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Innovative Strategies for Enhancing Heating Uniformity and Quality in Radio Frequency Food Processing: Challenges and Future Directions 提高射频食品加工加热均匀性和质量的创新策略:挑战和未来方向
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-05-27 DOI: 10.1007/s12393-025-09410-z
Yuqing Zhang, Xiangyi Wang, Yandi Zeng, Qian Hao, Shaojin Wang, Zhi Huang

Radio frequency (RF) heating has emerged as a key innovation in food processing operations such as drying, pasteurization, and thawing due to its ability to deliver rapid and volumetric heating. However, the inherent heterogeneity of food matrices and their complex interactions with electromagnetic fields often lead to uneven electric field distribution, resulting in heating inconsistencies and potential quality deterioration. Addressing these challenges requires strategies that enhance heating uniformity while preserving food quality. A promising solution is the integration of RF heating with complementary processing technologies. Hybrid techniques such as plasma treatment, cold shock, ultraviolet (UV) irradiation, ultrasound, infrared heating, and high hydrostatic pressure processing can improve heating efficiency and mitigate the limitations of RF heating. This review systematically examines the principles of RF heating and its integration with emerging technologies. It explores the mechanisms underlying heating non-uniformity, evaluates existing solutions, and identifies future research priorities. Special attention is given to the development of customized RF heating strategies tailored to the physicochemical properties of different food matrices. Furthermore, the integration of intelligent control systems, algorithmic optimization, and interdisciplinary advancements is expected to enhance the precision and efficiency of RF heating, offering innovative solutions for high-performance thermal processing while maintaining superior food quality.

射频(RF)加热已经成为食品加工操作的关键创新,如干燥,巴氏杀菌和解冻,因为它能够提供快速和体积加热。然而,食品基质固有的非均质性及其与电磁场的复杂相互作用往往导致电场分布不均匀,从而导致加热不一致和潜在的质量恶化。应对这些挑战需要在保持食品质量的同时提高加热均匀性的策略。一个很有前途的解决方案是射频加热与互补加工技术的集成。等离子体处理、冷冲击、紫外线(UV)照射、超声波、红外加热和高静水压力处理等混合技术可以提高加热效率,减轻射频加热的局限性。这篇综述系统地研究了射频加热的原理及其与新兴技术的集成。它探讨了加热不均匀性的机制,评估了现有的解决方案,并确定了未来的研究重点。特别关注针对不同食物基质的物理化学性质量身定制的射频加热策略的开发。此外,智能控制系统、算法优化和跨学科进展的集成有望提高射频加热的精度和效率,为高性能热加工提供创新解决方案,同时保持卓越的食品质量。
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引用次数: 0
Complex Coacervation of Plant-Based Proteins and Polysaccharides: Sustainable Encapsulation Techniques for Bioactive Compounds 植物蛋白和多糖的复合凝聚:生物活性化合物的可持续包封技术
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-04-26 DOI: 10.1007/s12393-025-09408-7
Mohammad Alrosan, Nizar Al-Rabadi, Muhammad H. Alu’datt, Ali Al-Qaisi, Esra’a Essa Al-Shunnaq, Nawaf Abu-Khalaf, Sofyan Maghaydah, Taher Assaf, Tareq Hidmi, Thuan-Chew Tan, Hiba Bawadi, Ali Madi Almajwal, Hadeel Jafar obeidat

Complex coacervation is a phase separation phenomenon between two oppositely charged colloids, such as proteins and polysaccharides, when mixed in a solution. The attractive forces between the oppositely charged particles lead to the formation of a coacervate phase, which is a liquid, dense, and polymer-rich phase. Animal-based proteins and polysaccharides are commonly used to prepare high-quality bioactive compounds and are widely used to produce complex coacervations with desirable physicochemical properties. During complex coacervation, utilizing animal-based proteins, such as casein, offers several advantages. However, challenges and concerns are associated with their production, including high costs, environmental impact, the spread of animal diseases, and the emergence of drug-resistant pathogens. As an alternative to animal-based proteins, plant-based proteins are gaining traction in complex coacervation, addressing several challenges associated with animal-based protein production. Plant-based proteins provide a range of benefits that align with environmental sustainability, cost-effectiveness, and reduced concerns about animal diseases. Some key advantages of employing plant-based proteins in complex coacervation include sustainability, biocompatibility, reduced ecological impact, disease resistance, diversity of sources, consumer demand, and allergen considerations. Various physical, chemical, and biological processes are employed to enhance the characteristics of plant-based protein-polysaccharide coacervates. This comprehensive review elucidates recent advancements in the microencapsulation of bioactive compounds through complex coacervation utilizing plant-based protein-polysaccharide systems. This review serves as a valuable resource for summarizing the current state of research, identifying limitations and gaps in knowledge, and discussing challenges within the field.

