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Effects of complex cryoprotectant on the freeze-drying survival of Lactobacillus acidophilus FMNS-10 and its protective mechanisms
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-26 DOI: 10.1016/j.jspr.2025.102646
Xiangfei Li, Menghan Wang, Meng Ding, Xinyi Pang, Jing Sun, Yingjian Lu
{"title":"Effects of complex cryoprotectant on the freeze-drying survival of Lactobacillus acidophilus FMNS-10 and its protective mechanisms","authors":"Xiangfei Li,&nbsp;Menghan Wang,&nbsp;Meng Ding,&nbsp;Xinyi Pang,&nbsp;Jing Sun,&nbsp;Yingjian Lu","doi":"10.1016/j.jspr.2025.102646","DOIUrl":"10.1016/j.jspr.2025.102646","url":null,"abstract":"<div><div>Freeze-drying is a common method for preserving bacteria cells, but it can cause cell damage in the process of protection. Therefore, it is necessary to explore a cryoprotectant to improve cell survival during the process. This research aimed to explore the optimal cryoprotectant formulation of <em>L. acidophilus FMNS-10</em> and its protection mechanism. The optimal cryoprotectant consisted of 10.7 % skim milk, 3 % sodium L-glutamate and 10 % D-trehalose, resulting in a survival rate of 91.69 % for <em>L. acidophilus FMNS-10</em> after freeze-drying (<em>p</em> &lt; 0.05). Under this condition, the integrity of cell wall and membrane of <em>L. acidophilus FMNS-10</em> was close to that of the fresh strain, which could be attributed to preventing ice crystal formation. Cryoprotectants demonstrated a significant protective effect on enzymatic activities. In the cryoprotectant-free group, the activities of β-galactosidase, L-LDH, Na<sup>+</sup>/K<sup>+</sup>-ATPase and the concentration of Ca<sup>2+</sup> decreased by 36.19 %, 51.82 %, 89.40 %, and 41.90 %, respectively. However, the cryoprotectant group were only 7.10 %, 1.66 %, 7.41 %, and 4.10 % reductions compared to the cryoprotectant-free group (<em>p</em> &lt; 0.05). These results indicated that the optimal cryoprotectant improved the survival rate of <em>L. acidophilus FMNS-</em>10 by inhibiting the loss of enzyme activity. In addition, the optimal cryoprotectant significantly mitigated the DNA damage induced by freeze-drying. The reduction in enzyme and DNA damage may be attributed to complex cryoprotectants maintaining the stability of their three-dimensional structures and reducing structural disruption caused by freezing. Further analysis of storage stability revealed that the viable count of <em>L. acidophilus FMNS-10</em> exceeded 10<sup>7</sup> CFU/mL when stored at −20 °C for 180 days. These findings provide a comprehensive theoretical foundation for how to freeze-dry <em>Lactobacillus acidophilus.</em></div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102646"},"PeriodicalIF":2.7,"publicationDate":"2025-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143876727","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Effects of silica on stored product pest, Sitophilus oryzae L. (Coleoptera: Curculionidae) and its residual impact on Triticum aestivum L. grain
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-25 DOI: 10.1016/j.jspr.2025.102664
Parthiban Packirisamy , Baharani Soren , T. Geetha , C.S. Vivek Babu , S. Ezil Vendan
{"title":"Effects of silica on stored product pest, Sitophilus oryzae L. (Coleoptera: Curculionidae) and its residual impact on Triticum aestivum L. grain","authors":"Parthiban Packirisamy ,&nbsp;Baharani Soren ,&nbsp;T. Geetha ,&nbsp;C.S. Vivek Babu ,&nbsp;S. Ezil Vendan","doi":"10.1016/j.jspr.2025.102664","DOIUrl":"10.1016/j.jspr.2025.102664","url":null,"abstract":"<div><div>Wheat (<em>Triticum aestivum</em> L.) is a crucial global staple crop. Still, post-harvest losses caused by insect pests, such as the rice weevil (<em>Sitophilus oryzae</em> L.), significantly compromise grain quality and storage. Conventional pest control methods, particularly chemical insecticides, pose environmental and health risks, highlighting the urgent need for safer alternatives. This study assessed the efficacy of silicon nanoparticles in controlling weevil infestations and investigated their residual and physicochemical effects on wheat grains. Laboratory experiments were conducted using silicon powder at various concentrations, with untreated grains as control. Over 15 days, mortality rates, grain weight loss, and damage were recorded. The results demonstrated that higher concentrations of silicon, particularly 700 and 1000 ppm, achieved complete pest mortality within 5 days. Both weight loss and grain damage were significantly reduced at these concentrations, with the lowest rates observed at 0.50 % for weight loss and 0.44 % for damage at 1000 ppm. Additionally, the study examined the physicochemical properties of the silicon-treated grains, including moisture content, bulk density, porosity, and water uptake. The measurements were taken on the first day and again on the 180<sup>th</sup> day of storage. While storage-induced changes were noted in treated and untreated grains, no adverse impacts on grain quality were identified. Residual silicon analysis using scanning electron microscopy-energy dispersive X-ray spectroscopy confirmed effective removal following double washing, ensuring the treated grains comply with safety standards. In conclusion, the findings suggest silicon nanoparticles represent a promising, residue-free, and environmentally sustainable approach to post-harvest pest management, effectively preserving grain quality while mitigating pest-induced losses.