Biomedical Engineering, Electrical and Electronic Engineering
4
Scopus Publications
93
Scholar Citations
5
Scholar h-index
3
Scholar i10-index
Scopus Publications
Adaptive Stress Prediction with GSR, SMOTE Balancing, and Random Forest Models Rino Ferdian Surakusumah, Rechi Yudha Apza Jurnal Resti, 2025 Stress is a pervasive condition that affects mental health, productivity, and quality of life across populations. Traditional methods for stress assessment, such as the Perceived Stress Scale (PSS), rely on retrospective self-reporting and are limited by subjectivity and delayed feedback. To address this gap, this study developed an integrated real-time stress monitoring system combining Galvanic Skin Response (GSR) sensors, Internet of Things (IoT) technology, and machine learning algorithms. Primary GSR data were collected from 30 participants under varied conditions, supplemented by secondary data from the WESAD dataset. A Random Forest classifier was employed to categorize stress into four levels: normal, mild, moderate, and severe. To address class imbalance, the Synthetic Minority Over-sampling Technique (SMOTE) was applied, leading to improved model robustness. The system achieved a cross-validated classification accuracy of 69%, with substantial improvements in the detection of moderate and severe stress cases compared to traditional threshold-based methods. A strong agreement (Cohen’s Kappa κ = 0.82) was observed between system predictions and PSS-based stress assessments. Feature importance analysis identified mean GSR value and Skin Conductance Response (SCR) amplitude as the most influential indicators of stress. The system was evaluated for usability, receiving high user ratings in terms of accessibility, simplicity, and interactivity. A simple Python-based command-line interface (CLI) was also developed for real-time stress prediction based on input features. This research demonstrates the feasibility and effectiveness of combining physiological sensing, predictive analytics, and user-friendly interfaces to enable scalable and adaptive stress monitoring. Future developments will focus on integrating additional physiological modalities and deep learning techniques to enhance predictive performance and personalization in clinical and everyday contexts.
Fuzzy logic assessment of X-ray tube risks in robotic C-arm angiography: a failure mode and effect analysis study Ade Firdaus, Andi Adriansyah, Nanda Ferdana, Rahmalisa Suhartina, Rino Ferdian Surakusumah, Jakfat Haekal, Zulhamidi Zulhamidi, Abu Ubaidillah Shamsudin Iaes International Journal of Robotics and Automation, 2024 This research examines the integration of robotic C-arm technology in angiography, a critical tool for treating cardiac conditions. The robotic C-arm, which includes an X-ray tube, is essential for scanning patients during procedures. The study also investigates the associated risks, specifically in Indonesian hospitals with cardiac facilities. Angiography is used to diagnose and treat heart disease by visualizing blood vessels and facilitating catheterization procedures. However, its mobility poses hazards and can impact the process. To address potential risks, failure mode and effect analysis (FMEA) is utilized. Traditionally, risk assessment using risk priority numbers (RPN) is conducted, but these may not accurately reflect failures due to complex evaluating processes. To overcome this limitation, fuzzy logic is employed, enhancing risk assessment accuracy. Through this approach, twenty-seven failure modes are identified across two brands, with ten major ones prioritized using fuzzy logic. These findings facilitate the development of preventive measures to mitigate future failures and enhance patient safety during angiography in hospitals. In conclusion, the study underscores the importance of robust risk management in medical equipment, particularly in dynamic environments. By integrating fuzzy logic into risk assessment, the study improves prioritization accuracy, enabling effective allocation of resources for preventive actions.
A novel design of needle aspiration biopsy monitoring instrument (NAOMI) tested on a low cost chest phantom Rino Ferdian Surakusumah, Muhammad Qurhanul Rizqie, Dwichayo Herlambang Prabowo Hidayat, Eko Supriyanto, Muhammad Haikal Satria Matec Web of Conferences, 2016 Needle biopsy is a medical intervention method for taking a lung tissue sample that suspected as a cancer. The disadvantage is the physicians directly visualize the anatomical structures in an open surgery for lung cancer biopsy procedure. There is a need to develop an instrument that may help the physician to guarantee the accuracy and efficiency while performing needle aspiration biopsy. Therefore, a needle aspiration biopsy monitoring instrument or named as NAOMI is proposed. It consists of a microcontroller system, an IMU sensor, an ultrasonic ranging module, a bluetooth module, and a 9V lithium battery. The experimental testing consist of performance testing, functional testing using chest phantom, and user acceptances. The results showed that the NAOMI improve the accuracy and efficiency while performing the needle biopsy operation.