复合凝聚是两种带相反电荷的胶体(如蛋白质和多糖)在溶液中混合时的相分离现象。相反的带电粒子之间的吸引力导致凝聚相的形成,这是一种液态的、致密的、富含聚合物的相。动物蛋白和多糖通常用于制备高质量的生物活性化合物,并广泛用于生产具有理想物理化学性质的复杂凝聚物。在复杂的凝聚过程中,利用基于动物的蛋白质,如酪蛋白,提供了几个优势。然而,与它们的生产相关的挑战和关切,包括高成本、环境影响、动物疾病的传播以及耐药病原体的出现。作为动物性蛋白质的替代品,植物性蛋白质在复杂的凝聚中越来越受到关注,解决了与动物性蛋白质生产相关的几个挑战。基于植物的蛋白质提供了一系列与环境可持续性、成本效益和减少对动物疾病的担忧相一致的好处。在复杂凝聚中使用植物蛋白的一些关键优势包括可持续性、生物相容性、减少生态影响、抗病性、来源多样性、消费者需求和过敏原考虑。利用各种物理、化学和生物过程来增强植物蛋白-多糖凝聚体的特性。本文综述了利用植物蛋白-多糖系统通过复杂凝聚作用实现生物活性化合物微胶囊化的最新进展。这篇综述为总结当前的研究状况、确定知识的限制和差距以及讨论该领域的挑战提供了宝贵的资源。
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引用次数: 0
Reformulation and Characterization of Mediterranean Ingredients by Novel Technologies 新技术对地中海成分的重新配方和表征
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-04-21 DOI: 10.1007/s12393-025-09401-0
Elif Gokçen Ates, Murad Bal, Melis Cetin Karasu, Neriman Ezgi Cifte, Furkan Erdem, Muhammed Rasim Gul, Ozan Tas, Gokcem Tonyali Karsli, Sanda Pleslić, Kristina Smokrović, Nadica Maltar-Strmečki, Mohamad G. Abiad, Josipa Dukić, Anet Režek Jambrak, Rose Daphnee Tchonkouang, Margarida C. Vieira, Maria Dulce Antunes, Behic Mert, Gulum Sumnu, Hami Alpas, Mecit Oztop

The Mediterranean diet is known for its health benefits, mainly due to its diverse ingredients, such as fruits, vegetables, grains, nuts, legumes, and olive oil. This review examines the reformulation and characterization of these Mediterranean ingredients using several novel food processing and analytical technologies. Reformulation technologies discussed include microwave pasteurization, microwave vacuum drying (VMD), pulsed electric field (PEF), high-pressure homogenization (HPH), freeze drying, high hydrostatic pressure (HHP), and cold plasma technology (CP). Characterization technologies covered include Nuclear Magnetic Resonance (NMR), Electron Paramagnetic Resonance (EPR), and Near Infrared (NIR) spectroscopy. Nonthermal techniques such as PEF, HHP and CP are particularly noteworthy for their ability to preserve nutritional and sensory qualities without using high temperatures, that can degrade sensitive compounds. The main requirement for these processing methods is to ensure that the food retains its beneficial nutrients and natural flavors while extending its shelf life. Analytical techniques like NMR, EPR, and NIR spectroscopy provide detailed insights into the molecular composition and quality of food products. These techniques allow for precise optimization of processing methods, ensuring the best possible quality and nutritional value. The integration of these advanced processing and analytical techniques with traditional Mediterranean ingredients offers significant advancements in food science, improving food quality, nutritional value, and the sustainability of food production. This review aims to provide a comprehensive understanding of how these novel technologies can be applied to optimize the nutritional and sensory qualities of Mediterranean ingredients while enhancing their health-promoting capabilities.