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102664"},"PeriodicalIF":2.7,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143868404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Investigation on compression bruised mechanism of Cyperus esculentus L based on experiment and finite element method
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-25 DOI: 10.1016/j.jspr.2025.102652
Junming Hou, Jiuyu Jin, Zhi Ma, Hao Ding, Chenglong Li, Minghui Liu, Qiang Tang, Chenghao Li
{"title":"Investigation on compression bruised mechanism of Cyperus esculentus L based on experiment and finite element method","authors":"Junming Hou,&nbsp;Jiuyu Jin,&nbsp;Zhi Ma,&nbsp;Hao Ding,&nbsp;Chenglong Li,&nbsp;Minghui Liu,&nbsp;Qiang Tang,&nbsp;Chenghao Li","doi":"10.1016/j.jspr.2025.102652","DOIUrl":"10.1016/j.jspr.2025.102652","url":null,"abstract":"<div><div>Cyperus esculentus L is a newly emerging multi-purpose food, which is also a raw material for drinks or brewing. It is susceptible to mechanical damage during mechanical harvesting, stored and food processing. The compression bruise is an important factor that affects the quality of Cyperus esculentus L. The compression bruise's region will be intruded into by bacteria, resulting in a reduction of food quality. Therefore, it is significant to study the compression bruise mechanism. Its mechanical properties are measured by experiment and applied as a reference to simulation. The macroscopic characteristics of the bruise were observed, and the bruised area was extracted. The experiments were carried out, which the loading displacement, loading speed and moisture content were selected as the factors. It is found that when the loading speed is 20 mm/min, the moisture content is 38 % and the loading displacement is 1.37 mm, the minimum loading force is 94.704 N and the minimum bruised area ratio is 18.924 %. The 3D scanning method was applied to establish the model of Cyperus esculentus L. The results of simulation show when the equivalent strain threshold is 0.10, the relative error is 15.05 % compared with experiment. The changes of equivalent stress, equivalent strain and internal energy are analyzed in the process of compression. The bruised volume and bruised sensitivity are analyzed in the condition of different loading displacements. The bruised sensitivity increases from 8955.24 mm<sup>3</sup>/mJ to 16814.82 mm<sup>3</sup>/mJ, when the loading displacement changes from 0.5 mm to 2.0 mm. The bruised sensitivity reduced from 16814.82 mm<sup>3</sup>/mJ to 13725.42 mm<sup>3</sup>/mJ, when the loading displacement from 2.0 mm to 2.5 mm.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102652"},"PeriodicalIF":2.7,"publicationDate":"2025-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143873189","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Evaluation of α-glucosidases as potential targets for the control of corn weevil, Sitophilus zeamais (Coleoptera, Curculionidae)
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-24 DOI: 10.1016/j.jspr.2025.102650
Essicka Andrea García-Saldaña, Abraham Vidal-Limon, Esaú Bojórquez-Velázquez, Eliel Ruíz-May, José Miguel Elizalde-Contreras, Luis Arturo Ibarra-Juárez, José Antonio Guerrero-Analco, Felipe Barrera-Méndez, Jesús Alejandro Zamora-Briseño
{"title":"Evaluation of α-glucosidases as potential targets for the control of corn weevil, Sitophilus zeamais (Coleoptera, Curculionidae)","authors":"Essicka Andrea García-Saldaña,&nbsp;Abraham Vidal-Limon,&nbsp;Esaú Bojórquez-Velázquez,&nbsp;Eliel Ruíz-May,&nbsp;José Miguel Elizalde-Contreras,&nbsp;Luis Arturo Ibarra-Juárez,&nbsp;José Antonio Guerrero-Analco,&nbsp;Felipe Barrera-Méndez,&nbsp;Jesús Alejandro Zamora-Briseño","doi":"10.1016/j.jspr.2025.102650","DOIUrl":"10.1016/j.jspr.2025.102650","url":null,"abstract":"<div><div>The maize weevil, <em>Sitophilus zeamais</em>, is one of the most relevant insect pests of stored corn grains. There are currently few alternatives for its control, most of which are synthetic pesticides. In this work, we explored the potential to control <em>S. zeamais</em> by targeting its α-glucosidases. By using different approaches, we successfully identified two non-redundant α-glucosidases. <em>In silico</em> analysis revealed that both proteins had conserved structural motifs related to α-glucosidases. Molecular dynamics simulation indicated that these enzymes are able to interact with the α-glucosidase inhibitor, acarbose. The acarbose-α-glucosidase complexes exhibited a high affinity between the inhibitor and the catalytic site. Feeding adult <em>S. zeamais</em> with acarbose-impregnated maize resulted in over 30 % mortality, suggesting that the application of α-glucosidase inhibitors could enhance the resistance of maize grains against <em>S. zeamais</em>.