Hop Routing with Integrated Machine Learning,” J. Mach. Comput., vol. 5, no. 4, pp. 2504–2512, 2025, doi: 10.53759/7669/jmc202505192.

[47] N. Soni, M. Kaur, and V. Bhardwaj, “A forensic analysis of AnyDesk Remote Access application by using various forensic tools and techniques,” Forensic Sci. Int. Digit. Investig., vol. 48, 2024, doi: 10.1016/j.fsidi.2024.301695.

[48] X. Huang, X. Hua, and Z. Chen, “Exploiting a novel magnetoelastic tunable bi-stable energy converter for vibration energy mitigation,” Nonlinear Dyn., vol. 113, no. 3, pp. 2017–2043, 2025, doi: 10.1007/s11071-024-10337-z.

[49] L. S. Martinez-Rau, J. O. Chelotti, L. L. Giovanini, V. Adin, B. Oelmann, and S. Bader, “On-Device Feeding Behavior Analysis of Grazing Cattle,” IEEE Trans. Instrum. Meas., vol. 73, pp. 1–13, 2024, doi: 10.1109/TIM.2024.3376013.

[50] R. Chen and N. Ravishanker, “Feature Construction Using Persistence Landscapes for Clustering Noisy IoT Time Series,” Futur. Internet, vol. 15, no. 6, 2023, doi: 10.3390/fi15060195.

[51] S. G. Aarella, V. P. Yanambaka, S. P. Mohanty, and E. Kougianos, “Fortified-Edge 2.0: Advanced Machine-Learning-Driven Framework for Secure PUF-Based Authentication in Collaborative Edge Computing,” Futur. Internet, vol. 17, no. 7, 2025, doi: 10.3390/fi17070272.

[52] J. Xie, Q. Jia, X. Mu, and F. Lu, “Joint Content Caching, Recommendation, and Transmission for Layered Scalable Videos Over Dynamic Cellular Networks: A Dueling Deep Q-Learning Approach,” IEEE Access, vol. 12, pp. 36657–36669, 2024, doi: 10.1109/ACCESS.2024.3375113.

Diterbitkan

2025-12-25

Cara Mengutip

Sistem Monitoring Detak Jantung Pasien Secara Real-Time Berbasis Wireless Sensor Network (WSN) . (2025). Karapan Network Journal : Journal Computer Technology and Mobile Ad Hoc Network, 2(01). https://ejournal.omahtabing.com/knj/article/view/118

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