{"title":"电化学阻抗光谱技术在梨成熟度检测中的应用及其与机械臂的集成","authors":"Xunan Sui, Jiawen Zou, Zhonglin Geng, Hongjing Yang, Junming Hou, Longlong Feng","doi":"10.1016/j.foodcont.2025.111425","DOIUrl":null,"url":null,"abstract":"<div><div>The fruit grasping and maturity detection remain two distinct operational steps in quality grading scenarios. To achieve seamless integration of detection and grasping operations, this study designed a flexible manipulator integrated with maturity detection electrodes, which was used to collect fruit electrical parameters during the grasping process. Microscopic analysis, firmness testing, and physicochemical parameter evaluation were conducted to analyze the impact of maturity on electrochemical properties. Results showed that as pear maturity increased, firmness decreased, accompanied by significant changes in physicochemical parameters. Impedance measurements also increased with maturity, with low-frequency impedance rising from 864.575 kΩ to 2429.172 kΩ. Additionally, a support vector machine-based model was developed for accurate maturity classification, achieving high accuracy and recall. This study proposes a novel approach for non-destructive quality inspection in fruit grading scenarios.</div></div>","PeriodicalId":319,"journal":{"name":"Food Control","volume":"177 ","pages":"Article 111425"},"PeriodicalIF":5.6000,"publicationDate":"2025-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Electrochemical impedance spectroscopy for pear ripeness detection and integration with robotic manipulators\",\"authors\":\"Xunan Sui, Jiawen Zou, Zhonglin Geng, Hongjing Yang, Junming Hou, Longlong Feng\",\"doi\":\"10.1016/j.foodcont.2025.111425\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The fruit grasping and maturity detection remain two distinct operational steps in quality grading scenarios. To achieve seamless integration of detection and grasping operations, this study designed a flexible manipulator integrated with maturity detection electrodes, which was used to collect fruit electrical parameters during the grasping process. Microscopic analysis, firmness testing, and physicochemical parameter evaluation were conducted to analyze the impact of maturity on electrochemical properties. Results showed that as pear maturity increased, firmness decreased, accompanied by significant changes in physicochemical parameters. Impedance measurements also increased with maturity, with low-frequency impedance rising from 864.575 kΩ to 2429.172 kΩ. Additionally, a support vector machine-based model was developed for accurate maturity classification, achieving high accuracy and recall. This study proposes a novel approach for non-destructive quality inspection in fruit grading scenarios.</div></div>\",\"PeriodicalId\":319,\"journal\":{\"name\":\"Food Control\",\"volume\":\"177 \",\"pages\":\"Article 111425\"},\"PeriodicalIF\":5.6000,\"publicationDate\":\"2025-05-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Food Control\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0956713525002944\",\"RegionNum\":1,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"FOOD SCIENCE & TECHNOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Food Control","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0956713525002944","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"FOOD SCIENCE & TECHNOLOGY","Score":null,"Total":0}
Electrochemical impedance spectroscopy for pear ripeness detection and integration with robotic manipulators
The fruit grasping and maturity detection remain two distinct operational steps in quality grading scenarios. To achieve seamless integration of detection and grasping operations, this study designed a flexible manipulator integrated with maturity detection electrodes, which was used to collect fruit electrical parameters during the grasping process. Microscopic analysis, firmness testing, and physicochemical parameter evaluation were conducted to analyze the impact of maturity on electrochemical properties. Results showed that as pear maturity increased, firmness decreased, accompanied by significant changes in physicochemical parameters. Impedance measurements also increased with maturity, with low-frequency impedance rising from 864.575 kΩ to 2429.172 kΩ. Additionally, a support vector machine-based model was developed for accurate maturity classification, achieving high accuracy and recall. This study proposes a novel approach for non-destructive quality inspection in fruit grading scenarios.
期刊介绍:
Food Control is an international journal that provides essential information for those involved in food safety and process control.
Food Control covers the below areas that relate to food process control or to food safety of human foods:
• Microbial food safety and antimicrobial systems
• Mycotoxins
• Hazard analysis, HACCP and food safety objectives
• Risk assessment, including microbial and chemical hazards
• Quality assurance
• Good manufacturing practices
• Food process systems design and control
• Food Packaging technology and materials in contact with foods
• Rapid methods of analysis and detection, including sensor technology
• Codes of practice, legislation and international harmonization
• Consumer issues
• Education, training and research needs.
The scope of Food Control is comprehensive and includes original research papers, authoritative reviews, short communications, comment articles that report on new developments in food control, and position papers.