Journal Article

2025

Jui-Sheng Chou, Chi-Jung Chen, Chi-Yun Liu (2025), Amodal segmentation optimized by metaheuristics using cGANs for enhanced safety behavior detection on construction sites,  Automation in Construction (accept in July).

Hsiao-Ping Ni, Chi-Yun Liu, Fermodelie Paul, Wai Oswald Chong, Jui-Sheng Chou (2025), Enhancing supply chain resilience and efficiency of HVAC systems in semiconductor manufacturing facilities using graph-based large multimodal models, *Applied Energy,* Volume 398, 15 November 2025, 126420.

Fermodelie Paul, Yanlin Li, Chi-Yun Liu, Oswald Chong, Jui-Sheng Chou (2025), A Review of Circular Economy Barriers and a DSPC-Based Market Modelling in Semiconductor Manufacturing Facilities (Fabs): Toward Scalable Reuse and Recycling of Unique Fab Construction Materials, *Waste Management & Research* (accept in June).

Jui-Sheng Chou, Jhe-Shian Lien, Chi-Yun Liu (2025), Integrative AI and UAV-based Visual Recognition with Metaheuristics for Automated Repair Cost Analysis of Bridge Structural Deterioration, Automation in Construction, Volume 176, August 2025, 106273.

Jui-Sheng Chou, Peng-Cheng Yeh, Chi-Yun Liu, Kuan-Jung Chen (2025), Improving Detection of Pollution Fee Declarations for Environmental Policy Compliance through Metaheuristic-Optimized Ensemble Learning, Engineering, Construction and Architectural Management, June 2025.

Yanlin Li, Chi-Yun Liu, Hsiao-Ping Ni, Fermodelie Paul, Wai Oswald Chong, Jui-Sheng Chou (2025), Generative artificial intelligence-based framework for bridging lifecycle gaps in semiconductor HVAC systems, Journal of Building Engineering, Volume 105, 1 July 2025, 112349.

Jui-Sheng Chou, Chi-Yun Liu, Hsin-Yu Shih, Zih-Tong Lin (2025), Automated Annotation of Steel Corrosion in UAV-Captured Images from Beneath Bridge Decks Using Metaheuristic-Optimized Computer Vision, Structures, Volume 75, May 2025, 108696.

Hsiao-Ping Ni, Chi-Yun Liu, Yanlin Li, Wai Oswald Chong, Jui-Sheng Chou (2025), Enhancing HVAC Energy Efficiency Modeling in Semiconductor Facilities Using Tree-Structured Parzen Estimator-Optimized Deep Learning, Building and Environment, Volume 271, 1 March 2025, 112589.

Chi-Yun Liu, Jui-Sheng Chou (2025), Automated legal consulting in construction procurement using metaheuristically optimized large language models, Automation in Construction, Volume 170, February 2025, 105891.

Jui-Sheng Chou, Chi-Yun Liu (2025), Optimized Lightweight Edge Computing Platform for UAV-Assisted Detection of Concrete Deterioration Beneath Bridge Decks, ASCE Journal of Computing in Civil Engineering, Volume 39, Issue 1, January 2025, 04024045.

2024

Jui-Sheng Chou, Pin-Chao Liao, Chi-Yun Liu, Chia-Yung Hou (2024), Machine learning of electroencephalography signals and eye movements to classify work-in-progress risk at construction site, Journal of Civil Engineering and Management, 31(3), 190–205.

Jui-Sheng Chou, Chi-Yun Liu, Pin-Chun Guo (2024), Deploying UAV-Based Detection of Bridge Structural Deterioration with Pilgrimage Walk Optimization-Lite for Computer Vision, Case Studies in Construction Materials, Volume 21, December 2024,  e04048.

Jui-Sheng Chou, Pei-Lun Chong, Chi-Yun Liu (2024), Deep learning-based chatbot by natural language processing for supportive risk management in river dredging projects, Engineering Applications of Artificial Intelligence, Volume 131, May 2024, 10774.

2023

Jui-Sheng Chou, Chi-Yun Liu (2023), Pilgrimage walk optimization: Folk culture-inspired algorithm for identification of bridge deterioration, Automation in Construction, Volume 155, November 2023, 105055.