地中海饮食以其健康益处而闻名,主要是由于其多样化的成分,如水果、蔬菜、谷物、坚果、豆类和橄榄油。本文综述了利用几种新的食品加工和分析技术对这些地中海成分进行的配方改造和表征。讨论的再配方技术包括微波巴氏灭菌、微波真空干燥(VMD)、脉冲电场(PEF)、高压均质(HPH)、冷冻干燥、高静水压力(HHP)和冷等离子体技术(CP)。表征技术包括核磁共振(NMR),电子顺磁共振(EPR)和近红外(NIR)光谱。PEF、HHP和CP等非热技术尤其值得注意,因为它们能够在不使用高温的情况下保持营养和感官品质,而高温会降解敏感化合物。这些加工方法的主要要求是确保食品在延长保质期的同时保留其有益的营养成分和天然风味。核磁共振、EPR和近红外光谱等分析技术为食品的分子组成和质量提供了详细的见解。这些技术可以精确优化加工方法,确保最佳的质量和营养价值。将这些先进的加工和分析技术与传统的地中海成分相结合,在食品科学方面取得了重大进展,提高了食品质量、营养价值和食品生产的可持续性。本文旨在全面了解这些新技术如何应用于优化地中海食材的营养和感官品质,同时增强其促进健康的能力。
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引用次数: 0
Assessing the Shelf-Life of Olive Oil Under Different Storage Conditions: A Review of Predictive Models 橄榄油在不同储存条件下的保质期评估:预测模型综述
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-04-02 DOI: 10.1007/s12393-025-09409-6
Nuno Ferreiro, Ana C. A. Veloso, José Alberto Pereira, Nuno Rodrigues, António M. Peres

Olive oil holds a significant position in the global vegetable oil market, often reaching high prices compared to other vegetable oils. However, like other oils, it is vulnerable to oxidation, which can degrade its quality during storage, making it essential to determine its shelf-life. So, kinetic or empirical models have been developed to estimate how long olive oil can maintain the legal quality standards necessary for its commercial classification or to be marketed with nutritional or health claim. This study reviews recent advancements in modelling approaches to predict the shelf-life of olive oil under different storage conditions, namely storage duration (from 2 months to 2 years), temperature (20–50 ºC), and light exposure (light versus dark storage). Most models estimate the timeframe in which olive oil remains compliant with regulatory requirements for specific commercial grades, namely extra virgin olive oil, with fewer models addressing health-related claims. Developed models include pseudo zero-, pseudo first-, and pseudo second-order kinetic models and empirical models, derived from experimental data on the oil’s chemical stability over time. While empirical models can be highly accurate, they often require extensive chemical data, including for compounds for which no legal thresholds exist, and complex statistical techniques, limiting their use by non-specialists. In contrast, kinetic models offer simpler and user-friendly mathematical equations. Nonetheless, olive oil’s shelf-life predictions remain influenced by factors such as initial oil composition, packaging materials, and storage conditions, underscoring the ongoing need to refine the predictive models.

橄榄油在全球植物油市场占有重要地位,与其他植物油相比,其价格往往较高。然而,像其他油一样,它很容易氧化,在储存过程中会降低其质量,因此确定其保质期至关重要。因此,人们开发了动力学模型或经验模型来估计橄榄油能在多长时间内保持其商业分类所需的法定质量标准,或在市场上宣传营养或健康。本研究回顾了在不同储存条件下预测橄榄油保质期的建模方法的最新进展,即储存时间(从2个月到2年)、温度(20-50ºC)和光照(光与暗储存)。大多数模型估计橄榄油符合特定商业等级(即特级初榨橄榄油)的监管要求的时间范围,较少模型考虑与健康有关的索赔。已开发的模型包括伪零阶、伪一阶、伪二阶动力学模型和经验模型,这些模型都是根据石油随时间变化的化学稳定性的实验数据得出的。虽然经验模型可以非常准确,但它们往往需要广泛的化学数据,包括没有法定阈值的化合物,以及复杂的统计技术,限制了非专业人员的使用。相比之下,动力学模型提供了更简单和用户友好的数学方程。尽管如此,橄榄油的保质期预测仍然受到诸如初始油成分、包装材料和储存条件等因素的影响,这强调了不断完善预测模型的必要性。
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引用次数: 0
Advancements in Microwave Drying of Fresh Ginger: Drying Mode, Influencing Factors, Quality Characteristics and Challenges 鲜姜微波干燥的研究进展:干燥方式、影响因素、品质特性及面临的挑战
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-03-29 DOI: 10.1007/s12393-025-09406-9
Yaping Wang, Yu Xi, Junping Bian, Xinjing Fu, Wenhua Zi

