首页 > 最新文献

Journal of Food Process Engineering最新文献

英文 中文
Microencapsulation of Saccharomyces boulardii in Prebiotic-Enriched Matrices: A Strategy for Probiotic Viability Enhancement Using Sugarcane Juice 博氏酵母菌在富含益生元基质中的微胶囊化:一种利用甘蔗汁提高益生菌活力的策略
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-02-01 DOI: 10.1111/jfpe.70364
André Gaspar Zinco, Raul Edison Luna Lazo, Fernanda Pasqualim Zinco, Tânia Maria Bordin Bonfim, Debora Brand, Thaís Martins Guimarães, Jaqueline Carneiro, Fabio Seigi Murakami

This study focused on strategies to improve the stability and viability of Saccharomyces boulardii by producing microcapsules through spray drying while incorporating prebiotic components and sugarcane juice. Four formulations were prepared: F1 (maltodextrin), F2 (inulin), F3 (maltodextrin and inulin), and FC consisting of non-encapsulated cells used as the control sample. Fresh sugarcane juice was incorporated into all samples as a functional component. The microcapsules underwent physicochemical characterization and microbiological monitoring for 30 days at two storage temperatures (4°C and 25°C). Structural and thermal assessments were performed using scanning electron microscopy (SEM), X-ray diffraction (XRD), differential scanning calorimetry (DSC), and thermogravimetric analysis (TGA). The microencapsulation method enhanced the preservation of viable cells when compared with the free-cell control, with F2 and F3 exhibiting the highest survival rates and encapsulation yields throughout storage. XRD patterns indicated an amorphous profile for all microcapsule types. Thermal analyses showed that inulin-based systems (F2 and F3) were more resistant to heat stress, with F2 presenting the most favorable thermal response and F3 combining good heat tolerance with enhanced storage performance. The results support the combined use of inulin, maltodextrin, and sugarcane juice as a promising formulation strategy for developing probiotic microcapsules intended for functional food and biopharmaceutical applications.

本研究主要研究了在加入益生元成分和甘蔗汁的情况下,通过喷雾干燥法制备博拉氏酵母菌微胶囊,以提高其稳定性和生存能力的策略。制备了4种配方:F1(麦芽糖糊精)、F2(菊粉)、F3(麦芽糖糊精加菊粉)和FC(未包被细胞)作为对照样品。在所有样品中加入新鲜甘蔗汁作为功能成分。在4°C和25°C两种储存温度下,对微胶囊进行了30天的理化表征和微生物监测。采用扫描电镜(SEM)、x射线衍射(XRD)、差示扫描量热法(DSC)和热重分析(TGA)进行结构和热评价。与游离细胞对照相比,微囊化法提高了活细胞的保存,F2和F3在整个储存过程中表现出最高的存活率和包封率。XRD谱图显示所有微胶囊类型均为非晶型。热分析表明,以菊粉为基础的体系(F2和F3)对热胁迫的抗性更强,其中F2表现出最有利的热响应,而F3具有良好的耐热性和增强的储存性能。研究结果支持菊粉、麦芽糖糊精和甘蔗汁的联合使用是一种有前景的配方策略,用于开发功能食品和生物制药应用的益生菌微胶囊。
{"title":"Microencapsulation of Saccharomyces boulardii in Prebiotic-Enriched Matrices: A Strategy for Probiotic Viability Enhancement Using Sugarcane Juice","authors":"André Gaspar Zinco,&nbsp;Raul Edison Luna Lazo,&nbsp;Fernanda Pasqualim Zinco,&nbsp;Tânia Maria Bordin Bonfim,&nbsp;Debora Brand,&nbsp;Thaís Martins Guimarães,&nbsp;Jaqueline Carneiro,&nbsp;Fabio Seigi Murakami","doi":"10.1111/jfpe.70364","DOIUrl":"10.1111/jfpe.70364","url":null,"abstract":"<p>This study focused on strategies to improve the stability and viability of <i>Saccharomyces boulardii</i> by producing microcapsules through spray drying while incorporating prebiotic components and sugarcane juice. Four formulations were prepared: F1 (maltodextrin), F2 (inulin), F3 (maltodextrin and inulin), and FC consisting of non-encapsulated cells used as the control sample. Fresh sugarcane juice was incorporated into all samples as a functional component. The microcapsules underwent physicochemical characterization and microbiological monitoring for 30 days at two storage temperatures (4°C and 25°C). Structural and thermal assessments were performed using scanning electron microscopy (SEM), X-ray diffraction (XRD), differential scanning calorimetry (DSC), and thermogravimetric analysis (TGA). The microencapsulation method enhanced the preservation of viable cells when compared with the free-cell control, with F2 and F3 exhibiting the highest survival rates and encapsulation yields throughout storage. XRD patterns indicated an amorphous profile for all microcapsule types. Thermal analyses showed that inulin-based systems (F2 and F3) were more resistant to heat stress, with F2 presenting the most favorable thermal response and F3 combining good heat tolerance with enhanced storage performance. The results support the combined use of inulin, maltodextrin, and sugarcane juice as a promising formulation strategy for developing probiotic microcapsules intended for functional food and biopharmaceutical applications.</p>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jfpe.70364","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146162379","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Applied Electrical Method for Maize Moisture Detection 应用电法检测玉米水分
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-30 DOI: 10.1111/jfpe.70362
Xu Hua, Han Zhang, Cheng Wang, Guoqing Feng, Quan Chen, Xiaotong Jin, Bin Luo