Development of a half sphere bending soft actuator for flexible bronchoscope movement Rino Ferdian Surakusumah, Ahmad 'Athif Mohd. Faudzi, Dyah Ekashanti Octorina Dewi, Eko Supriyanto 2014 IEEE International Symposium on Robotics and Manufacturing Automation IEEE Roma2014, 2015 Flexible bronchoscope (FOB) is commonly used nowaday for airway observation in lung diagnosis because of its easier, safer, and good tolerant technique. However, during intubation, FOB may lead to get jammed due to unpassed size. In this paper, a novel soft-tip FOB development using soft actuator mechanism is proposed to solve the jamming problem. The study is focused on the design, fabrication, and implementation stages. The FOB design utilized a molding system that was drawn using SolidWorks and printed using 3D printer. The FOB fabrication used the printed mold to create the soft-tip by pouring the silicon rubber and mixing the inner and outer layers into the mold and solidifying them. The FOB initial implementation was performed by using tube and air pressure generator. By fabricating two types of soft actuator, combining twisting as well as bending movement actuator, a half-sphere movement actuator was developed. The result shows that the proposed soft-tip could move close to half-sphere bending motion after standard pressure driving experiment was executed.
RECENT SCHOLAR PUBLICATIONS
ANALISIS HASIL PENGUJIAN DAN KALIBRASI SYRINGE PUMP PARAMETER FLOWRATE DAN OCCLUSION MENGGUNAKAN METODE ISO GUM DAN METODE KRAGTEN N Angelin, N Hadziqoh, N Lasiyah, R ferdian Surakusumah JURNAL MUTIARA ELEKTROMEDIK 9 (2), 104-112 , 2025 2025
Enhancing Health Technology Awareness Through Medical Equipment Prototyping Workshops for Vocational Students in Rural Setting RF Surakusumah, R Mulyadi, R Syahputra ABDIMAS: Jurnal Pengabdian Masyarakat 8 (4), 1673-1686 , 2025 2025
ANALISIS PENGUJIAN ARUS BOCOR PADA PASIEN MONITOR BERDASARKAN METODE STANDAR IEC 62353: 2014 MI Akbar, RF Surakusumah, NZN Bulyamin JURNAL MUTIARA ELEKTROMEDIK 9 (1), 71-78 , 2025 2025
Adaptive Stress Prediction with GSR, SMOTE Balancing, and Random Forest Models RF Surakusumah, RY Apza Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) 9 (4), 805-813 , 2025 2025 Citations: 1
AUDIT RISIKO KALIBRASI ALAT INFUS DAN SYRINGE MELALUI FAILURE MODE AND EFFECTS ANALYSIS A Rahim, RF Surakusumah, NZN Bulyamin JURNAL MUTIARA ELEKTROMEDIK 9 (1), 79-86 , 2025 2025
Pengembangan Sistem Pengukuran Tingkat Stres Menggunakan Sensor GSR dengan Perbandingan Metode PSS RY Apza, RF Surakusumah Medika Teknika: Jurnal Teknik Elektromedik Indonesia 6 (2), 92-100 , 2025 2025 Citations: 1
A Generalizable AI-Based Framework for Automated Slice Sensitivity Profile and Slice Thickness Measurement Across Multi-Phantom and Multi-Scanner CT Systems N Hadziqoh, N Lasiyah, RF Surakusumah, A Yunianta, NMB Kamaruddin Jurnal Penelitian Fisika dan Aplikasinya (JPFA) 15 (1) , 2025 2025
Pengembangan Fitur Keselamatan Mekanikal Blue Light Therapy Berbasis Motor Linear Terintegrasi F Febrian, RF Surakusumah Medika Teknika: Jurnal Teknik Elektromedik Indonesia 6 (1), 31-43 , 2024 2024
PEMELIHARAAN ALAT KESEHATAN PUSKESMAS REJOSARI N Lasiyah, N Hadziqoh, RF Surakusumah, N Angelin Jurnal Pengabdian Masyarakat 360 Derajat 1 (1), 24-31 , 2024 2024 Citations: 2
