Presidency University spotlights Muskan's exchange semester at NCUE
Muskan, a PhD scholar from Presidency University Bangalore, shares her exchange experience at NCUE in a short video.
NCUE · Electrical Engineering
AI Application Laboratory
Wavelet signal analysis and applied AI for energy systems, biomedical signals, vision and robotics.
Led by Prof. Wen-Ren Yang in the Department of Electrical Engineering at National Changhua University of Education, we apply AI and signal processing to biosignals and speech, identity verification and the campus battery energy storage system, and we also study stereo 3D vision and robotic-arm control. We design our systems to run on affordable hardware.
About the lab
The AI Application Laboratory is part of the Department of Electrical Engineering at National Changhua University of Education, led by Prof. Wen-Ren Yang, who has taught in the department since 2006. Building on his expertise in wavelet transforms, digital signal processing and signal analysis, power electronics and neural networks, the lab develops AI applications that run on embedded and affordable hardware.
The lab has hosted international interns through TEEP since 2018 and through IIPP since 2024.
- 78 master’s theses advised since 2006–07
- 32 publications
- 7 open-source projects
Research areas
All areas →Wavelet and Signal Analysis
Wavelet transforms and digital signal processing for power, industrial, motion and acoustic signals, often paired with neural networks.
Smart Grid and Energy Storage
AI and signal processing for the campus battery energy storage system, power quality and power electronics.
Biomedical AI
AI for biosignals and speech: muscle-abnormality detection and multimodal emotion recognition.
Biometrics and Security
Face and voice authentication, automated attendance and exam invigilation.
Stereo 3D Vision
Dual-camera stereo imaging, image processing and graphics for recovering 3D information, from classical geometry to Transformer models.
Robotic Arm Control
Robotic arm control and vision-guided manipulation, developed and tested in simulation before running on hardware.
International Programs
Projects by international students in the TEEP and IIPP programs.
Lab life
All albums →Recent publications
All publications →-
A Physics-Guided LSTM Digital Twin Framework for PV-ESS Anomaly Detection and Power Quality Analysis
2026 IEEE International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan), pp. 459–460
Conference DOI -
arXiv:2609.05755 (submitted to Speech Communication), 2026
Preprint Code -
Robust Multi-Objective Model Predictive Control for PV–BESS Energy Scheduling Under Uncertainty
Technical Journal (UET Taxila), vol. 31, no. 1, pp. 43–52, 2026
Journal
News
All news →Lab website relaunched
The AI Application Laboratory has a new bilingual website.
Preprint: emotion recognition as a distribution
Our preprint on joint valence-arousal probability learning for multimodal emotion recognition is now on arXiv, with code.
Join the lab
We welcome NCUE graduate and undergraduate students, and international students through the TEEP and IIPP programs.