7 papers
DINO-YOLO: Self-Supervised Pre-training for Data-Efficient Object Detection in Civil Engineering Applications
Malaisree P, Youwai S, Kitkobsin T +3
Object detection in civil engineering applications is constrained by limited annotated data in specialized domains. We introduce DINO-YOLO, a hybrid architecture combining YOLOv12…
Investigating the Potential of Large Language Model-Based Router Multi-Agent Architectures for Foundation Design Automation: A Task Classification and Expert Selection Study
Sompote Youwai, David Phim, Vianne Gayl Murcia +1
This study investigates router-based multi-agent systems for automating foundation design calculations through intelligent task classification and expert selection. Three approache…
Triple Attention Transformer Architecture for Time-Dependent Concrete Creep Prediction
Warayut Dokduea, Weerachart Tangchirapat, Sompote Youwai
This paper presents a novel Triple Attention Transformer Architecture for predicting time-dependent concrete creep, addressing fundamental limitations in current approaches that tr…
Explainable Dual-Attention Tabular Transformer for Soil Electrical Resistivity Prediction: A Decision Support Framework for High-Voltage Substation Construction
Warat Kongkitkul, Sompote Youwai, Warut Sakulpojworachai
This research introduces a novel dual-attention transformer architecture for predicting soil electrical resistivity, a critical parameter for high-voltage substation construction.…
Explainable Artificial Intelligence Model for Evaluating Shear Strength Parameters of Municipal Solid Waste Across Diverse Compositional Profiles
Parichat Suknark, Sompote Youwaib, Tipok Kitkobsin +3
Accurate prediction of shear strength parameters in Municipal Solid Waste (MSW) remains a critical challenge in geotechnical engineering due to the heterogeneous nature of waste ma…
Evaluating and Explaining Earthquake-Induced Liquefaction Potential through Multi-Modal Transformers
Sompote Youwai, Tipok Kitkobsin, Sutat Leelataviwat +1
This study presents an explainable parallel transformer architecture for soil liquefaction prediction that integrates three distinct data streams: spectral seismic encoding, soil s…