Moisture content of maize is a key indicator in maize production, processing and storage. In order to realize the rapid and accurate detection of maize grain moisture content, the original output signals such as input/output voltage and phase angle at 26 frequency points within the range of 10 kHz to 1.25 MHz were measured by using an oscilloscope, a signal generator and a self-made parallel plate capacitor. The six types of electrical parameters of maize under different moisture content conditions, namely capacitance, resistance, dielectric constant, dielectric loss factor, dissipation factor and quality factor, were calculated. Feature frequencies were selected using the Successive Projections Algorithm (SPA) and Competitive Adaptive Reweighted Sampling (CARS) algorithm, and modeling was performed using the Support Vector Regression (SVR) and Random Forest Regression (RF). The experimental results showed that the coefficient of determination R2 of the constructed SPA-SVR model reaches 0.989, and the root mean square error (RMSE) is 0.93. This method broke through the limitations of the existing detection technology that underutilizes the range of the frequency domain, and by establishing a nonlinear relationship between the electrical characteristics of the wide-frequency domain and the moisture content, it provided an effective means of rapid and accurate detection of the maize grain moisture content.

玉米水分含量是玉米生产、加工和贮藏的关键指标。为了实现对玉米谷物含水率的快速、准确检测,利用示波器、信号发生器和自制并联极板电容对10 kHz ~ 1.25 MHz范围内26个频率点的输入/输出电压、相位角等原始输出信号进行了测量。计算了不同含水率条件下玉米的电容、电阻、介电常数、介电损耗因子、耗散因子和品质因子6类电学参数。采用逐次投影算法(SPA)和竞争自适应重加权采样(CARS)算法选择特征频率,采用支持向量回归(SVR)和随机森林回归(RF)进行建模。实验结果表明,所构建的SPA-SVR模型的决定系数R2达到0.989,均方根误差(RMSE)为0.93。该方法突破了现有检测技术对频域范围利用不足的局限,通过建立宽频域电特性与含水率之间的非线性关系,为快速准确检测玉米籽粒含水率提供了有效手段。
{"title":"Applied Electrical Method for Maize Moisture Detection","authors":"Xu Hua,&nbsp;Han Zhang,&nbsp;Cheng Wang,&nbsp;Guoqing Feng,&nbsp;Quan Chen,&nbsp;Xiaotong Jin,&nbsp;Bin Luo","doi":"10.1111/jfpe.70362","DOIUrl":"10.1111/jfpe.70362","url":null,"abstract":"<div>\u0000 \u0000 <p>Moisture content of maize is a key indicator in maize production, processing and storage. In order to realize the rapid and accurate detection of maize grain moisture content, the original output signals such as input/output voltage and phase angle at 26 frequency points within the range of 10 kHz to 1.25 MHz were measured by using an oscilloscope, a signal generator and a self-made parallel plate capacitor. The six types of electrical parameters of maize under different moisture content conditions, namely capacitance, resistance, dielectric constant, dielectric loss factor, dissipation factor and quality factor, were calculated. Feature frequencies were selected using the Successive Projections Algorithm (SPA) and Competitive Adaptive Reweighted Sampling (CARS) algorithm, and modeling was performed using the Support Vector Regression (SVR) and Random Forest Regression (RF). The experimental results showed that the coefficient of determination <i>R</i><sup>2</sup> of the constructed SPA-SVR model reaches 0.989, and the root mean square error (RMSE) is 0.93. This method broke through the limitations of the existing detection technology that underutilizes the range of the frequency domain, and by establishing a nonlinear relationship between the electrical characteristics of the wide-frequency domain and the moisture content, it provided an effective means of rapid and accurate detection of the maize grain moisture content.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146176631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Carbon Quantum Dots in Food and Environmental Safety: Advances in Sensing Technologies for Contaminant Detections 碳量子点在食品和环境安全:污染物检测传感技术的进展
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-29 DOI: 10.1111/jfpe.70355
Mir Waqas Alam, K. Radhakrishnan, P. Saravanan, Jothi Vinoth Kumar, Mohamad M. Ahmad, Shima Sadaf, Sajid Ali Ansari, M. Sherlin Nivetha

Recent developments in carbon quantum dot (CQD)-based detection technologies, with a focus on applications in food and environmental safety. CQDs, an emerging nanomaterial, are widely used to detect pollutants such as heavy metals, pesticides, microbial contaminants, and organic pollutants. The tremendous optical properties, biocompatibility, low toxicity, and tunable surface functionality of CQDs make them suitable for various real-time monitoring. It also discusses the role of CQD-based sensors in detecting contaminants in complex matrices, such as food and water, as well as in detecting contaminants using fluorescence, electrochemical, and upconversion emission methods. These sensors can address current field tasks, including expanding the detection field, improving cost-effectiveness, and increasing accuracy. In addition, the synthesis of novel materials and the development of advanced, targeted sensors by blending CQDs with other nanomaterials are expected to enhance food safety control and risk assessment for environmental protection.

