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
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Lime height = indexed papersOrange mark = citation concentrationClick any cell to filter
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50 indexed papers
Generative Design by Reinforcement Learning: Enhancing the Diversity of Topology Optimization Designs
2022 / Computer-Aided Design / 116 citations
No code
Seowoo Jang, Soyoung Yoo, Namwoo Kang
Hierarchical CADNet: Learning from B-Reps for Machining Feature Recognition
2022 / Computer-Aided Design / 93 citations
No code
Andrew Colligan, Trevor Robinson, Declan Nolan, Hua Yang, Weijuan Cao

Deep learning approaches have been shown to be capable of recognizing shape features (e.g. machining features) in Computer-Aided Design (CAD) models in certain circumstances, yet still have issues when the features intersect, and in exploiting the geometric an...

A Kernel Correlation-Based Approach to Adaptively Acquire Local Features for Learning 3D Point Clouds
2022 / Computer-Aided Design / 65 citations
No code
Yupeng Song, Fazhi He, Yansong Duan, Yaqian Liang, Xiaohu Yan
A Standards-Based Digital Twin of an Experiment with a Scale Model Ship
2022 / Computer-Aided Design / 51 citations
No code
Ícaro A. Fonseca, Henrique M. Gaspar, Pedro Cardozo de Mello, Humberto Akira Uehara Sasaki

We propose the use of existing data standards and web technologies to modeling and development of digital twin ships. Our research provides an open framework that can be linked to services such as visualizations, simulations and remote control. The case study ...

FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network
2022 / Computer-Aided Design / 44 citations
No code
Aaditya Chandrasekhar, Amir M. Mirzendehdel, Morad Behandish, Krishnan Suresh
Multiscale topology optimization for solid–lattice–void hybrid structures through an ordered multi-phase interpolation
2022 / Computer-Aided Design / 40 citations
No code
Chenghu Zhang, Tao Wu, Shuzhi Xu, Jikai Liu
Approximate Length Scale Filter in Topology Optimization using Fourier Enhanced Neural Networks
2022 / Computer-Aided Design / 38 citations
No code
Aaditya Chandrasekhar, Krishnan Suresh
MINVO Basis: Finding Simplexes with Minimum Volume Enclosing Polynomial Curves
2022 / Computer-Aided Design / 34 citations
No code
Jesus Tordesillas, Jonathan P. How
An efficient prediction method for the dynamic deformation of thin-walled parts in flank milling
2022 / Computer-Aided Design / 33 citations
No code
Guangyan Ge, Yukun Xiao, Xiaobing Feng, Zhengchun Du
How Does the Modeling Strategy Influence Design Optimization and the Automatic Generation of Parametric Geometry Variations?
2022 / Computer-Aided Design / 31 citations
No code
Aritz Aranburu, Josu Cotillas, Daniel Justel, Manuel Contero, Jorge D. Camba
Sketch-Based Modeling in Mechanical Engineering Design: Current Status and Opportunities
2022 / Computer-Aided Design / 31 citations
No code
Jorge D. Camba, Ferran Naya
Shape-supervised Dimension Reduction: Extracting Geometry and Physics Associated Features with Geometric Moments
2022 / Computer-Aided Design / 28 citations
No code
Shahroz Khan, Panagiotis Kaklis, Andrea Serani, Matteo Diez, 拓也 大嶋

In shape optimisation problems, subspaces generated with conventional dimension reduction approaches often fail to extract the intrinsic geometric features of the shape that would allow the exploration of diverse but valid candidate solutions. More importantly...

Coupled Rigid-Block Analysis: Stability-Aware Design of Complex Discrete-Element Assemblies
2022 / Computer-Aided Design / 27 citations
No code
Gene Ting-Chun Kao, Antonino Iannuzzo, Bernhard Thomaszewski, Stelian Coros, Tom Van Mele, and 1 more

The rigid-block equilibrium (RBE) method uses a penalty formulation to measure structural infeasibility or to guide the design of stable discrete-element assemblies from unstable geometry. However, RBE is a purely force-based formulation, and it incorrectly de...

A Novel Shape Retrieval Method for 3D Mechanical Components Based on Object Projection, Pre-Trained Deep Learning Models and Autoencoder
2022 / Computer-Aided Design / 27 citations
No code
Sebastian Bickel, Benjamin Schleich, Sandro Wartzack

The reuse of existing design models offers great potential in saving resources and generating an efficient workflow. In order to fully benefit from these advantages, it is necessary to develop methods that are able to retrieve mechanical engineering geometry f...

Variational Direct Modeling: A Framework Towards Integration of Parametric Modeling and Direct Modeling in CAD
2022 / Computer-Aided Design / 27 citations
No code
Qiang Zou, Hsi-Yung Feng, Shuming Gao
Efficient 5-axis CNC trochoidal flank milling of 3D cavities using custom-shaped cutting tools
2022 / Computer-Aided Design / 26 citations
No code
Pengbo Bo, Hongyu Fan, Michael Bartoň
Geometric Moment-Dependent Global Sensitivity Analysis without Simulation Data: Application to Ship Hull Form Optimisation
2022 / Computer-Aided Design / 24 citations
No code
Shahroz Khan, Panagiotis Kaklis, Andrea Serani, Matteo Diez

In this work, we propose and test a method to expedite Global Sensitivity Analysis (GSA) in the context of shape optimisation of free-form shapes. To leverage the computational burden that is likely to occur in engineering problems, we construct a Shape-Signat...

Implicit Randomized Progressive-Iterative Approximation for Curve and Surface Reconstruction
2022 / Computer-Aided Design / 22 citations
No code
Huidi Wang
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames
2022 / Computer-Aided Design / 22 citations
No code
Lyle Regenwetter, C.M. Weaver, Faez Ahmed
Customize My Helmet: A Novel Algorithmic Approach Based on 3D Head Prediction
2022 / Computer-Aided Design / 22 citations
No code
Jie Zhang, Yan Luximon, Parth Shah, Kangneng Zhou, Ping Li
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