The drying of fresh ginger is crucial for establishing its edible and medicinal worth during post-harvest management.Microwave drying (MD) represents a high efficiency and environmental sustainability technology that continues to garner attention for its pivotal role in advancing the sustainable development of fresh ginger. In light of this, this paper summarizes the fundamentals of microwave technology and the application of different drying modes in the drying fresh ginger, and systematically explores the parametric effects the MD of fresh ginger, its quality characterization and challenges. The findings indicate that dielectric loss serves as the central mechanism due to water as a typical dipole polarization inducing molecular vibration, rotation and friction to generate heat in MD process. The issues of non-uniform energy distribution, variable drying outcomes and the scaling-up of industrialization are still major challenges for microwave applications. In the future, potential solutions should be to strengthen the industrialization of microwave technology. In particular, it is of great significance to develop efficient and stable scale equipment, integrate artificial intelligence to optimize temperature and humidity control, and conduct in-depth research on microwave-material interaction mechanism based on numerical simulation. These technological breakthroughs will accelerate the industrial large-scale application of fresh ginger MD.

在收获后的管理中,鲜姜的干燥对于确定其食用和药用价值至关重要。微波干燥技术作为一种高效、环保的可持续发展技术,在促进生姜的可持续发展中发挥着重要作用。鉴于此,本文综述了微波技术的基本原理及不同干燥方式在鲜姜干燥中的应用,系统探讨了参数对鲜姜MD的影响、品质表征及面临的挑战。研究结果表明,介质损耗是主要机理,因为水作为典型的偶极子极化诱导分子振动、旋转和摩擦产生热量。能量分布不均匀、干燥效果不稳定以及工业化规模扩大等问题仍然是微波应用面临的主要挑战。在未来,可能的解决方案应该是加强微波技术的产业化。特别是,开发高效稳定的规模化设备,集成人工智能优化温湿度控制,以及基于数值模拟的微波-物质相互作用机理深入研究具有重要意义。这些技术突破将加速鲜姜MD的产业化大规模应用。
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引用次数: 0
Innovative Food Packaging Techniques for Space Exploration: Ensuring Safety and Sustainability 用于太空探索的创新食品包装技术:确保安全和可持续性
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-03-26 DOI: 10.1007/s12393-025-09405-w
Tanzeela Jamal, Gang Chen, Lingyan Zheng, Hong Duan, Muhammad Muddassir, Raheela Jamal, Noor Habib Khan

Food packaging in space missions is a challenge because of the specific needs of the food by the explorers as they go through long distances in space. The scope of this review paper is, therefore, aimed to discuss recent advances in specific food packaging practices for space missions based on the materials, technologies, and methodologies in coping with environmental and technological challenges of space. That enables this paper to elaborate on other contemporary packaging materials, like biodegradable polymers and edible films, which are both biodegradable and protective of goods against the space environment. In addition, it assesses smart packaging systems for foods, which can trace the quality and contamination of food items and technologies such as vacuum packaging and modified atmospheric packaging for longevity. Based on the review of the literature on current research, issues, and future developments, this paper identifies theoretical and practical implications of the multisource approach to designing safe, sustainable, and high-performance packaging for space food. The study also reports specific research gaps and offers possible trends for future developments regarding this central feature of space mission planning.

