Calibration of the set of laser profilers with an application to real time measurement of the injection molded parts geometry

Abstract A laser profiler is a device used to acquire object profiles based on laser triangulation. It enables reconstruction of the three-dimensional surface of a moving object, for example one transported on a conveyor belt. To scan an object from multiple directions and minimize dead zones occurring in concave regions, a set of profilers can be employed. In this article, we propose a calibration method that allows independent positioning of profilers at arbitrary locations, without constraints on their spatial configuration. The calibration is based on a three-dimensional pattern with circular reference markers, whose reliable detection is ensured through the combined use of the height map and the intensity image. The method was experimentally validated using a stand composed of a conveyor belt equipped with a high-resolution encoder and four laser profilers LJ-X8400 with resolutions of 75 μm laterally (X/Y) and 3.6 μm vertically (Z). It achieved a calibration precision of 0.1 mm across 20 experiments comparing 780 reference points seen by all four profilers. The method has been implemented in industry, as part of an optical inspection system for geometry control of polymer components.

Authors

Institutions

Publication Details

Journal
The International Journal of Advanced Manufacturing Technology
Published
2026-08-20
DOI
https://doi.org/10.1007/s00170-026-18962-1
Primary Topic
Optical measurement and interference techniques
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Calibration of the set of laser profilers with an application to real time measurement of the injection molded parts geometry

Paweł Rotter, Dawid Knapik, Grzegorz Putynkowski, Maciej Klemiato et al.
The International Journal of Advanced Manufacturing Technology
Optical measurement and interference techniques
article

Calibration of the set of laser profilers with an application to real time measurement of the injection molded parts geometry

Paweł Rotter, Dawid Knapik, Grzegorz Putynkowski, Maciej Klemiato, Maciej Rosol
article en

Abstract

Abstract A laser profiler is a device used to acquire object profiles based on laser triangulation. It enables reconstruction of the three-dimensional surface of a moving object, for example one transported on a conveyor belt. To scan an object from multiple directions and minimize dead zones occurring in concave regions, a set of profilers can be employed. In this article, we propose a calibration method that allows independent positioning of profilers at arbitrary locations, without constraints on their spatial configuration. The calibration is based on a three-dimensional pattern with circular reference markers, whose reliable detection is ensured through the combined use of the height map and the intensity image. The method was experimentally validated using a stand composed of a conveyor belt equipped with a high-resolution encoder and four laser profilers LJ-X8400 with resolutions of 75 μm laterally (X/Y) and 3.6 μm vertically (Z). It achieved a calibration precision of 0.1 mm across 20 experiments comparing 780 reference points seen by all four profilers. The method has been implemented in industry, as part of an optical inspection system for geometry control of polymer components.

The International Journal of Advanced Manufacturing Technology
Jagiellonian University (PL), Łukasiewicz Research Network – PORT Polish Center for Technology Development (PL), AGH University of Krakow (PL)
Ministerstwo Edukacji i Nauki, Narodowe Centrum Badań i Rozwoju
Industry, innovation and infrastructure
Openalex Percentile: Top 12%
Optical measurement and interference techniques
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.

Calibration of the set of laser profilers with an application to real time measurement of the injection molded parts geometry — Paweł Rotter, Dawid Knapik, et al. · The International Journal of Advanced Manufacturing Technology (2026) | TGRS Research Map | TGRS