基于碳量子点(CQD)的检测技术的最新进展,重点是在食品和环境安全方面的应用。CQDs是一种新兴的纳米材料,广泛应用于重金属、农药、微生物、有机污染物等污染物的检测。CQDs具有良好的光学特性、生物相容性、低毒性和可调的表面功能,适合于各种实时监测。它还讨论了基于cqd的传感器在检测复杂基质(如食物和水)中的污染物以及使用荧光、电化学和上转换发射方法检测污染物中的作用。这些传感器可以解决当前的现场任务,包括扩大检测领域,提高成本效益,提高准确性。此外,通过将CQDs与其他纳米材料混合来合成新材料和开发先进的靶向传感器,有望增强食品安全控制和环境保护风险评估。
{"title":"Carbon Quantum Dots in Food and Environmental Safety: Advances in Sensing Technologies for Contaminant Detections","authors":"Mir Waqas Alam,&nbsp;K. Radhakrishnan,&nbsp;P. Saravanan,&nbsp;Jothi Vinoth Kumar,&nbsp;Mohamad M. Ahmad,&nbsp;Shima Sadaf,&nbsp;Sajid Ali Ansari,&nbsp;M. Sherlin Nivetha","doi":"10.1111/jfpe.70355","DOIUrl":"10.1111/jfpe.70355","url":null,"abstract":"<div>\u0000 \u0000 <p>Recent developments in carbon quantum dot (CQD)-based detection technologies, with a focus on applications in food and environmental safety. CQDs, an emerging nanomaterial, are widely used to detect pollutants such as heavy metals, pesticides, microbial contaminants, and organic pollutants. The tremendous optical properties, biocompatibility, low toxicity, and tunable surface functionality of CQDs make them suitable for various real-time monitoring. It also discusses the role of CQD-based sensors in detecting contaminants in complex matrices, such as food and water, as well as in detecting contaminants using fluorescence, electrochemical, and upconversion emission methods. These sensors can address current field tasks, including expanding the detection field, improving cost-effectiveness, and increasing accuracy. In addition, the synthesis of novel materials and the development of advanced, targeted sensors by blending CQDs with other nanomaterials are expected to enhance food safety control and risk assessment for environmental protection.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146154880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and Development of High Efficiency Power-Operated Grader for Cherries (Prunus avium L.) 高效电动樱桃分级机的设计与研制
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-29 DOI: 10.1111/jfpe.70356
Rumysa Khan, Syed Zameer Hussain, Nusrat Jan, Ilyas Ahmad Nshah, M. A. Manjunathan, Nageena Nazir, Imtiyaz Ahmad Zargar, Tawheed Amin, Mushtaq Beigh

Sweet cherry (Prunus avium L.) is a highly perishable temperate fruit of significant commercial importance, particularly in the Himalayan belt of India, with Jammu and Kashmir contributing over 94% of national production. For canning and processing, grading is essential for uniform quality, consumer acceptance and market competitiveness. At present, cherry grading in India is being performed manually, which is labor intensive, inconsistent and inefficient. To address this limitation, a power-operated cherry grader was designed and developed to evaluate its technical performance and economic feasibility. The grader was tested at nine combinations of feed rates (400–800 kg/h) and drum speeds (8–12 rpm), using “Double” cherry variety and the results were compared with the traditional manual method. The developed machine achieved the highest throughput capacity (660.22 kg/h), effective throughput capacity (651.31 kg/h) and grading efficiency (98.58%) at the operating combination of 800 kg/h feed rate and 12 rpm drum speed (F3R3). The grading error (1.42%), ungraded fruit percentage (0.82%) and fruit damage (0.31%) remained minimal, demonstrating high precision with negligible quality loss. In contrast, manual grading showed much lower efficiency (66.55%), higher grading error (33.45%) and excessive labor requirements (93.89 man-hours/tonne). Economic evaluation revealed a benefit–cost ratio of 2.3, a break-even point of 6897.7 kg and a payback period of 1165 operational hours, confirming its commercial viability. Overall, the developed cherry grader significantly reduced drudgery, improved grading uniformity and ensured economic profitability, making it a promising technology for large scale adoption in the cherry canning industry.

甜樱桃(Prunus avium L.)是一种高度易腐的温带水果,具有重要的商业价值,特别是在印度的喜马拉雅地带,查谟和克什米尔贡献了全国产量的94%以上。对于罐装和加工,分级是必不可少的统一质量,消费者接受和市场竞争力。目前,印度的樱桃分级是手工进行的,这是劳动密集型的,不一致的,效率低下。为了解决这一限制,设计并开发了一种电动樱桃分级机,以评估其技术性能和经济可行性。以“双”樱桃品种为研究对象,在9种进料速度(400-800 kg/h)和转鼓速度(8-12 rpm)组合下对分级机进行了试验,并与传统的人工分级方法进行了比较。该机在800kg /h进料速度和12rpm转鼓速度(F3R3)的工作组合下,获得了最高的输送量(660.22 kg/h)、有效输送量(651.31 kg/h)和分级效率(98.58%)。分级误差(1.42%)、未分级果率(0.82%)和果损率(0.31%)保持在最低水平,精度高,品质损失可忽略不计。人工分级效率低(66.55%),分级误差高(33.45%),劳动要求高(93.89工时/吨)。经济评估显示,效益成本比为2.3,盈亏平衡点为6897.7 kg,投资回收期为1165个运行小时,证实了其商业可行性。总的来说,开发的樱桃分级机显著减少了苦工,提高了分级均匀性,保证了经济效益,使其成为樱桃罐头工业大规模采用的有前景的技术。
{"title":"Design and Development of High Efficiency Power-Operated Grader for Cherries (Prunus avium L.)","authors":"Rumysa Khan,&nbsp;Syed Zameer Hussain,&nbsp;Nusrat Jan,&nbsp;Ilyas Ahmad Nshah,&nbsp;M. A. Manjunathan,&nbsp;Nageena Nazir,&nbsp;Imtiyaz Ahmad Zargar,&nbsp;Tawheed Amin,&nbsp;Mushtaq Beigh","doi":"10.1111/jfpe.70356","DOIUrl":"10.1111/jfpe.70356","url":null,"abstract":"<div>\u0000 \u0000 <p>Sweet cherry (<i>Prunus avium</i> L.) is a highly perishable temperate fruit of significant commercial importance, particularly in the Himalayan belt of India, with Jammu and Kashmir contributing over 94% of national production. For canning and processing, grading is essential for uniform quality, consumer acceptance and market competitiveness. At present, cherry grading in India is being performed manually, which is labor intensive, inconsistent and inefficient. To address this limitation, a power-operated cherry grader was designed and developed to evaluate its technical performance and economic feasibility. The grader was tested at nine combinations of feed rates (400–800 kg/h) and drum speeds (8–12 rpm), using “Double” cherry variety and the results were compared with the traditional manual method. The developed machine achieved the highest throughput capacity (660.22 kg/h), effective throughput capacity (651.31 kg/h) and grading efficiency (98.58%) at the operating combination of 800 kg/h feed rate and 12 rpm drum speed (F3R3). The grading error (1.42%), ungraded fruit percentage (0.82%) and fruit damage (0.31%) remained minimal, demonstrating high precision with negligible quality loss. In contrast, manual grading showed much lower efficiency (66.55%), higher grading error (33.45%) and excessive labor requirements (93.89 man-hours/tonne). Economic evaluation revealed a benefit–cost ratio of 2.3, a break-even point of 6897.7 kg and a payback period of 1165 operational hours, confirming its commercial viability. Overall, the developed cherry grader significantly reduced drudgery, improved grading uniformity and ensured economic profitability, making it a promising technology for large scale adoption in the cherry canning industry.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146176680","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Honey Crystallization Analysis Based on Spectral Signature 基于光谱特征的蜂蜜结晶分析
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-29 DOI: 10.1111/jfpe.70341
Abdullah Beyaz, Merve Akkul

