Fractional Order Bioimpedance Modeling for Sensing Fruit Properties

IF 5.8 2区 农林科学 Q1 ENGINEERING, CHEMICAL Journal of Food Engineering Pub Date : 2025-04-02 DOI:10.1016/j.jfoodeng.2025.112594
B. Nayak, S. Swain, M.C. Tripathy
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Abstract

The bioimpedance properties of fruits, governed by complex resistive and capacitive behaviors, offer critical insights into fruit quality, ripeness, and physiological state. This study presents a novel fractional-order bioimpedance analysis (FOBA) framework for modeling fruit bioimpedance using fractional capacitors. By modeling fruits as dielectric materials with a distributed relaxation time, fractional-order systems enable non-invasive evaluation of moisture, glucose, and starch content, all of which vary with ripening and directly influence dielectric constants and fractional capacitance. Utilizing a parallel-plate capacitor setup, the permittivity and fractional capacitance of fruit tissue are examined, where fractional-order parameters reflect cellular biochemical changes. This study identifies key dependencies of these parameters with dielectric constants as well as moisture, glucose, and starch concentrations. This provides a sensitive indicator of ripeness and freshness, making FOBA a valuable tool for real-time, fruit quality monitoring in the food industry. A case study has been implemented using 10 samples of each green (Macho Plantain) and yellow (Cavendish) banana, as a dielectric of fractional capacitors. Experimental results validate the fractional-order modeling and align closely with the MATLAB simulations demonstrating its effectiveness in capturing the dynamic electrical properties. Also, statistical error analysis has been conducted to show the correlation of the predicted model with experimental results with a tolerance of ±3%. The findings indicate potential applications in food industry quality control and supply chain management.
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用于感知水果特性的分数阶生物阻抗模型
水果的生物阻抗特性由复杂的电阻性和容性行为控制,为水果的品质、成熟度和生理状态提供了重要的见解。本研究提出了一种新的分数阶生物阻抗分析(FOBA)框架,用于使用分数阶电容器模拟水果的生物阻抗。通过将水果建模为具有分布式松弛时间的介电材料,分数阶系统可以非侵入性地评估水分、葡萄糖和淀粉含量,所有这些都随着成熟而变化,并直接影响介电常数和分数电容。利用平行板电容设置,检查了水果组织的介电常数和分数电容,其中分数阶参数反映细胞生化变化。本研究确定了这些参数与介电常数以及水分、葡萄糖和淀粉浓度的关键依赖关系。这为成熟度和新鲜度提供了一个敏感的指标,使FOBA成为食品工业中实时监测水果质量的宝贵工具。一个案例研究已经实施,使用各10个样本的绿色(大蕉)和黄色(卡文迪什)香蕉,作为分数电容器的介电。实验结果验证了分数阶模型的正确性,并与MATLAB仿真结果相吻合,证明了分数阶模型在捕获动态电学特性方面的有效性。并进行了统计误差分析,预测模型与实验结果的相关性为±3%。该研究结果在食品工业质量控制和供应链管理方面具有潜在的应用前景。
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来源期刊
Journal of Food Engineering
Journal of Food Engineering 工程技术-工程:化工
CiteScore
11.80
自引率
5.50%
发文量
275
审稿时长
24 days
期刊介绍: The journal publishes original research and review papers on any subject at the interface between food and engineering, particularly those of relevance to industry, including: Engineering properties of foods, food physics and physical chemistry; processing, measurement, control, packaging, storage and distribution; engineering aspects of the design and production of novel foods and of food service and catering; design and operation of food processes, plant and equipment; economics of food engineering, including the economics of alternative processes. Accounts of food engineering achievements are of particular value.
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