Optimization of Shrimp Cultivation Through Internet of Things-Based Water Quality Monitoring F Amillia, M Mulyono, OB Kharisma, RF Surakusumah International Journal of Scientific Research 4 (2), 68-72 , 2024 2024
IoT-Based Environmental Health Monitoring System in Agriculture: A Case Study on Watermelon Cultivation to Support Sustainable Community Well-being RF Surakusumah, M Yusuf, EAK Tarif International Journal of Scientific Research 4 (2), 62-67 , 2024 2024 Citations: 2
STUDI REKOMENDASI PENGHAPUSAN ALAT KESEHATAN DENGAN MENGGUNAKAN METODE ANALISIS BIAYA DI RSUD ARIFIN AHMAD KOTA PEKANBARU MNP Kesuma, RF Surakusumah, N Putra Biomedical and Environmental Health Technology 1 (1), 17-23 , 2024 2024
Pelatihan Inspection Preventive Maintenance (IPM) MRI N Lasiyah, MR Oktaviano, Y Pertiwi, N Nurhadziqoh, R Mulyadi, ... Abdimas Universal 4 (2), 211-217 , 2022 2022
Pelatihan Inspection Preventive Maintenance (IPM) Alat Cath Lab Y Pertiwi, MF Rhomadhon, N Hadziqoh, N Lasiyah, R Ferdian Abdimas Universal 4 (1), 133-138 , 2022 2022 Citations: 1
Pelatihan penggunaan laboratorium virtual berbasis aplikasi Phet simulation di Kabupaten Kampar Y Pertiwi, R Ferdian Abdimas Universal 4 (1), 34-39 , 2022 2022 Citations: 16
Health Facilities Safety Assurance Improvement through the Establishment of a Testing and Calibration Institution in Riau Province RF Surakusumah, N Hadziqoh, Y Pertiwi ABDIMAS: Jurnal Pengabdian Masyarakat 5 (1), 2010-2019 , 2022 2022 Citations: 1
Pelatihan Penggunaan Laboratorium Virtual Berbasis Aplikasi Phet Simulation di Kabupaten Kampar. Abdimas Universal, 4 (1), 34–39 Y Pertiwi, R Ferdian 2022 Citations: 3
Analysis Infusion Pump Calibration Results Merk Terumo Type Te-112 Y Pertiwi, N Hadziqoh, R Mulyadi, RF Surakusumah, TY Ovtaria Al Insyirah International Scientific Conference on Health 3 (1), 136-145 , 2022 2022 Citations: 2
AUTOMATIC LEAKAGE CURRENT MEASUREMENT METHOD AND THRESHOLD DECISION FEATURE OF IEC 62353: 2014 TY Ovtaria, RF Surakusumah Al Insyirah International Scientific Conference on Health 3 (1), 124-129 , 2022 2022
PENGEMBANGAN PLATFORM ONLINE SIMULASI VIRTUAL PENGUJIAN DAN KALIBRASI VENTILATOR BERBASIS BROWSER TY Ovtaria, Apriliani, IR Dhona, RF Surakusumah Indonesian Journal of Health Development 3 (2), 245-256 , 2021 2021 Citations: 1
MOST CITED SCHOLAR PUBLICATIONS
Development of a half sphere bending soft actuator for flexible bronchoscope movement RF Surakusumah, DEO Dewi, E Supriyanto 2014 IEEE International Symposium on Robotics and Manufacturing Automation … , 2014 2014 Citations: 18
Pelatihan penggunaan laboratorium virtual berbasis aplikasi Phet simulation di Kabupaten Kampar Y Pertiwi, R Ferdian Abdimas Universal 4 (1), 34-39 , 2022 2022 Citations: 16
Medical imaging technology: reviews and computational applications KW Lai, DEO Dewi Springer , 2015 2015 Citations: 16
EVALUASI KETIDAKPASTIAN PENGUKURAN DALAM KALIBRASI TERMOMETER DIGITAL MENGGUNAKAN PERSAMAAN REGRESI KALIBRASI I Fatwasauri, ST Erawati, M Sasono, RF Surakusumah Komunikasi Fisika Indonesia 18 (2), 131-136 , 2021 2021 Citations: 8
Review on image guided lung biopsy MQ Rizqie, NS Mohd Yusof, RF Surakusumah, DE Octorina Dewi, ... Medical Imaging Technology: Reviews and Computational Applications, 41-56 , 2015 2015 Citations: 7
