Spatio-temporal temperature models for growing 2D workpieces during DLD with emissivity compensation for thermal imaging

One of the concerns in the additive manufacturing of metallic pieces is the lack of quality assurance and consistency. To address this, it is necessary to have closed-loop control of the temperature and cooling rate not only at a single point but throughout the whole workpiece. This paper presents a method to create control-oriented spatio-temporal temperature models for 2D workpieces in Direct Laser Deposition and identify them with thermal imaging data. Data from laboratory experiments during the production of workpieces of two different geometries were used to validate the method. An emissivity compensation method was devised to correct the temperature estimation from the infrared measurement around the melt pool area. The performance of the models obtained was assessed so as to suggest further improvements.

Authors

Institutions

Publication Details

Published
2024-08-21
DOI
https://doi.org/10.1109/ccta60707.2024.10666539
Primary Topic
Additive Manufacturing Materials and Processes
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spatio-temporal temperature models for growing 2D workpieces during DLD with emissivity compensation for thermal imaging

G. Jelicic, Andreas Kroll, Guilherme da Fonseca Pereira
Additive Manufacturing Materials and Processes
article

Spatio-temporal temperature models for growing 2D workpieces during DLD with emissivity compensation for thermal imaging

G. Jelicic, Andreas Kroll, Guilherme da Fonseca Pereira
article en

Abstract

One of the concerns in the additive manufacturing of metallic pieces is the lack of quality assurance and consistency. To address this, it is necessary to have closed-loop control of the temperature and cooling rate not only at a single point but throughout the whole workpiece. This paper presents a method to create control-oriented spatio-temporal temperature models for 2D workpieces in Direct Laser Deposition and identify them with thermal imaging data. Data from laboratory experiments during the production of workpieces of two different geometries were used to validate the method. An emissivity compensation method was devised to correct the temperature estimation from the infrared measurement around the melt pool area. The performance of the models obtained was assessed so as to suggest further improvements.

Vol. 132
University of Kassel (DE)
Openalex Percentile: Top 85%
Additive Manufacturing Materials and Processes
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Spatio-temporal temperature models for growing 2D workpieces during DLD with emissivity compensation for thermal imaging — G. Jelicic, Andreas Kroll, et al. · (2024) | TGRS Research Map | TGRS