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Deep Filament Extraction for 3D Concrete Printing

arXiv 2512.00091 ↗First posted 26 Nov 2025cs.CVcited by 0

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Abstract (arXiv)

The architecture, engineering and construction (AEC) industry is constantly evolving to meet the demand for sustainable and effective design and construction of the built environment. In the literature, two primary deposition techniques for large-scale 3D concrete printing (3DCP) have been described, namely extrusion-based (Contour Crafting-CC) and shotcrete 3D printing (SC3DP) methods. The deposition methods use a digitally controlled nozzle to print material layer by layer. The continuous flow of concrete material used to create the printed structure is called a filament or layer. As these filaments are the essential structure defining the printed object, the filaments' geometry quality control is crucial. This paper presents an automated procedure for quality control (QC) of filaments in extrusion-based and SC3DP printing methods. The paper also describes a workflow that is independent of the sensor used for data acquisition, such as a camera, a structured light system (SLS) or a terrestrial laser scanner (TLS). This method can be used with materials in either the fresh or cured state. Thus, it can be used for online and post-printing QC.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 2 of its 42 references that are in the map. First posted on arXiv 26 Nov 2025.

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2 of 42 references.

References · 2

  1. 2016An overview of gradient descent optimization algorithmscited by 1,033
  2. 2025A Review on Geometry and Surface Inspection in 3D Concrete Printingcited by 2

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