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Journal ArticleDOI

Process parameters tuning and online re-slicing for robotized additive manufacturing of big plastic objects

TLDR
In this paper, a flexible additive manufacturing platform for big plastic objects has been realized mounting an industrial screw-based extruder on an anthropomorphic robot, with the aim of ensuring a regular deposited layer geometry.
Abstract
Complex parts can be successfully manufactured by means of Additive Manufacturing (AM) techniques based on thermoplastic polymer extrusion, whose use for mass production is restricted by their slow printing speed. To address this limitation, a flexible AM platform for big plastic objects has been realized mounting an industrial screw-based extruder on an anthropomorphic robot. An experimental campaign has been performed to set a suitable range of relevant process parameters, with the aim of ensuring a regular deposited layer geometry. Moreover, a closed-loop control strategy has been developed to correct the robot height based on data measured during the material deposition, thus further improving the process parameter setting and compensating the material shrinkage or other unexpected defects. Eventually, an online re-slicing algorithm has been implemented to preserve the desired height of the manufactured object, despite the layer height changes. The proposed approach allows a deposition flow rate up to 1250 cm3/h within a building volume limited only by the robot workspace.

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Citations
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Journal ArticleDOI

Online quality monitoring in material extrusion additive manufacturing processes based on laser scanning technology

TL;DR: Experimental studies show that the proposed method not only effectively identifies overfill and underfill defects but also accurately reconstructs the three-dimensional model of both types of defects.
Journal ArticleDOI

Process monitoring for material extrusion additive manufacturing: a state-of-the-art review

TL;DR: This literature review is the first to address process monitoring for material extrusion using a systematic and comprehensive approach and demonstrated that the research activity in this field has been gaining importance.
Journal ArticleDOI

Precise localization and semantic segmentation detection of printing conditions in fused filament fabrication technologies using machine learning

TL;DR: This advanced detection system is able to provide comprehensive defect information for real-time assessment and has great potential for further automated control as well as correction of additive manufacturing systems.
Journal ArticleDOI

Online Convolutional Neural Network-based anomaly detection and quality control for Fused Filament Fabrication process

TL;DR: Two developed PID-based online closed-loop control systems are implemented which can significantly reduce the height deviation errors between the fabricated part measurements and design values, and correct the in-plane surface anomalies.
References
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BookDOI

Additive manufacturing technologies : 3D printing, rapid prototyping, and direct digital manufacturing

TL;DR: A conceptual overview of rapid prototyping and layered manufacturing is given, beginning with the fundamentals so that readers can get up to speed quickly as mentioned in this paper, with a broad range of technical questions to ensure comprehensive understanding of the concepts covered.
Journal ArticleDOI

Additive manufacturing: technology, applications and research needs

TL;DR: Additive manufacturing (AM) technology has been researched and developed for more than 20 years as mentioned in this paper, and significant progress has been made in the development and commercialization of new and innovative AM processes, as well as numerous practical applications in aerospace, automotive, biomedical, energy and other fields.
Journal ArticleDOI

Critical parameters influencing the quality of prototypes in fused deposition modelling

TL;DR: In this paper, the influence of process parameters on the quality characteristics of the prototypes using Taguchi technique has been assessed and the results of the study and the conclusions arrived from it.
Journal ArticleDOI

Closed loop direct metal deposition : art to part

TL;DR: The methodology used to produce a designed macro- and microstructure is described and the state of the art for closed loop DMD is reviewed.
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