2026Journal
Enhancing Deep Learning–Based Railway Inspection via PSO-Guided Brightness–Contrast Optimization
Maethinee Songthai, Somyot Kaitwanidvilai
Results in Engineering
Selected work
Publications
Peer-reviewed journal articles, conference papers, and preprints from the lab.
2026
2026Journal
Smart Surveillance with Conversational Alerts for Wild Elephant Early Warning
Nattaya Kongyim, Somyot Kaitwanidvilai
Remote Sensing Applications: Society and Environment
2026Journal
Decentralised and Centralised Fixed Structure H∞ Robust Loop Shaping for the MIMO Microsurgical Manipulation Based on PSOGSA
Somyot Kaitwanidvilai, Poom Konghuayrob, Hisayuki Aoyama
IET Control Theory & Applications
2026Journal
A Bayesian-Optimized Deep Scaled Stacking Framework for Data-Driven Intelligent Control in Continuous Oil Refining Process
Pattharapol Choonarong, Sarucha Yanyong
IEEE Access
2025
2025Journal
An Adaptive Machine Learning Framework Integrating AutoML and MLOps for Two‐Stage Classification in Hard Disk Drive Manufacturing
Natthakritta Rungtalay, Somyot Kaitwanidvilai
IET Collaborative Intelligent Manufacturing
2025Journal
Optimizing Product Quality Prediction in Smart Manufacturing Through Parameter Transfer Learning: A Case Study in Hard Disk Drive Manufacturing
Somyot Kaitwanidvilai, Chaiwat Sittisombut, Yu Huang, Sthitie Bom
Processes
2025Journal
PSO-Optimized Deep Learning for Ultra-Precise Corrosion Detection on HDD Read/Write Heads
Chaiwat Punyammaree, Somyot Kaitwanidvilai
IEEE Access
2025Journal
Anomaly Flying Height Prediction Based on Clustering Techniques in Hard Disk Drive Manufacturing.
Worawit Kanjanapruthipong, Poom Konghuayrob
Sensors & Materials
2025Journal
Optimizing Wafer Classification in Industrial Manufacturing Using Particle Swarm Optimization and Deep Learning.
Pisit Suwannoot, Poom Konghuayrob
Sensors & Materials
2025Journal
Remote Sensing to Minimize Energy Consumption of Six-axis Robot Arm Using Particle Swarm Optimization and Artificial Neural Network to Control Changes in Real Time. Authors Somyot Kaitwanidvilai, Veerasak Ch
Somyot Kaitwanidvilai, Veerasak Chanarungruengkij, Poom Konghuayrob
Sensors & Materials
2025Journal
Experimental realization of PSO-based hybrid adaptive sliding mode control for force impedance control systems
Sarucha Yanyong, Somyot Kaitwanidvilai
Results in Control and Optimization
2024
2024Journal
Dual-stage Classification Framework for Detecting Rare or Unseen Patterns Based on Novelty Detection and Supervised Learning.
Natthakritta Rungtalay, Somyot Kaitwanidvilai
Sensors & Materials
2024Journal
A Small Deep Learning Model for Fault Detection of a Broken Rotor Bar of an Induction Motor.
Pat Taweewat, Warachart Suwan-ngam, Kanoknuch Songsuwankit, Poom Konghuayrob
Sensors & Materials
2024Journal
Event‐triggered model reference adaptive control system design for SISO plants using meta‐learning‐based physics‐informed neural networks without labeled data and transfer learning
Worrawat Duanyai, Weon Keun Song, Poom Konghuayrob, Manukid Parnichkun
International Journal of Adaptive Control and Signal Processing
2024Journal
Characterization and verification of the optimal feedback gain of a satellite magnetorquer-based attitude control system
Thanayuth Panyalert, Shariff Manuthasna, Jormpon Chaisakulsurin, Tanawish Masri, Kritsada Palee, Pakawat Prasit, Peerapong Torteeka, Poom Konghuayrob
Advances in Space Research
2024Journal
Hybrid Deep Learning and FAST-BRISK 3D Object Detection Technique for Bin-picking Application
Thanakrit Taweesoontorn, Sarucha Yanyong, Poom Konghuayrob
Sensors and Materials
2024Journal
Prediction of Flying Height Using Deep Neural Network Based on Particle Swarm Optimization in Hard Disk Drive Manufacturing Process
Worawit Kanjanapruthipong, Pitcha Prasitmeeboon, Poom Konghuayrob
Sensors and Materials
2024Journal
Localization for Outdoor Mobile Robot Using LiDAR and RTK-GNSS/INS
Thitipong Thepsit, Poom Konghuayrob, Anakkapon Saenthon, Sarucha Yanyong
Sensors and Materials