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An Evaluation System of Robotic End-Effectors for Food Handling

Owing to Japan’s aging society and labor shortages, the food and agricultural industries are facing a significant demand for robotic food handling technologies. Considering the large variety of food products, available robotic end-effectors are limited. Our primary goal is to maximize the applicabil...

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Detalles Bibliográficos
Autores principales: Qiu, Zhe, Paul, Hannibal, Wang, Zhongkui, Hirai, Shinichi, Kawamura, Sadao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10670141/
https://www.ncbi.nlm.nih.gov/pubmed/38002120
http://dx.doi.org/10.3390/foods12224062
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author Qiu, Zhe
Paul, Hannibal
Wang, Zhongkui
Hirai, Shinichi
Kawamura, Sadao
author_facet Qiu, Zhe
Paul, Hannibal
Wang, Zhongkui
Hirai, Shinichi
Kawamura, Sadao
author_sort Qiu, Zhe
collection PubMed
description Owing to Japan’s aging society and labor shortages, the food and agricultural industries are facing a significant demand for robotic food handling technologies. Considering the large variety of food products, available robotic end-effectors are limited. Our primary goal is to maximize the applicability of existing end-effectors and efficiently develop novel ones, and therefore, it is necessary to categorize food products and end-effectors from the viewpoint of robotic handling and establish their relationships through an effective evaluation approach. This study proposes a system for evaluating robotic end-effectors to identify appropriate ones and develop new ones. The evaluation system consists of food categorization based on food properties related to robotic handling, categorization of robotic end-effectors based on their grasping principles, a robotic system with visual recognition based on Robot Operating System 2 (ROS 2) to conduct handling tests, a scoring system for performance evaluation, and a visualization approach for presenting the results and comparisons. Based on food categorization, 14 real food items and their corresponding samples were chosen for handling tests. Seven robotic end-effectors, both commercialized and under development, were selected for evaluation. Using the proposed evaluation system, we quantitatively compared the performance of different end-effectors in handling different food items. We also observed differences in the handling of real food items and samples. The overall performance of an end-effector can be visualized and quantitatively evaluated to demonstrate its versatility in handling various food items.
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spelling pubmed-106701412023-11-08 An Evaluation System of Robotic End-Effectors for Food Handling Qiu, Zhe Paul, Hannibal Wang, Zhongkui Hirai, Shinichi Kawamura, Sadao Foods Article Owing to Japan’s aging society and labor shortages, the food and agricultural industries are facing a significant demand for robotic food handling technologies. Considering the large variety of food products, available robotic end-effectors are limited. Our primary goal is to maximize the applicability of existing end-effectors and efficiently develop novel ones, and therefore, it is necessary to categorize food products and end-effectors from the viewpoint of robotic handling and establish their relationships through an effective evaluation approach. This study proposes a system for evaluating robotic end-effectors to identify appropriate ones and develop new ones. The evaluation system consists of food categorization based on food properties related to robotic handling, categorization of robotic end-effectors based on their grasping principles, a robotic system with visual recognition based on Robot Operating System 2 (ROS 2) to conduct handling tests, a scoring system for performance evaluation, and a visualization approach for presenting the results and comparisons. Based on food categorization, 14 real food items and their corresponding samples were chosen for handling tests. Seven robotic end-effectors, both commercialized and under development, were selected for evaluation. Using the proposed evaluation system, we quantitatively compared the performance of different end-effectors in handling different food items. We also observed differences in the handling of real food items and samples. The overall performance of an end-effector can be visualized and quantitatively evaluated to demonstrate its versatility in handling various food items. MDPI 2023-11-08 /pmc/articles/PMC10670141/ /pubmed/38002120 http://dx.doi.org/10.3390/foods12224062 Text en © 2023 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
Qiu, Zhe
Paul, Hannibal
Wang, Zhongkui
Hirai, Shinichi
Kawamura, Sadao
An Evaluation System of Robotic End-Effectors for Food Handling
title An Evaluation System of Robotic End-Effectors for Food Handling
title_full An Evaluation System of Robotic End-Effectors for Food Handling
title_fullStr An Evaluation System of Robotic End-Effectors for Food Handling
title_full_unstemmed An Evaluation System of Robotic End-Effectors for Food Handling
title_short An Evaluation System of Robotic End-Effectors for Food Handling
title_sort evaluation system of robotic end-effectors for food handling
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10670141/
https://www.ncbi.nlm.nih.gov/pubmed/38002120
http://dx.doi.org/10.3390/foods12224062
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