Gino A. R. Sampedro
Assistant Professor, Associate of Science in Information Technology 

Interests:
Embedded Systems
Machine Learning
Internet of Things
Additive Manufacturing
Robotics
Technopreneurship
Design Thinking 

Kumoh National Institute of Technology

Ph.D. IT Convergence Engineering (2023)

Mapúa University

M.S. Computer Engineering (2018)

B.S. Computer Engineering (2018)

Research Work
Exploring Machine Learning-Based Fault Monitoring for Polymer-Based Additive Manufacturing: Challenges and Opportunities. (2022) 
 
Design of an In-Process Quality Monitoring Strategy for FDM-Type 3D Printer Using Deep Learning.(2022)
 
Funded Research
Selective Laser Melting (SLM) Process Analysis through Long Short-Term Memory Networks (Funded by National University)
PLDT SmartPlanet Bin Development (Funded by PLDT, Inc.)
 
Enhancement of Prototype and Assessment of Product Marketability of MachiBox (Funded by DOST PCIEERD)
 
 

Journal Articles
Sampedro, G. A. R., Rachmawati, S. M., Kim, D. S., & Lee, J. M. (2022). Exploring Machine Learning-Based Fault Monitoring for Polymer-Based Additive Manufacturing: Challenges and Opportunities. Sensors. MDPI.

Sampedro, G. A. R., Agron, D. J. S., Amaizu, G. C., Kim, D. S., & Lee, J. M. (2022). Design of an In-Process Quality Monitoring Strategy for FDM-Type 3D Printer Using Deep Learning. Applied Sciences. MDPI.

Domestic Conferences
Sampedro, G. A., Rachmawati, S. M., Verana, M., Kim, D. S., & Lee, J. M. (2022). Design and Implementation of a Printing Path Simulator for Additive Manufacturing. 한국통신학회 학술대회논문집. DBPia.

Verana, M., Putra, M. A. P., Sampedro, G. A. R., Rachmawati, S. M., Kim, D. S., & Lee, J. M. (2022). Edge Device Anomaly Detection of 3D Printers using Bidirectional LSTM. 한국통신학회 학술대회논문집. DBPia.

Rachmawati, S. M., Verana, M., Sampedro, G. A., Jun, T., Kim, D. S., & Lee, J. M. (2022). Layerwise Structural Analysis Using Canny Edge Algorithm for Additive Manufacturing. 한국통신학회 학술대회논문집. DBPia.

Agron, D. J. S., Sampedro, G. A. R., Amaizu, G., Lee, J. M., & Kim, D. S. (2021). Design of a Fault-Detection System for FDM-type 3D Printer using Temporal Convolutional Network. 한국통신학회 학술대회논문집. DBPia.

Sampedro, G. A., Japay, S., Cacatian, A., Dumlao, J., Lee, J. M., & Kim, D. S. (2021). Real-Time Mobile Application Based Noise Filtering System for Speech Amplification using a Redundant Convolutional Encoder-Decoder. 한국통신학회 학술대회논문집. DBPia.

International Conferences

Sampedro, G. A., Putra, M. A. P., R. M., Abisado, M., Kim, D. S., & Lee, J. M. (2022, December). 3DP Check: A Deep Learning-Based Diagnostic Tool for Fault Monitoring in Additive Manufacturing. In 2022 IEEE 14th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment and Management (HNICEM). IEEE.

Dalida, M. R., Aquino, L. B., Hod, W. C., Agapor, R. A., Huyo-a, S. L., & Sampedro, G. A. (2022, December). Music Mood Prediction Based on Spotify’s Audio Features Using Logistic Regression. In 2022 IEEE 14th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment and Management (HNICEM). IEEE.

Cobilla, R., Dichoso, J. C., Minon, A. B., Pascual, A. K., Abisado, M. Huyo-a, S. L., & Sampedro, G. A. (2022, December). Classification of the Type of Brain Tumor in MRI Using Xception Model. In 2022 2nd International Conference in Information and Computing Research (iCORE). IEEE.

Dela Rosa, C. D., Lagunilla, K. Z. L., Ramos, J.,San Pedro, A. K., Sampedro, G. A. & Rodriguez, R. (2022, December). MetaPrint: A Virtual Additive Manufacturing Tool for Print Analysis. In 2022 2nd International Conference in Information and Computing Research (iCORE). IEEE.

Sampedro, G. A., Africa, R. M., Abisado, M. B., Kim, D. S., & Lee, J. M. (2022, December). Cross-Model Interpretation of Machine Leanrning-Based Automatic Baybayin Script Recognition Systems. In 2022 2nd International Conference in Information and Computing Research (iCORE). IEEE.

