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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-10670141 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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