Honey crystallization studies are increasingly popular. Paradoxically, it is difficult to accept because it makes it harder to satisfy the consumer's senses. In this research, spectrum analysis was used to provide information about honey crystallization and its source using machine learning. All honey samples were maintained at +4°C during crystallization. The honey sample from Ankara city crystallized in almost two weeks, from Manisa city crystallized in 1 month, and from Artvin city crystallized in 2 months. The research measurement system consists of a shooting tent, a Celestron MicroDirect digital microscope, and Theremino spectral imaging software. Each sample was placed in a 9 × 1.5 cm Petri dish, with a 0.5 cm space from the digital microscope. Each honey sample in a Petri dish was then measured from 100 distinct sites, and the average measurement was recorded as the final data point for both pre- and post-crystallization states. All honey samples yielded a total of 1.634.400 spectral measurements. As a result, it has been determined that honey samples from Artvin city (Black Sea), Ankara city (Central Anatolia), and Manisa city (Aegean Region) of Türkiye can be separated based on wavelength and light intensity percentiles by using k-Means, k-Medoids, and Fuzzy c-Means clustering algorithms in the KNIME analytics platform. The best results were found as: 0.999 (k-Means), 0.995 (k-Medoids), 1 (Fuzzy c-Means) as control, and 0.998 (k-Means), 0.986 (k-Medoids), 0.998 (Fuzzy c-Means) during crystallization, and 0.999 (k-Means), 0.991 (k-Medoids), 0.998 (Fuzzy c-Means) as crystallized, crystallization clustering quality values, respectively.

蜂蜜结晶研究越来越受欢迎。矛盾的是,它很难被接受,因为它使它更难满足消费者的感官。在这项研究中,光谱分析被用于提供蜂蜜结晶及其来源的信息,并使用机器学习。所有蜂蜜样品在结晶过程中保持在+4°C。来自安卡拉市的蜂蜜样品在近两周内结晶,来自马尼萨市的蜂蜜样品在1个月内结晶,来自阿尔特温市的蜂蜜样品在2个月内结晶。研究测量系统由拍摄帐篷、Celestron MicroDirect数码显微镜和Theremino光谱成像软件组成。每个样品放置在一个9 × 1.5 cm的培养皿中,与数码显微镜保持0.5 cm的距离。然后在培养皿中从100个不同的位置测量每个蜂蜜样本,并记录平均测量值作为结晶前和结晶后状态的最终数据点。所有蜂蜜样品的光谱测量值总计为1.634.400。结果表明,采用KNIME分析平台中的k-Means、k-Medoids和Fuzzy c-Means聚类算法,可以根据波长和光强百分比对来自土耳其 rkiye省阿尔特文市(黑海)、安卡拉市(安纳托利亚中部)和马尼萨市(爱琴海地区)的蜂蜜样品进行分离。最佳结果为:对照0.999 (k-Means)、0.995 (k-Medoids)、1(模糊c-Means),结晶时0.998 (k-Means)、0.986 (k-Medoids)、0.998(模糊c-Means),结晶、结晶聚类质量值分别为0.999 (k-Means)、0.991 (k-Medoids)、0.998(模糊c-Means)。
{"title":"Honey Crystallization Analysis Based on Spectral Signature","authors":"Abdullah Beyaz,&nbsp;Merve Akkul","doi":"10.1111/jfpe.70341","DOIUrl":"10.1111/jfpe.70341","url":null,"abstract":"<div>\u0000 \u0000 <p>Honey crystallization studies are increasingly popular. Paradoxically, it is difficult to accept because it makes it harder to satisfy the consumer's senses. In this research, spectrum analysis was used to provide information about honey crystallization and its source using machine learning. All honey samples were maintained at +4°C during crystallization. The honey sample from Ankara city crystallized in almost two weeks, from Manisa city crystallized in 1 month, and from Artvin city crystallized in 2 months. The research measurement system consists of a shooting tent, a Celestron MicroDirect digital microscope, and Theremino spectral imaging software. Each sample was placed in a 9 × 1.5 cm Petri dish, with a 0.5 cm space from the digital microscope. Each honey sample in a Petri dish was then measured from 100 distinct sites, and the average measurement was recorded as the final data point for both pre- and post-crystallization states. All honey samples yielded a total of 1.634.400 spectral measurements. As a result, it has been determined that honey samples from Artvin city (Black Sea), Ankara city (Central Anatolia), and Manisa city (Aegean Region) of Türkiye can be separated based on wavelength and light intensity percentiles by using k-Means, k-Medoids, and Fuzzy c-Means clustering algorithms in the KNIME analytics platform. The best results were found as: 0.999 (k-Means), 0.995 (k-Medoids), 1 (Fuzzy c-Means) as control, and 0.998 (k-Means), 0.986 (k-Medoids), 0.998 (Fuzzy c-Means) during crystallization, and 0.999 (k-Means), 0.991 (k-Medoids), 0.998 (Fuzzy c-Means) as crystallized, crystallization clustering quality values, respectively.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146162718","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Hydrocolloids on Functional and Rheological Properties of Pearl Millet Flour: Textural, Sensory Attributes, and In Vitro Digestibility of Pearl Millet Balls 水胶体对珍珠粟粉功能和流变特性的影响:珍珠粟球的质地、感官特性和体外消化率
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1111/jfpe.70352
Pratik Pande Prakash, Chandrasekar Veerapandian, G. Suba, Subhasri Dharmaraj, C. K. Sunil, Baskaran Nagarethinam, Ashish Rawson

