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Collaborative Robot Precision Task in Medical Microbiology Laboratory

This study focuses on the feasibility of collaborative robot implementation in a medical microbiology laboratory by demonstrating fine tasks using kinesthetic teaching. Fine tasks require sub-millimetre positioning accuracy. Bacterial colony picking and identification was used as a case study. Colon...

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Autores principales: Baumkircher, Aljaz, Seme, Katja, Munih, Marko, Mihelj, Matjaž
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9025832/
https://www.ncbi.nlm.nih.gov/pubmed/35458847
http://dx.doi.org/10.3390/s22082862
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author Baumkircher, Aljaz
Seme, Katja
Munih, Marko
Mihelj, Matjaž
author_facet Baumkircher, Aljaz
Seme, Katja
Munih, Marko
Mihelj, Matjaž
author_sort Baumkircher, Aljaz
collection PubMed
description This study focuses on the feasibility of collaborative robot implementation in a medical microbiology laboratory by demonstrating fine tasks using kinesthetic teaching. Fine tasks require sub-millimetre positioning accuracy. Bacterial colony picking and identification was used as a case study. Colonies were picked from Petri dishes and identified using matrix-assisted laser desorption/ionization (MALDI) time-of-flight (TOF) mass spectrometry. We picked and identified 56 colonies (36 colonies of Gram-negative Acinetobacter baumannii and 20 colonies of Gram-positive Staphylococcus epidermidis). The overall identification error rate was around 11%, although it was significantly lower for Gram-positive bacteria (5%) than Gram-negative bacteria (13.9%). Based on the identification scores, it was concluded that the system works similarly well as a manual operator. It was determined that tasks were successfully demonstrated using kinesthetic teaching and generalized using dynamic movement primitives (DMP). Further improvement of the identification error rate is possible by choosing a different deposited sample treatment method (e.g., semi-extraction, wet deposition).
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spelling pubmed-90258322022-04-23 Collaborative Robot Precision Task in Medical Microbiology Laboratory Baumkircher, Aljaz Seme, Katja Munih, Marko Mihelj, Matjaž Sensors (Basel) Article This study focuses on the feasibility of collaborative robot implementation in a medical microbiology laboratory by demonstrating fine tasks using kinesthetic teaching. Fine tasks require sub-millimetre positioning accuracy. Bacterial colony picking and identification was used as a case study. Colonies were picked from Petri dishes and identified using matrix-assisted laser desorption/ionization (MALDI) time-of-flight (TOF) mass spectrometry. We picked and identified 56 colonies (36 colonies of Gram-negative Acinetobacter baumannii and 20 colonies of Gram-positive Staphylococcus epidermidis). The overall identification error rate was around 11%, although it was significantly lower for Gram-positive bacteria (5%) than Gram-negative bacteria (13.9%). Based on the identification scores, it was concluded that the system works similarly well as a manual operator. It was determined that tasks were successfully demonstrated using kinesthetic teaching and generalized using dynamic movement primitives (DMP). Further improvement of the identification error rate is possible by choosing a different deposited sample treatment method (e.g., semi-extraction, wet deposition). MDPI 2022-04-08 /pmc/articles/PMC9025832/ /pubmed/35458847 http://dx.doi.org/10.3390/s22082862 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Baumkircher, Aljaz
Seme, Katja
Munih, Marko
Mihelj, Matjaž
Collaborative Robot Precision Task in Medical Microbiology Laboratory
title Collaborative Robot Precision Task in Medical Microbiology Laboratory
title_full Collaborative Robot Precision Task in Medical Microbiology Laboratory
title_fullStr Collaborative Robot Precision Task in Medical Microbiology Laboratory
title_full_unstemmed Collaborative Robot Precision Task in Medical Microbiology Laboratory
title_short Collaborative Robot Precision Task in Medical Microbiology Laboratory
title_sort collaborative robot precision task in medical microbiology laboratory
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9025832/
https://www.ncbi.nlm.nih.gov/pubmed/35458847
http://dx.doi.org/10.3390/s22082862
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