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102650"},"PeriodicalIF":2.7,"publicationDate":"2025-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143868405","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Seasonal factors influence the organoleptic quality and shelf-life of fresh-cut turnip greens
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-23 DOI: 10.1016/j.jspr.2025.102661
Karin Albornoz, Zenaba Abdissa
{"title":"Seasonal factors influence the organoleptic quality and shelf-life of fresh-cut turnip greens","authors":"Karin Albornoz,&nbsp;Zenaba Abdissa","doi":"10.1016/j.jspr.2025.102661","DOIUrl":"10.1016/j.jspr.2025.102661","url":null,"abstract":"<div><div>Turnip greens are leafy vegetables from the <em>Brassica</em> family highly popular in the Southeast United States, where they are sold in whole and fresh-cut formats. Fresh-cut processing favors convenience but accelerates leaf senescence and quality degradation, contributing to consumer rejection and postharvest losses and waste. Turnip greens, cultivated year-round in different regions, are exposed to variable growing conditions across seasons. While seasonal variations in nutritional and organoleptic quality are documented for other species during postharvest storage, this has not been investigated in turnip greens in fresh-cut format. In this study, turnip greens grown in two seasons—fall and winter-spring—were fresh-cut processed and stored at 5 °C for up to 21 days. Subjective (marketability scores), and objective (color, total chlorophyll, carotenoids, polyphenols and ammonia contents) parameters were monitored at 0, 7, 14, and 21 days of storage. Results showed that while sensory quality declined during storage in both seasons, leaves grown in the fall exhibited a significantly faster deterioration rate compared to winter-spring samples. This trend mirrored the higher rates of chlorophyll and fresh weight loss shown by turnip greens grown in the fall. Seasonal variations in environmental factors and agronomic practices likely induced distinct physiological responses, influencing postharvest quality and shelf-life. This is the first report of organoleptic and compositional quality changes in fresh-cut turnip greens affected by the growing season. Tailoring postharvest practices to seasonal shelf-life variations can contribute to minimizing food losses and optimizing produce supply chain performance.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102661"},"PeriodicalIF":2.7,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143859203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Cultures of stored-product mite Tyrophagus putrescentiae experimentally infected with Cardinium and Wolbachia presented reduced fitness
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-23 DOI: 10.1016/j.jspr.2025.102663
Jan Hubert , Eliza Glowska-Patyniak , Stano Pekar
{"title":"Cultures of stored-product mite Tyrophagus putrescentiae experimentally infected with Cardinium and Wolbachia presented reduced fitness","authors":"Jan Hubert ,&nbsp;Eliza Glowska-Patyniak ,&nbsp;Stano Pekar","doi":"10.1016/j.jspr.2025.102663","DOIUrl":"10.1016/j.jspr.2025.102663","url":null,"abstract":"<div><div><em>Tyrophagus putrescentiae</em> is a cosmopolitan pest of stored food and animal feed. Mite populations differ in their microbiome composition, resulting in variability in their fitness. Cultures of the stored-product mite <em>T. putrescentiae</em> are often singly infected by one of intracellular bacterial genera <em>Cardinium</em> and <em>Wolbachia</em>. No naturally occurring multi-infected (<em>Cardinium/Wolbachia</em>) cultures have been observed.</div><div>Under laboratory conditions, we mixed two singly infected mite cultures, i.e., <em>Cardinium</em>-infected (5L and 5S) and <em>Wolbachia</em>-infected (5N and 5P) cultures, to obtain four experimental cultures (5LN, 5LP, 5SN and 5SP), each infected with each of the endosymbionts. Population growth was used as a fitness indicator, and PCR with specific primers for a single mite was used to identify the prevalence of <em>Cardinium</em> and <em>Wolbachia</em> in the parental and mixed cultures.