Hi, I'm Trio Pambudi Utomo

Computational Researcher & Senior Research Engineer bridging the gap between Software Engineering and Biophysics. I specialize in developing high-performance algorithms for biosignal processing (ECG/PPG) and applying Deep Learning to model complex physiological systems. With 3+ years of R&D experience and a track record of conference presentations, I build robust computational tools to accelerate scientific discovery.

Biosignal ProcessingScientific Machine LearningMedical InstrumentationMobile Health (mHealth)Computational Biophysics

English Proficiency

IELTS Band 7.5Academic
Listening
8.5
Reading
8.5
Writing
6.5
Speaking
6.0
Profile

Featured Publications

Kernel Principal Component Analysis and Convolutional Neural Network-Based Approach for Obstructive Sleep Apnoea Detection Using Electrocardiogram

Indrawati, Aida Noor; Nuryani, Nuryani; Wiharto, Wiharto; Mirawati, Diah Kurnia; Utomo, Trio Pambudi; Wiyono, Nanang

Iraqi Journal for Computer Science and Mathematics (2025)

Advancing Non-Cuff Hypertension Detection: Leveraging 1D Convolutional Neural Network and Time Domain Physiological Signals

Nuryani, Nuryani; Utomo, Trio Pambudi; Prabowo, Nurhasan Agung; Aripriharta; Yazid, Muhammad; Yunianto, Mohtar

International Journal of Online & Biomedical Engineering (2024)

Cuffless Hypertension Detection using Swarm Support Vector Machine Utilizing Photoplethysmogram and Electrocardiogram

Nuryani, Nuryani; Utomo, Trio Pambudi; Wiyono, Nanang; Sutomo, Artono Dwijo; Ling, Steve;

Journal of Biomedical Physics and Engineering (2023)

Obstructive Sleep Apnea Detection using Frequency Analysis of Electrocardiographic RR Interval and Machine Learning Algorithms

Indrawati, Aida Noor; Nuryani, Nuryani; Nugroho, Anto Satriyo; Utomo, Trio Pambudi;

Journal of Biomedical Physics and Engineering (2022)

A New Automatic QT-Interval Measurement Method for Wireless ECG Monitoring System Using Smartphone

Utomo, Trio Pambudi; Nuryani, Nuryani; Nugroho, Anto Satriyo;

Journal of Biomedical Physics & Engineering (2021)

Skills & Expertise

Scientific Computing

Python (NumPy, Pandas, Scikit-learn)Algorithm Optimization
High-Performance Computing (HPC)Parallel Computing (CUDA/MPI)

Digital Signal Processing

Time-Frequency AnalysisWavelet TransformNoise Reduction
FFTFIR/IIR Filtering

Biosignal Analysis

ECG/PPG/EEGFeature ExtractionPhysiological Modeling
HRV AnalysisPeak Detection

AI for Healthcare

Time-Series ClassificationLSTMAnomaly DetectionPyTorch
1D-CNNTransformerPattern RecognitionTensorFlow

Instrumentation

Embedded C/C++STM32Real-time ProcessingIoT Acquisition
ArduinoESP32ADC/DAC

Academic Theses

2019Master Thesis

Automatic Measurement of QT Interval of Electrocardiogram Based on Region of Interest Using Android Smartphone

2017Bachelor Thesis

Long Distance Electrocardiogram and Heart Rate Monitoring Using Android

Projects

Photoplethysmogram (PPG) Signal Acquisition, Peak Detection, and Heart Rate Calculation Using Smartphone Camera
2020 - 2020

Photoplethysmogram (PPG) Signal Acquisition, Peak Detection, and Heart Rate Calculation Using Smartphone Camera

A photoplethysmogram (PPG) signal is obtained and extracted from a video stream of fingertips that is taken from a smart...

Portable Electrocardiogram (ECG) and Heart Rate Monitoring System Using an Android Smartphone
2017 - 2020

Portable Electrocardiogram (ECG) and Heart Rate Monitoring System Using an Android Smartphone

An Android smartphone is used for heart rate monitoring and displaying electrocardiogram (ECG) graphs. The acquisition o...

Education

Universitas Sebelas Maret

Master in Physics

GPA: 3.93/4.00

2020

Universitas Sebelas Maret

Bachelor in Physics

GPA: 3.63/4.00

2017

Work Experience

Flutter Engineer (Freelance)

PT. Possaku Mitra Usaha

Aug 2021 Present

Key Contributions: - Developed high-performance cross-platform mobile applications using Flutter, focusing on state management and UI responsiveness. - Implemented real-time data synchronization logic essential for dynamic user environments. - Translated complex business requirements into modular and reusable code structures.

Senior Fullstack Developer

PT. Cranium Royal Aditama

Mar 2021 Present

Key Contributions: - Architected scalable web applications, optimizing database queries (MySQL) to handle large-scale datasets efficiently. - Engineered responsive front-end interfaces with a focus on data visualization and cross-platform compatibility. - Designed secure API integrations to ensure seamless communication between distributed systems. - Led technical decision-making processes to improve system reliability and maintainability.

Mobile Application Developer

Oorth Indonesia

Mar 2020 Mar 2021

Key Contributions: - Developed iOS mobile applications using Cordova and JavaScript, ensuring cross-platform compatibility and performance. - Collaborated closely with backend and QA teams to ensure seamless integration and high-quality application delivery. - Contributed to the full mobile app development lifecycle, from planning and design to testing and deployment in a startup environment.

Robotics & Instrumentation Instructor

Pradita Dirgantara High School

Aug 2018 Nov 2019

Key Contributions: - Designed and delivered a comprehensive curriculum on Embedded Systems and Microcontrollers (Arduino/STM32). - Mentored high school students in designing autonomous robots, fostering engineering intuition and problem-solving skills. - Bridged the gap between theoretical physics concepts and practical hardware implementation.

Conferences & Talks

OralJuly 29, 2017

QRS peak detection for heart rate monitoring on Android smartphone

International Conference on Science and Applied Science (ICSAS) 2017

Surakarta, Indonesia
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OralMay 12, 2018

QT interval measurement using derivative and thresholding process

International Conference on Science and Applied Science (ICSAS) 2018

Surakarta, Indonesia
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OralAugust 14, 2018

Automatic QRS-complex peak detector based on moving average and thresholding

The 9th International Conference on Physics and Its Applications (ICOPIA 2018)

Surakarta, Indonesia
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OralAugust 26, 2020

Photoplethysmogram peaks detection based on moving window integration and threshold for heart rate calculation on android smartphone

The 10th International Conference on Physics and Its Applications (ICOPIA 2020)

Surakarta, Indonesia
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Contact Me

Let's Connect

I am always open to discussing new research opportunities, collaborations, or simply having a chat about technology and science.

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