Development of Flexible Bronchoscope Device Using Soft Actuator AA M. Faudzi, RF Surakusumah, DE Octorina Dewi, INA Mohd. Nordin, ... Medical Imaging Technology: Reviews and Computational Applications, 223-241 , 2015 2015 Citations: 5
Pelatihan Penggunaan Laboratorium Virtual Berbasis Aplikasi Phet Simulation di Kabupaten Kampar. Abdimas Universal, 4 (1), 34–39 Y Pertiwi, R Ferdian 2022 Citations: 3
Nurse-engineer opportunities and education in the post-pandemic nursing care RF Surakusumah, R Yanti, I Fatwasauri STRADA: Jurnal Ilmiah Kesehatan 10 (1), 707-716 , 2021 2021 Citations: 3
Cervix Position Recognition by Template Method using Linear Robot Ultrasound RF Surakusumah, C Pahl, MA Ayob, E Supriyanto Advances in Robotics, Mechatronics and Circuits 18 , 2014 2014 Citations: 3
PEMELIHARAAN ALAT KESEHATAN PUSKESMAS REJOSARI N Lasiyah, N Hadziqoh, RF Surakusumah, N Angelin Jurnal Pengabdian Masyarakat 360 Derajat 1 (1), 24-31 , 2024 2024 Citations: 2
IoT-Based Environmental Health Monitoring System in Agriculture: A Case Study on Watermelon Cultivation to Support Sustainable Community Well-being RF Surakusumah, M Yusuf, EAK Tarif International Journal of Scientific Research 4 (2), 62-67 , 2024 2024 Citations: 2
Analysis Infusion Pump Calibration Results Merk Terumo Type Te-112 Y Pertiwi, N Hadziqoh, R Mulyadi, RF Surakusumah, TY Ovtaria Al Insyirah International Scientific Conference on Health 3 (1), 136-145 , 2022 2022 Citations: 2
Hospital Building Safety: A Systematic Review I Fatwasauri, P Dewi, RF Surakusumah Al Insyirah International Scientific Conference on Health 2, 30-38 , 2021 2021 Citations: 2
Adaptive Stress Prediction with GSR, SMOTE Balancing, and Random Forest Models RF Surakusumah, RY Apza Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) 9 (4), 805-813 , 2025 2025 Citations: 1
Pengembangan Sistem Pengukuran Tingkat Stres Menggunakan Sensor GSR dengan Perbandingan Metode PSS RY Apza, RF Surakusumah Medika Teknika: Jurnal Teknik Elektromedik Indonesia 6 (2), 92-100 , 2025 2025 Citations: 1
Pelatihan Inspection Preventive Maintenance (IPM) Alat Cath Lab Y Pertiwi, MF Rhomadhon, N Hadziqoh, N Lasiyah, R Ferdian Abdimas Universal 4 (1), 133-138 , 2022 2022 Citations: 1
Health Facilities Safety Assurance Improvement through the Establishment of a Testing and Calibration Institution in Riau Province RF Surakusumah, N Hadziqoh, Y Pertiwi ABDIMAS: Jurnal Pengabdian Masyarakat 5 (1), 2010-2019 , 2022 2022 Citations: 1
PENGEMBANGAN PLATFORM ONLINE SIMULASI VIRTUAL PENGUJIAN DAN KALIBRASI VENTILATOR BERBASIS BROWSER TY Ovtaria, Apriliani, IR Dhona, RF Surakusumah Indonesian Journal of Health Development 3 (2), 245-256 , 2021 2021 Citations: 1
Studi Awal Penggunaan Metode JIGSAW Dalam Peningkatan Pemahaman Personil Institusi Pengujian dan Kalibrasi Alat Kesehatan Terhadap SNI 17025: 2017 Y Pertiwi, K Mahmudi, RF Surakusumah, N Hadziqoh, I Fatwasauri Jurnal Kalibrasi 19 (1), 23-30 , 2021 2021 Citations: 1
ANALISIS HASIL PENGUJIAN DAN KALIBRASI SYRINGE PUMP PARAMETER FLOWRATE DAN OCCLUSION MENGGUNAKAN METODE ISO GUM DAN METODE KRAGTEN N Angelin, N Hadziqoh, N Lasiyah, R ferdian Surakusumah JURNAL MUTIARA ELEKTROMEDIK 9 (2), 104-112 , 2025 2025