</div><div>The population growth of the experimental cultures was lower than that of the parents at the beginning of the experiment. After six months, 5SN and 5SP exhibited greater fitness than 5LP and 5LN. The population growth of the 5SN and 5SP cultures did not differ from that of the parental cultures 5P and 5S. <em>Cardinium</em>-infected mites prevailed in 6 cultures, <em>Wolbachia</em>-infected mites in 5 cultures, and asymbiotic individuals in 1 culture after six months. The proportion of <em>Cardinium-</em>infected individuals (45 %) was greater than that of <em>Wolbachia</em>-infected individuals (25 %), indicating that <em>Cardinium</em>-infected mites had a fitness advantage over their <em>Wolbachia</em>-infected counterparts. Although the cultures were multi-infected, doubly infected mites were rare (7 %).</div><div>These results suggest that <em>Cardinium</em> is responsible for cytoplasmic incompatibility in <em>T. putrescentiae</em>. The results revealed that the presence of the intracellular symbionts <em>Cardinium</em> and <em>Wolbachia</em> strongly influenced mite population growth in the experiments. These data support the importance of the microbiome in this pest.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102663"},"PeriodicalIF":2.7,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143864016","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Advancing sustainability through modified atmosphere packaging (MAP) for fresh food preservation: A critical review
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-21 DOI: 10.1016/j.jspr.2025.102657
Umme Habiba , Ananya Bajpai , Zaryab Shafi , Vinay Kumar Pandey , Rahul Singh
{"title":"Advancing sustainability through modified atmosphere packaging (MAP) for fresh food preservation: A critical review","authors":"Umme Habiba ,&nbsp;Ananya Bajpai ,&nbsp;Zaryab Shafi ,&nbsp;Vinay Kumar Pandey ,&nbsp;Rahul Singh","doi":"10.1016/j.jspr.2025.102657","DOIUrl":"10.1016/j.jspr.2025.102657","url":null,"abstract":"<div><div>Modified Atmospheric Packaging (MAP) has become a significant technology in the field of food preservation and is a critical solution against food waste, which is responsible for about 30–40 % of the entire global food production. MAP greatly prolongs the shelf life of fresh foods by slowing microbial proliferation and oxidative degradation by modifying the compositions of gases within packaging. MAP can extend the shelf life of fruits and vegetables by 50–200 %, depending on the commodity and storage conditions. For example, strawberries have been stored in MAP (5 % O<sub>2</sub> and 15 % CO<sub>2</sub>) for up to 14 days without loss of quality compared with 4–5 days under normal atmospheric conditions. In similar lines, MAP packaged meat products with high CO<sub>2</sub> concentration show up to 40–60 % longer shelf life compared to those of conventional packaging. From a sustainability perspective, MAP helps prevent 1.3 billion tons of global food waste each year and reduces greenhouse gas emissions related to food spoilage. Furthermore, breakthroughs in MAP materials that can be biodegraded or recycled contribute to the reduction of plastic waste, and prevent environmental issues. The adaptability of the technology enables manufacturers to best manage different gas mixtures and packaging structures in varied food products. This review aims to provide an overview of MAP, recent advances, challenges, and its potential importance in food sustainability through waste, quality retention and environmentally conscious packaging innovations.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102657"},"PeriodicalIF":2.7,"publicationDate":"2025-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143854938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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 gaseous ozone treatment on storability and quality of onion (Allium cepa L.) during bulk storage
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-19 DOI: 10.1016/j.jspr.2025.102656
Pramod Shelake , Debabandya Mohapatra , Mousumi Sabat
{"title":"Impact of gaseous ozone treatment on storability and quality of onion (Allium cepa L.) during bulk storage","authors":"Pramod Shelake ,&nbsp;Debabandya Mohapatra ,&nbsp;Mousumi Sabat","doi":"10.1016/j.jspr.2025.102656","DOIUrl":"10.1016/j.jspr.2025.102656","url":null,"abstract":"<div><div>The increased storage life while maintaining the quality of the onion bulbs is crucial in the agriculture sector as it directly affects the marketability of the commodity. In the present investigation, gaseous ozone treatment was applied to a stored batch of 500 kg onion bulbs. During bulk onion storage, the fungal count increased from 4.28 ± 0.06 to 6.79 ± 0.23 log CFU/g, 2.86 ± 0.35 to 6.05 ± 0.12 log CFU/g and 2.87 ± 0.34 to 5.62 ± 0.27 log CFU/g, while the bacterial count increased from 1.90 ± 0.12 to 6.58 ± 0.32 log CFU/g, 1.15 ± 0.17 to 6.05 ± 0.18 log CFU/g and 1.19 ± 0.17 to 5.33 ± 0.04 log CFU/g for untreated, single-treated