ISSUE 02WEDNESDAY, JUNE 3, 2026PRINT 06.2026

GEOMDIGEST

THE INSIDER PUBLICATION FOR COMPUTATIONAL GEOMETRY & DESIGN

GEOMDIGEST / PAPERS / PART-ORIENTATION-FUSED-SHAPE-OPTIMIZATION-FOR-MINIMISATION-OF-PRINT-TIME-AND-MAT-2025-721142
No code

Part orientation fused shape optimization for minimisation of print time and material waste in extrusion-based 3D printing

2025 / Computer-Aided Design / DOI 10.1016/j.cad.2025.104029

Support structure generation is a critical requirement in additive manufacturing (AM) to prevent material collapse in overhanging regions. However, it increases print time, material waste, and overall production cost, especially in extrusion-based AM. To mitigate these problems, design engineers often resort to manually finetuning or even redesigning prototype geometry to minimise support structures, which is time-consuming and inefficient. A direct geometric optimisation that preserves locality of shape changes whilst corresponding to the part orientation remains an underdetermined problem.<br/><br/>In this paper, we present a novel alternating optimisation framework that finds the corresponding part geometry and orientation to minimise support structures under minimal geometric deviation. Whilst global-level support structure reduction is realised by the part orientation change, we introduce an efficient energy minimisation-based geometric optimisation framework, which is governed by saliency-aware elementwise projections and a set of manufacturing constraints. The proposed framework is validated through extensive computational and physical printing experiments employing multiple 3D printers and support structure types, on a diverse set of complex models including topologically non-trivial parts such as gyroid structures. Our results show an average reduction of 50 % in support structure print time, 27 % in material usage and 25 % in total print time, demonstrating the effectiveness of the proposed framework and its potential as a paradigm shift in manufacturing-oriented design.

1
Citations
29
References
0
Implementations
No evidence
Repro status

Reproducibility Dossier

No evidenceConfidence: automated / checked Apr 2026

GEOMDIGEST treats reproducibility as an evidence trail: public artifacts, documentation, data, packaging, archival stability, and verification checks. Numeric scores are only exposed for audited records; public pages prioritize the evidence itself.

0
Evidence
0
Verified
not yet
Code
not yet
Data
not yet
Docs
not yet
Build checks
No public reproducibility evidence has been attached yet. Editors can add code, data, documentation, package, demo, benchmark, archive, or supplement links.
Methodology
Improve this dossier

Implementation Index

No implementations indexed yet

This paper is in the knowledge graph, but we have not attached a runnable artifact yet.

Citation Lineage

Selected paper
Part orientation fused shape optimization for minimisatio...
2025 / 1 citations
Cited by0