Sampedro, G. A., Huyo-a, S. L., Kim, R. G. C., Aruan, Y. J., & Abisado, M. (2022, November). Application of 5G Infrastructure for IoT: Challenges and Opportunities. In 2nd International Conference on Electrical and Electronic Engineering and Intelligent System 2022 (ICE3IS). IEEE.

Ng, J. P., Huyo-a, S. L. B., Abisado, M., & Sampedro, G. A. (2022, October). Real-Time Indoor Localization and Altitude Monitoring using Self-Adaptive Algorithm. In 2022 International Conference on Information and Communication Technology Convergence (ICTC). IEEE.

Putra, M. A. P., Verana, M., Sampedro, G. A., Kim, D. S., & Lee, J. M. (2022, October). 3DFed: A Secure Federated Learning-based System for Fault Detection in 3D Printer Industry. In 2022 International Conference on Information and Communication Technology Convergence (ICTC). IEEE.

Sampedro, G. A., Manaig, R., Salazar-Manaig, P., Abisado, M. B., Kim, D. S., & Lee, J. M. (2022, October). An Overview of Opportunities and Challenges of Edge Computing in Smart Manufacturing. In 2022 International Conference on Information and Communication Technology Convergence (ICTC). IEEE.

Sampedro, G. A., Rachmawati, S. M., Ugli, K. S. D., Kim, D. S., & Lee, J. M. (2022, October). SimuPrint: A Printing Path Simulation Tool for Additive Manufacture. In 2022 International Conference on Information and Communication Technology Convergence (ICTC). IEEE.

Sampedro, G. A., Cobar, J. M., Abaja, K. D., Baluis, R., Huyo-a, S. L., & Abisado, M. (2022, October). Smart AmbuBag: A Cloud-Based Automated Respiratory Ventilator. In 2022 International Conference on Information and Communication Technology Convergence (ICTC). IEEE.

Sampedro, G. A., Agron, D. J., Huyo-a, S. L., Abisado, M., Kim, D. S., & Lee, J. M. (2022, August). 3D Printer State Monitoring Mobile Application through a Deep Learning Approach. In 2022 IEEE International Symposium on Advanced Control of Industrial Processes (AdCONIP). IEEE.

Sampedro, G. A., Kim, R. G., Cobar, J. M., Abaja, K. D., & Baluis, R. (2022, January). Development of an Internet of Things (IoT)-Based Automated Bag-Valve-Mask. In 2022 International Conference on Information Networking (ICOIN). IEEE.

Sampedro, G. A., Agron, D. J., Kim, R. G., Kim, D. S., & Lee, J. M. (2021, December). Fused Deposition Modeling 3D Printing Fault Diagnosis using Temporal Convolutional Network. In 2021 1st International Conference in Information and Computing Research (iCORE). IEEE.

Sampedro, G. A., Kim, R. G. C., Aruan, Y. J., Kim, D. S., & Lee, J. M. (2021, December). Noise Filtering Mobile Application for Speech Enhancement using a Redundant Convolutional Encoder-Decoder. In 2021 1st International Conference in Information and Computing Research (iCORE). IEEE.

Sampedro, G. A., Putra, M. A. P., Kim, D. S., & Lee, J. M. (2021, December). 3D Printer State Prediction: A Deep Learning Model Approach. In 2021 1st International Conference in Information and Computing Research (iCORE). IEEE.

Sampedro, G. A., Kim, R. G. C., Aruan, Y. J., Kim, D. S., & Lee, J. M. (2021, December). Smart E-Waste Bin Development Based on YOLOv4 Model. In 2021 1st International Conference in Information and Computing Research (iCORE). IEEE.

Aruan, Y. J., Daely, P. T., Sampedro, G. A., Lee, J. M., & Kim, D. S. (2021, October). The Design of The Emerging 5G Using Hybrid GPON and XGS-PON Technology. In 2021 International Conference on Information and Communication Technology Convergence (ICTC). IEEE.

Sampedro, G. A., Floresta, C. K., Villaverde, J. F., Lee, J. M., & Kim, D. S. (2020, October). Smart Device for Ice Fission Determination using Fourier’s Law on ATMega328P. In 2020 International Conference on Information and Communication Technology Convergence (ICTC). IEEE.

Sampedro, G. A., Soriano, M. N., Yumang, A. N., & Dimaunahan, E. D. (2019, March). Rapid Microscopic Analysis Using Natural Neighbor Interpolation. In Proceedings of the 2019 9th International Conference on Biomedical Engineering and Technology (ICBET). ACM.

Yumang, A. N., Dimaunahan, E. D., Cruz, J. D., Talisic, G. C., Sampedro, G. A., & Soriano, M. N. (2018, November). Real-time plasmodium falciparum parasitemia using natural neighbor interpolation. In 2018 IEEE 10th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment and Management (HNICEM). IEEE.