and periodically treated bulbs, respectively. This indicated that the ozone treatment controlled and reduced microbial count throughout storage. For a storage period of 120 days, periodic ozone treatment reduced rotting by 55.52 % compared to the untreated bulbs, while single treatment lowered rotting by 30.67 %. The change in pyruvic acid content with the storage period was significant for the treated and untreated bulbs. At the end of the storage period, it was found to be 12.61 ± 0.33 μmol/g F.W. for the untreated sample, 12.03 ± 0.60 μmol/g F.W. for the single treated sample, and 11.24 ± 1.01 μmol/g F.W. for periodically treated samples. Ascorbic acid content decreased with an increased storage period for all treatments, while phenols, flavonoids, anthocyanin content, and antioxidant activity increased significantly. Periodic ozone treatment is a viable fumigation method for extending shelf life and preserving bulb quality during storage.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102656"},"PeriodicalIF":2.7,"publicationDate":"2025-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143850096","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Evaluating and predicting the impact of storage conditions and packaging materials on the physical properties of paddy rice using machine learning approaches and artificial neural networks
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-19 DOI: 10.1016/j.jspr.2025.102659
Hany S. El-Mesery , Azza A. Omran , Oluwasola Abayomi Adelusi , Mohammad Kaveh , Viola Onyinye Okechukwu , Zicheng Hu , Ali Salem , Shimaa A. Badawy
{"title":"Evaluating and predicting the impact of storage conditions and packaging materials on the physical properties of paddy rice using machine learning approaches and artificial neural networks","authors":"Hany S. El-Mesery ,&nbsp;Azza A. Omran ,&nbsp;Oluwasola Abayomi Adelusi ,&nbsp;Mohammad Kaveh ,&nbsp;Viola Onyinye Okechukwu ,&nbsp;Zicheng Hu ,&nbsp;Ali Salem ,&nbsp;Shimaa A. Badawy","doi":"10.1016/j.jspr.2025.102659","DOIUrl":"10.1016/j.jspr.2025.102659","url":null,"abstract":"<div><div>The overall quality of paddy rice grains is affected by storage conditions and the environment. To explore this concept, the study examines the influences of storage conditions and bag materials on paddy rice grains' physical properties and quality over 6 months. Three types of storage bags, including Jute bags (JB), Polypropylene woven bags (PWB), and Perforated-polypropylene woven bags (P-PWB), were tested under warehouse (WH: 25 ± 2 °C) and refrigerator (R:4 ± 1 °C) conditions for storing grains at moisture levels of 18, 14, and 12 %. The quality assessment included the evaluation of fungal colonization, whiteness degree, crack percentage, hardness, color, broken percentage, and germination rate. More so, Artificial Neural Networks (ANN) and optimization models were utilized to predict and improve the impact of storage time, storage conditions, and bag materials on the physical qualities of paddy rice. The findings indicate that storing paddy rice at 4 °C with 12 % moisture content in jute bags or P-PWB limits fungal growth and preserves rice quality. P-PWB showed the lowest discoloration percentages across all moisture levels, temperatures, and storage durations, demonstrating its superior protection. For shorter storage, P-PWB is ideal for preserving grain hardness and reducing breakage. Additionally, P-PWB at 4 °C and 12 % MC is highly effective in retaining whiteness and overall visual quality during prolonged storage. Pearson correlation analysis revealed a strong positive correlation between crack ratio and broken percentage, emphasizing the need to maintain grain integrity as cracking increases breakage. Principal Component Analysis (PCA) identified crack ratio, discoloration, and fungal contamination as key factors affecting overall grain quality, with germination, whiteness, and hardness playing supporting roles. More so, integrating Artificial Neural Networks (ANNs) into evaluating and predicting the influence of storage environments and bag materials on paddy rice quality offers a promising approach to enhancing food preservation strategies.</div></div>","PeriodicalId":17019,"journal":{"name":"Journal of Stored Products Research","volume":"112 ","pages":"Article 102659"},"PeriodicalIF":2.7,"publicationDate":"2025-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143847918","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Spillage and food dust do not decrease efficacy of long-lasting insecticide-incorporated netting against stored product insects
IF 2.7 2区 农林科学
Journal of Stored Products Research Pub Date : 2025-04-19 DOI: 10.1016/j.jspr.2025.102662
Sabita Ranabhat , Çetin Mutlu , Georgina V. Bingham , Jennifer Abshire , Tanja McKay , Kun Yan Zhu , William R. Morrison
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