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

IF 5.6 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY
Xunan Sui, Jiawen Zou, Zhonglin Geng, Hongjing Yang, Junming Hou, Longlong Feng
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引用次数: 0

摘要

果实抓取和成熟度检测仍然是质量分级场景中两个不同的操作步骤。为了实现检测和抓取操作的无缝集成,本研究设计了一种集成成熟度检测电极的柔性机械手,用于采集水果抓取过程中的电气参数。通过微观分析、硬度测试和理化参数评价,分析成熟度对电化学性能的影响。结果表明,随着梨成熟度的增加,果硬度降低,理化参数发生显著变化。阻抗测量值也随着成熟度的增加而增加,低频阻抗从864.575 kΩ上升到2429.172 kΩ。此外,建立了基于支持向量机的成熟度分类模型,实现了较高的准确率和召回率。本研究提出了一种在水果分级场景中进行无损质量检测的新方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.
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来源期刊
Food Control
Food Control 工程技术-食品科技
CiteScore
12.20
自引率
6.70%
发文量
758
审稿时长
33 days
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.
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