Pearl millet balls (PMB) were developed to counteract tapioca balls (TB), which are made up of starch. However, the PMB were less accepted by consumers due to their poor textural properties, particularly in terms of surface integrity. To improve the properties and consumer acceptability, hydrocolloids, namely carboxy methyl cellulose (CMC—water-soluble, cellulose-derived polymer), hydroxypropyl methyl cellulose (HPMC), and guar gum (GG), were added to pearl millet flour at three proportions (0.5, 1, and 2 g parts of hydrocolloid per 100 parts of flour). The hydrocolloids added to the flour altered its characteristics and textural and sensory properties, as well as the in vitro digestibility of the balls. The addition of hydrocolloids significantly reduces starch digestibility in PMB by increasing viscosity, which was revealed in a rheological study. Hydrocolloid-added pearl millet balls showed an absence of cracks and fissures, with 2 g of CMC/100 g of PMF having optimal hardness (908–2064 g) and minimal cooking loss (4.86%–5.14%). Rapidly digestible starch declined from 62% to 46% when studied in combination with hydrocolloids. Carboxymethyl cellulose (2 g) added PMB showed a similar resemblance to TB, as indicated by their pasting properties, rheological studies and sensory analysis, with higher consumer acceptance than the 0.5 and 1 g concentrations. These hydrocolloids added to PMB exhibited better textural properties and were consumer acceptable.

珍珠粟球(PMB)是为了抵消淀粉球(TB)而开发的。然而,由于其较差的纹理性能,特别是在表面完整性方面,PMB不太被消费者所接受。为了提高珍珠粟粉的性能和消费者的接受度,将羧甲基纤维素(cmc -水溶性纤维素衍生聚合物)、羟丙基甲基纤维素(HPMC)和瓜尔胶(GG)以三种比例(每100份面粉中加入0.5、1和2克的水胶体)添加到珍珠粟粉中。添加到面粉中的水胶体改变了面粉的特性、质地和感官特性,以及球的体外消化率。在流变学研究中发现,水胶体的加入通过增加粘度显著降低了淀粉在PMB中的消化率。添加水胶体的珍珠粟球无裂纹,2 g CMC/100 g PMF的硬度最佳(908 ~ 2064 g),蒸煮损失最小(4.86% ~ 5.14%)。当与水胶体结合研究时,快速消化淀粉从62%下降到46%。通过糊化特性、流变学研究和感官分析表明,添加PMB的羧甲基纤维素(2g)与TB具有相似之处,消费者接受度高于0.5 g和1g浓度。添加到PMB中的水胶体表现出更好的结构性能,是消费者可以接受的。
{"title":"Impact of Hydrocolloids on Functional and Rheological Properties of Pearl Millet Flour: Textural, Sensory Attributes, and In Vitro Digestibility of Pearl Millet Balls","authors":"Pratik Pande Prakash,&nbsp;Chandrasekar Veerapandian,&nbsp;G. Suba,&nbsp;Subhasri Dharmaraj,&nbsp;C. K. Sunil,&nbsp;Baskaran Nagarethinam,&nbsp;Ashish Rawson","doi":"10.1111/jfpe.70352","DOIUrl":"10.1111/jfpe.70352","url":null,"abstract":"<p>Pearl millet balls (PMB) were developed to counteract tapioca balls (TB), which are made up of starch. However, the PMB were less accepted by consumers due to their poor textural properties, particularly in terms of surface integrity. To improve the properties and consumer acceptability, hydrocolloids, namely carboxy methyl cellulose (CMC—water-soluble, cellulose-derived polymer), hydroxypropyl methyl cellulose (HPMC), and guar gum (GG), were added to pearl millet flour at three proportions (0.5, 1, and 2 g parts of hydrocolloid per 100 parts of flour). The hydrocolloids added to the flour altered its characteristics and textural and sensory properties, as well as the in vitro digestibility of the balls. The addition of hydrocolloids significantly reduces starch digestibility in PMB by increasing viscosity, which was revealed in a rheological study. Hydrocolloid-added pearl millet balls showed an absence of cracks and fissures, with 2 g of CMC/100 g of PMF having optimal hardness (908–2064 g) and minimal cooking loss (4.86%–5.14%). Rapidly digestible starch declined from 62% to 46% when studied in combination with hydrocolloids. Carboxymethyl cellulose (2 g) added PMB showed a similar resemblance to TB, as indicated by their pasting properties, rheological studies and sensory analysis, with higher consumer acceptance than the 0.5 and 1 g concentrations. These hydrocolloids added to PMB exhibited better textural properties and were consumer acceptable.</p>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146176496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design of Automatic Feeding Machine for Jar Sealing Based on TRIZ Theory 基于TRIZ理论的罐封自动上料机设计
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1111/jfpe.70353
Youdong Yang, Miaotong Wang, Yongkang Luo, Qingyuan Li, Wanghao Zheng

