Publications
Featured Publications

RAMASC: A Retrieval-Augmented Multi-Agent Framework for Automated Structural Calculation
Choi, K., Jeong, M., Kim, T., Kim, S., Baek, S., & Kim, H. (2026)
Advanced Engineering Informatics

Retrieval Optimization for Construction Documents in Low-Resource Languages Using Contrastive Sentence Generation and Matryoshka Representation Learning
Choi, K., Jeong, M., Shin, Y., Ma, J., Kim, K., & Kim, H. (2025)
Automation in Construction

Framework Overview

Matryoshka Retrieval
Preprints & Working Papers

MANTA: Multivariate Attention Network for Short-Term Water-Level Forecasting
Choi, K., Shin, Y., Kim, Y., Osman, K., & Kim, H. (2026)
A real-time, location-independent forecasting framework for flood early-warning, evaluated on nationwide water-level data under extreme fluctuation conditions.
Journal Articles
Idrees, S., Nugraha, J.A., Tahir, S., Choi, K., Choi, J., Ryu, D.H., Kim, J.H. (2024). “Automatic concrete slump prediction of concrete batching plant by deep learning”, DEVELOPMENTS IN THE BUILT ENVIRONMENT.
Basha, S.I., Nugraha, J.A., Rehman, A.U., Choi, K., Park, S., Kim, J.H. (2024). “Structuration and yield strength characterization of hybrid alkali-activated cement composites (HACC) for ultra-rapid 3D construction printing”, CONSTRUCTION AND BUILDING MATERIALS.
Rehman, A.U., Kang, M., Basha, S.I., Choi, K., Kim, J.H. (2024). “Knife Cut Test of Concrete: The Introduction of a New Test Method for Measurement of the Structural Build-Up of 3D Concrete Printing Materials”, RILEM BOOKSERIES.
Rehman, A.U., Basha, S.I., Choi, K., Kang, M., Kim, J.H. (2024). “An Analysis of Penetrometer Test Methods for Structural Build-Up in Stiff and Accelerated 3D Concrete Printing Mixtures”, SPRINGER.
Conference Presentations
Chern, W.C., Choi, K., Asari, V., Kim, H. “The 10th International Conference on Construction Engineering and Project Management”, ICCEPM, Sapporo, Japan (July 2024) - Oral Presentation
Choi, K., Baek, S., Kim, H. “2024 Regular Academic Conference”, Korea Institute of Construction Engineering and Management, Jeju, Korea (November 2024) - Oral Presentation
Choi, K., Baek, S., Ma, J., Kim, H. “Efficient RAG(Retrieval-Augmented Generation) for Construction in Low-Resource Language”, ISARC. Proceedings of the International Symposium on Automation and Robotics in Construction - Oral Presentation
