Author

Jian-Hong Huang

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Open access Oct 2026

Short-Term Traffic Congestion Forecasting Using Machine Learning and Deep Learning Models for Spatiotemporal Traffic Analysis

Traffic congestion is a complex spatiotemporal phenomenon characterized by rapid fluctuations in traffic flow resulting from temporal dependencies, recurring mobility patterns, and location-specific variations within transportation networks. Accurate short-term traffic forecasting is essential for enhancing intelligent...

Alvin V. Modales, Yu-Shiuan Tsai, Mark Rennel D. Molato et al. · Applied Sciences · 0 citations

Open access Sep 2026

Lightweight defect detection on mica sheets via focused distillation for industrial measurement

This paper builds a high-precision automated vision acquisition system and builds a mica sheet defect detector using Faster Region-based Convolutional Neural Network (Faster R-CNN), which achieves accurate classification and localization of defects after training on the custom dataset.

Jian-Hong Huang, Bo Zhang, Jing-Nan Zhou et al. · Measurement science and tech... · 0 citations