ISSUE 02WEDNESDAY, JUNE 3, 2026PRINT 06.2026

GEOMDIGEST

THE INSIDER PUBLICATION FOR COMPUTATIONAL GEOMETRY & DESIGN

Knowledge Graph

Paper Index

Search computational fabrication papers, source venues, authors, implementations, and code availability from the GEOMDIGEST knowledge graph.

1,417Papers
102,687Citations
1Artifacts
Corpus Strata
Venue / year coverage instrument
Lime height = indexed papersOrange mark = citation concentrationClick any cell to filter
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237 indexed papers
Automating construction contract review using knowledge graph-enhanced large language models
2025 / Automation in Construction / 24 citations
No code
Chunmo Zheng, Saika Wong, Xing Su, Yinqiu Tang, Ahsan Nawaz, and 1 more
Deep learning-based point cloud completion for MEP components
2025 / Automation in Construction / 24 citations
No code
Hongzhe Yue, Qian Wang, Yangzhi Yan, Guanying Huang
Transformer-based large vision model for universal structural damage segmentation
2025 / Automation in Construction / 22 citations
No code
Yang Xu, Chunhua Zhang, Hui Li
Automated residential layout generation and editing using natural language and images
2025 / Automation in Construction / 22 citations
No code
Pengyu Zeng, Wen Gao, Jizhizi Li, Jun Yin, Jiling Chen, and 1 more
Prediction and risk assessment of lateral collapse in deep foundation pits using machine learning
2025 / Automation in Construction / 21 citations
No code
Hongyun Fan, Liping Li, Shen Zhou, Ming Zhu, Meixia Wang
Efficient fine-tuning of large language models for automated building energy modeling in complex cases
2025 / Automation in Construction / 21 citations
No code
Gang Jiang, Jianli Chen
Deep learning-based pipe segmentation and geometric reconstruction from poorly scanned point clouds using BIM-driven data alignment
2025 / Automation in Construction / 20 citations
No code
Wentao Yu, Jiangpeng Shu, Zihan Yang, Hongliang Ding, Wenhan Zeng, and 1 more
Reference architecture and ontology framework for digital twin construction
2025 / Automation in Construction / 20 citations
No code
Jonas Schlenger, Kacper Pluta, Alwyn Mathew, Timson Yeung, Rafael Sacks, and 1 more

The application of digital twins in building construction faces challenges due to limited guidance on the necessary data management layers. This paper addresses this gap by investigating how the reference architecture for Digital Twin Construction (DTC) should...

Large language model-based agent Schema and library for automated building energy analysis and modeling
2025 / Automation in Construction / 19 citations
No code
Liang Zhang, Xiaoqin Fu, Yanfei Li, Jianli Chen
Towards an integrative framework for BIM and artificial intelligence capabilities in smart architecture, engineering, construction, and operations projects
2025 / Automation in Construction / 19 citations
No code
Josivan Leite Alves, Rachel Perez Palha, Adiel Teixeira de Almeida Filho
Detection of helmet use among construction workers via helmet-head region matching and state tracking
2025 / Automation in Construction / 18 citations
No code
Yi Zhang, Shize Huang, Jinzhe Qin, Xingying Li, Zhaoxin Zhang, and 2 more
Triple-stage crack detection in stone masonry using YOLO-ensemble, MobileNetV2U-net, and spectral clustering
2025 / Automation in Construction / 18 citations
No code
Ali Mayya, Nizar Faisal Alkayem
Automated safety risk management guidance enhanced by retrieval-augmented large language model
2025 / Automation in Construction / 18 citations
No code
Seungwon Baek, Chan Young Park, Wooyong Jung
AI-driven computer vision-based automated repair activity identification for seismically damaged RC columns
2025 / Automation in Construction / 18 citations
No code
Samira Azhari, Sara Jamshidian, Mohammadjavad Hamidia
Digital twin-based fatigue life assessment of orthotropic steel bridge decks using inspection robot and deep learning
2025 / Automation in Construction / 18 citations
No code
Fei Hu, Hongye Gou, Haozhe Yang, Yi‐Qing Ni, You‐Wu Wang, and 1 more
Machine learning for generative architectural design: Advancements, opportunities, and challenges
2025 / Automation in Construction / 17 citations
No code
Xinwei Zhuang, Pingfei Zhu, Allen Y. Yang, Luisa Caldas

Generative design has its roots in the 1990s and has become an intense research topic for bringing the power of artificial intelligence to various aspects of architecture practices. The recent advancements in artificial intelligence have made a methodological ...

Deep learning-driven multi-level data fusion framework for predictive maintenance and structural health monitoring of concrete bridge decks
2025 / Automation in Construction / 17 citations
No code
Obaidullah Hakimi, Hexu Liu, Osama Abudayyeh
Cost-effective LiDAR for pothole detection and quantification using a low-point-density approach
2025 / Automation in Construction / 17 citations
No code
Ali Faisal, Suliman Gargoum

Pothole-induced vehicle damage and accidents have significantly increased recently, motivating urgent needs for effective detection and maintenance strategies. This paper introduces an algorithm optimized for low-cost LiDAR sensors that improves the detection ...

Physics-informed neural network with fuzzy partial differential equation for pavement performance prediction
2025 / Automation in Construction / 17 citations
No code
Jiale Li, Song Zhang, Xuefei Wang
Multi-objective optimization control for shield cutter wear and cutting performance using LightGBM and enhanced NSGA-II
2025 / Automation in Construction / 16 citations
No code
Zi‐Wei Yin, Jian Jiao, Ping Xie, Hanbin Luo, Linchun Wei
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