The goal of this study was to address the inefficiencies of manual yellow wine jar sealing—characterized by high labor intensity and low productivity—by innovatively designing an automated feeding machine using TRIZ theory. We aimed to resolve technical contradictions in material handling and sealing processes while ensuring compatibility with traditional practices. Initially, the technical contradictions in the sealing and feeding process were analyzed, and a contradiction matrix was constructed to identify pertinent invention principles, including Division, Extraction, Inversion, Periodical Action, Copying, Pneumatic and Hydraulic, Changing State and Composite Materials. Based on these principles, a design scheme for the sealing and feeding machinery was developed. The optimal solution was subsequently determined through hierarchical analysis and fuzzy comprehensive evaluation. This solution has been implemented in the company's production line, achieving an average sealing time of 8 s per unit. This advancement demonstrates significant practical value and represents a novel approach to the development of automated feeding equipment for yellow wine production and sealing.

本研究的目的是通过创新地设计一种基于TRIZ理论的自动上料机,来解决手工封罐效率低、劳动强度大的问题。我们的目标是解决材料处理和密封过程中的技术矛盾,同时确保与传统做法的兼容性。首先,分析了密封和进料过程中的技术矛盾,构建了矛盾矩阵,确定了相应的发明原则,包括分割、提取、反转、周期作用、复制、气动与液压、状态变化和复合材料。在此基础上,提出了密封和喂料机械的设计方案。通过层次分析法和模糊综合评判法确定了最优方案。该解决方案已在该公司的生产线上实施,每个单元的平均密封时间为8秒。这一进展具有重要的实用价值,代表了黄酒生产和密封自动化进料设备发展的新途径。
{"title":"Design of Automatic Feeding Machine for Jar Sealing Based on TRIZ Theory","authors":"Youdong Yang,&nbsp;Miaotong Wang,&nbsp;Yongkang Luo,&nbsp;Qingyuan Li,&nbsp;Wanghao Zheng","doi":"10.1111/jfpe.70353","DOIUrl":"10.1111/jfpe.70353","url":null,"abstract":"<div>\u0000 \u0000 <p>The goal of this study was to address the inefficiencies of manual yellow wine jar sealing—characterized by high labor intensity and low productivity—by innovatively designing an automated feeding machine using TRIZ theory. We aimed to resolve technical contradictions in material handling and sealing processes while ensuring compatibility with traditional practices. Initially, the technical contradictions in the sealing and feeding process were analyzed, and a contradiction matrix was constructed to identify pertinent invention principles, including Division, Extraction, Inversion, Periodical Action, Copying, Pneumatic and Hydraulic, Changing State and Composite Materials. Based on these principles, a design scheme for the sealing and feeding machinery was developed. The optimal solution was subsequently determined through hierarchical analysis and fuzzy comprehensive evaluation. This solution has been implemented in the company's production line, achieving an average sealing time of 8 s per unit. This advancement demonstrates significant practical value and represents a novel approach to the development of automated feeding equipment for yellow wine production and sealing.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146155196","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Hydrocolloids on Functional and Rheological Properties of Pearl Millet Flour: Textural, Sensory Attributes, and In Vitro Digestibility of Pearl Millet Balls 水胶体对珍珠粟粉功能和流变特性的影响:珍珠粟球的质地、感官特性和体外消化率
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1111/jfpe.70352
Pratik Pande Prakash, Chandrasekar Veerapandian, G. Suba, Subhasri Dharmaraj, C. K. Sunil, Baskaran Nagarethinam, Ashish Rawson

Pearl millet balls (PMB) were developed to counteract tapioca balls (TB), which are made up of starch. However, the PMB were less accepted by consumers due to their poor textural properties, particularly in terms of surface integrity. To improve the properties and consumer acceptability, hydrocolloids, namely carboxy methyl cellulose (CMC—water-soluble, cellulose-derived polymer), hydroxypropyl methyl cellulose (HPMC), and guar gum (GG), were added to pearl millet flour at three proportions (0.5, 1, and 2 g parts of hydrocolloid per 100 parts of flour). The hydrocolloids added to the flour altered its characteristics and textural and sensory properties, as well as the in vitro digestibility of the balls. The addition of hydrocolloids significantly reduces starch digestibility in PMB by increasing viscosity, which was revealed in a rheological study. Hydrocolloid-added pearl millet balls showed an absence of cracks and fissures, with 2 g of CMC/100 g of PMF having optimal hardness (908–2064 g) and minimal cooking loss (4.86%–5.14%). Rapidly digestible starch declined from 62% to 46% when studied in combination with hydrocolloids. Carboxymethyl cellulose (2 g) added PMB showed a similar resemblance to TB, as indicated by their pasting properties, rheological studies and sensory analysis, with higher consumer acceptance than the 0.5 and 1 g concentrations. These hydrocolloids added to PMB exhibited better textural properties and were consumer acceptable.

珍珠粟球(PMB)是为了抵消淀粉球(TB)而开发的。然而,由于其较差的纹理性能,特别是在表面完整性方面,PMB不太被消费者所接受。为了提高珍珠粟粉的性能和消费者的接受度,将羧甲基纤维素(cmc -水溶性纤维素衍生聚合物)、羟丙基甲基纤维素(HPMC)和瓜尔胶(GG)以三种比例(每100份面粉中加入0.5、1和2克的水胶体)添加到珍珠粟粉中。添加到面粉中的水胶体改变了面粉的特性、质地和感官特性,以及球的体外消化率。在流变学研究中发现,水胶体的加入通过增加粘度显著降低了淀粉在PMB中的消化率。添加水胶体的珍珠粟球无裂纹,2 g CMC/100 g PMF的硬度最佳(908 ~ 2064 g),蒸煮损失最小(4.86% ~ 5.14%)。当与水胶体结合研究时,快速消化淀粉从62%下降到46%。通过糊化特性、流变学研究和感官分析表明,添加PMB的羧甲基纤维素(2g)与TB具有相似之处,消费者接受度高于0.5 g和1g浓度。添加到PMB中的水胶体表现出更好的结构性能,是消费者可以接受的。
{"title":"Impact of Hydrocolloids on Functional and Rheological Properties of Pearl Millet Flour: Textural, Sensory Attributes, and In Vitro Digestibility of Pearl Millet Balls","authors":"Pratik Pande Prakash,&nbsp;Chandrasekar Veerapandian,&nbsp;G. Suba,&nbsp;Subhasri Dharmaraj,&nbsp;C. K. Sunil,&nbsp;Baskaran Nagarethinam,&nbsp;Ashish Rawson","doi":"10.1111/jfpe.70352","DOIUrl":"https://doi.org/10.1111/jfpe.70352","url":null,"abstract":"<div>\u0000 \u0000 <p>Pearl millet balls (PMB) were developed to counteract tapioca balls (TB), which are made up of starch. However, the PMB were less accepted by consumers due to their poor textural properties, particularly in terms of surface integrity. To improve the properties and consumer acceptability, hydrocolloids, namely carboxy methyl cellulose (CMC—water-soluble, cellulose-derived polymer), hydroxypropyl methyl cellulose (HPMC), and guar gum (GG), were added to pearl millet flour at three proportions (0.5, 1, and 2 g parts of hydrocolloid per 100 parts of flour). The hydrocolloids added to the flour altered its characteristics and textural and sensory properties, as well as the in vitro digestibility of the balls. The addition of hydrocolloids significantly reduces starch digestibility in PMB by increasing viscosity, which was revealed in a rheological study. Hydrocolloid-added pearl millet balls showed an absence of cracks and fissures, with 2 g of CMC/100 g of PMF having optimal hardness (908–2064 g) and minimal cooking loss (4.86%–5.14%). Rapidly digestible starch declined from 62% to 46% when studied in combination with hydrocolloids. Carboxymethyl cellulose (2 g) added PMB showed a similar resemblance to TB, as indicated by their pasting properties, rheological studies and sensory analysis, with higher consumer acceptance than the 0.5 and 1 g concentrations. These hydrocolloids added to PMB exhibited better textural properties and were consumer acceptable.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146176508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving Energy Efficiency and Physical Quality of Camel (Camelus dromedarius) Meat Using a Hybrid Ohmic–Sous Vide Cooking Method 利用欧姆-真空烹调法提高骆驼肉的能量利用率和物理品质
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1111/jfpe.70358
Bandar Alfaifi, Moath Othman, Ali Hobani, Gamaleldin Suliman, Wael Elamin, Mansour Ibrahim, Ronnel B. Fulleros

This study investigated a novel hybrid cooking approach that integrates ohmic heating with sous vide (O-SV) for preparing camel (Camelus dromedarius) meat. The method was compared with conventional sous vide (SV) in terms of energy efficiency, cooking yield, and physical attributes (pH and color). Camel meat samples were cooked at 70°C, 80°C, and 90°C for 30–120 min. Results demonstrated that cooking temperature and duration markedly influenced pH and color development. Extended cooking reduced redness and lightness but increased yellowness, reflecting protein denaturation and myoglobin oxidation. Compared with SV, the O-SV system significantly improved energy efficiency, requiring less electrical and specific energy input while maintaining comparable cooking yields. The O-SV method also produced distinct color profiles linked to rapid internal heating. These findings highlight O-SV as a promising cooking system for achieving sustainable energy use and desirable physical quality in camel meat preparation.

本研究研究了一种结合欧姆加热和真空烹调(O-SV)的新型混合烹饪方法,用于制备骆驼肉。该方法与传统的真空烹调法(SV)在能源效率、蒸煮率和物理属性(pH值和颜色)方面进行了比较。骆驼肉样品分别在70°C、80°C和90°C下煮30-120分钟。结果表明,蒸煮温度和时间显著影响pH值和颜色发展。延长蒸煮时间减少了红色和浅色,但增加了黄色,反映了蛋白质变性和肌红蛋白氧化。与SV相比,O-SV系统显著提高了能源效率,需要更少的电能和比能输入,同时保持相当的烹饪产量。O-SV方法还产生了与快速内部加热有关的独特颜色轮廓。这些发现强调了O-SV是一种很有前途的烹饪系统,可以在骆驼肉制备中实现可持续的能源利用和理想的物理质量。
{"title":"Improving Energy Efficiency and Physical Quality of Camel (Camelus dromedarius) Meat Using a Hybrid Ohmic–Sous Vide Cooking Method","authors":"Bandar Alfaifi,&nbsp;Moath Othman,&nbsp;Ali Hobani,&nbsp;Gamaleldin Suliman,&nbsp;Wael Elamin,&nbsp;Mansour Ibrahim,&nbsp;Ronnel B. Fulleros","doi":"10.1111/jfpe.70358","DOIUrl":"10.1111/jfpe.70358","url":null,"abstract":"<div>\u0000 \u0000 <p>This study investigated a novel hybrid cooking approach that integrates ohmic heating with sous vide (O-SV) for preparing camel (<i>Camelus dromedarius</i>) meat. The method was compared with conventional sous vide (SV) in terms of energy efficiency, cooking yield, and physical attributes (pH and color). Camel meat samples were cooked at 70°C, 80°C, and 90°C for 30–120 min. Results demonstrated that cooking temperature and duration markedly influenced pH and color development. Extended cooking reduced redness and lightness but increased yellowness, reflecting protein denaturation and myoglobin oxidation. Compared with SV, the O-SV system significantly improved energy efficiency, requiring less electrical and specific energy input while maintaining comparable cooking yields. The O-SV method also produced distinct color profiles linked to rapid internal heating. These findings highlight O-SV as a promising cooking system for achieving sustainable energy use and desirable physical quality in camel meat preparation.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146155197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a Generalizable IRIV-ANN Model for Rapid, Non-Destructive Polysaccharides Detection in Polygonatum Sibiricum 快速、无损检测黄精多糖的广义IRIV-ANN模型的建立
IF 2.9 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2026-01-27 DOI: 10.1111/jfpe.70354
Bingqian Liu, Anguo Xie, Han Wu, Yunhong Liu

Polysaccharides, as important bioactive components in medicinal and functional food materials, are key indicators for quality evaluation. Conventional analytical methods for polysaccharides quantification often require laborious sample preparation and may cause irreversible damage to samples, which limits their suitability for routine quality control. To overcome these limitations, we developed a rapid and non-destructive detection approach by integrating hyperspectral imaging with an iteratively retained information variables-artificial neural network (IRIV-ANN) model. Spectral data (400–1000 nm) were processed using the IRIV algorithm, which classified variables into four categories-strong information, weak information, no information, and interference. The optimal subset was then used to construct an ANN model, and its performance was compared with models based on shuffled frog leaping algorithm (SFLA), successive projections algorithm (SPA), one-dimension convolutional neural network (1D-CNN), full-spectrum ANN, and multiple linear regression (MLR). The IRIV-ANN model successfully eliminated redundant variables, reduced model complexity, and improved predictive performance, achieving a coefficient of determination (R2) of 0.9301 and a root mean square error (RMSE) of 0.7348 for the prediction set. The characteristic wavelengths selected were closely associated with vibrational changes in O-H and C-H functional groups, providing chemical interpretability of the spectral features. This method provides an efficient and reliable analytical tool for rapid quantification of polysaccharides and has considerable potential for broader application in the quality control of functional foods, traditional medicines, and other plant-derived materials.

多糖作为药用和功能性食品原料中的重要生物活性成分,是质量评价的关键指标。传统的多糖定量分析方法通常需要费力的样品制备,并可能对样品造成不可逆的损害,这限制了它们对常规质量控制的适用性。为了克服这些限制,我们通过将高光谱成像与迭代保留信息变量人工神经网络(IRIV-ANN)模型相结合,开发了一种快速、无损的检测方法。光谱数据(400-1000 nm)采用IRIV算法进行处理,该算法将变量分为强信息、弱信息、无信息和干扰四类。然后利用最优子集构建人工神经网络模型,并与基于shuffle frog跳跃算法(SFLA)、逐次投影算法(SPA)、一维卷积神经网络(1D-CNN)、全谱人工神经网络和多元线性回归(MLR)的模型进行性能比较。IRIV-ANN模型成功地消除了冗余变量,降低了模型复杂性,提高了预测性能,预测集的决定系数(R2)为0.9301,均方根误差(RMSE)为0.7348。所选择的特征波长与O-H和C-H官能团的振动变化密切相关,提供了光谱特征的化学可解释性。该方法为多糖的快速定量分析提供了一种高效可靠的分析工具,在功能食品、传统药物和其他植物源性材料的质量控制中具有相当大的应用潜力。
{"title":"Development of a Generalizable IRIV-ANN Model for Rapid, Non-Destructive Polysaccharides Detection in Polygonatum Sibiricum","authors":"Bingqian Liu,&nbsp;Anguo Xie,&nbsp;Han Wu,&nbsp;Yunhong Liu","doi":"10.1111/jfpe.70354","DOIUrl":"10.1111/jfpe.70354","url":null,"abstract":"<div>\u0000 \u0000 <p>Polysaccharides, as important bioactive components in medicinal and functional food materials, are key indicators for quality evaluation. Conventional analytical methods for polysaccharides quantification often require laborious sample preparation and may cause irreversible damage to samples, which limits their suitability for routine quality control. To overcome these limitations, we developed a rapid and non-destructive detection approach by integrating hyperspectral imaging with an iteratively retained information variables-artificial neural network (IRIV-ANN) model. Spectral data (400–1000 nm) were processed using the IRIV algorithm, which classified variables into four categories-strong information, weak information, no information, and interference. The optimal subset was then used to construct an ANN model, and its performance was compared with models based on shuffled frog leaping algorithm (SFLA), successive projections algorithm (SPA), one-dimension convolutional neural network (1D-CNN), full-spectrum ANN, and multiple linear regression (MLR). The IRIV-ANN model successfully eliminated redundant variables, reduced model complexity, and improved predictive performance, achieving a coefficient of determination (R<sup>2</sup>) of 0.9301 and a root mean square error (RMSE) of 0.7348 for the prediction set. The characteristic wavelengths selected were closely associated with vibrational changes in O-H and C-H functional groups, providing chemical interpretability of the spectral features. This method provides an efficient and reliable analytical tool for rapid quantification of polysaccharides and has considerable potential for broader application in the quality control of functional foods, traditional medicines, and other plant-derived materials.</p>\u0000 </div>","PeriodicalId":15932,"journal":{"name":"Journal of Food Process Engineering","volume":"49 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146176506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Food Process Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1