食品包装在太空任务中是一个挑战,因为探险者在太空中进行长途旅行时对食品的特殊需求。因此,这篇综述的范围旨在讨论在应对空间环境和技术挑战的材料、技术和方法的基础上,用于空间任务的特定食品包装实践的最新进展。这使得本文能够详细阐述其他当代包装材料,如可生物降解聚合物和可食用薄膜,它们既可以生物降解,又可以保护货物免受空间环境的影响。此外,它还评估了食品的智能包装系统,该系统可以追踪食品的质量和污染,以及真空包装和改性大气包装等技术。基于对当前研究、问题和未来发展的文献综述,本文确定了多源方法设计安全、可持续和高性能太空食品包装的理论和实践意义。该研究还报告了具体的研究差距,并就空间任务规划的这一核心特征提供了未来发展的可能趋势。
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引用次数: 0
Advancing Sustainable Food Packaging: the Role of Green Nanomaterials in Enhancing Barrier Properties 推进可持续食品包装:绿色纳米材料在增强阻隔性能中的作用
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-03-25 DOI: 10.1007/s12393-025-09407-8
Great Iruoghene Edo, Alice Njolke Mafe, Ali B. M. Ali, Patrick Othuke Akpoghelie, Emad Yousif, Endurance Fegor Isoje, Ufuoma Augustina Igbuku, Khalid Zainulabdeen, Joseph Oghenewogaga Owheruo, Arthur Efeoghene Athan Essaghah, Huzaifa Umar, Dina S. Ahmed, Ahmed A. Alamiery

The growing demand for sustainable and high-performance food packaging has led to the exploration of green nanomaterials as viable alternatives to synthetic counterparts. Traditional packaging materials often struggle to provide sufficient protection against oxygen, moisture, and UV light, which accelerates food spoilage and reduces shelf life. This review examines the role of biodegradable and bio-based nanomaterials; such as cellulose nanocrystals; carbon dots, and sulfur quantum dots, in enhancing barrier properties essential for food preservation. A comparative analysis between synthetic and green nanomaterials denotes the urgent need for eco-friendly alternatives, emphasizing their sustainability, biodegradability, and reduced environmental footprint. Main mechanisms contributing to barrier enhancement, including the tortuosity effect, gas and moisture transmission control, and nanoparticle morphology influence, are critically analyzed with recent experimental data. Equally, the impact of nanomaterials on the crystallization behavior of film substrates is discussed to highlight their role in improving structural integrity and overall performance. The review also explores the integration of these nanomaterials into flexible and rigid food packaging systems, with an emphasis on their ability to provide antimicrobial activity and UV protection. Furthermore, while the potential of green nanomaterials is significant, this review addresses primary hurdles such as toxicity concerns, environmental impact, and scalability issues. The role of regulatory frameworks in ensuring food safety and consumer protection is also discussed. Finally, future perspectives on advancing sustainable nanotechnology in food packaging are proposed, identifying leading research directions, including the development of multifunctional nanomaterials that enhance barrier properties while offering active sensing capabilities for real-time food quality monitoring. By bridging the gap between experimental findings and practical applications, this review provides outlook on how green nanomaterials can revolutionize the food packaging industry toward a more sustainable future.

对可持续和高性能食品包装日益增长的需求导致了绿色纳米材料作为合成对应物的可行替代品的探索。传统的包装材料往往难以提供足够的氧气、水分和紫外线保护,这加速了食品的变质,缩短了保质期。本文综述了生物可降解纳米材料和生物基纳米材料的作用;如纤维素纳米晶体;碳点和硫量子点在增强阻隔性能方面对食品保存至关重要。合成纳米材料和绿色纳米材料之间的比较分析表明,迫切需要生态友好的替代品,强调其可持续性、生物降解性和减少环境足迹。利用最新的实验数据,对屏障增强的主要机制进行了批判性分析,包括扭曲效应、气体和水分传输控制以及纳米颗粒形态的影响。同样,纳米材料对薄膜衬底结晶行为的影响进行了讨论,以突出其在提高结构完整性和整体性能方面的作用。这篇综述还探讨了将这些纳米材料整合到柔性和刚性食品包装系统中,重点是它们提供抗菌活性和紫外线防护的能力。此外,虽然绿色纳米材料的潜力是巨大的,但本综述解决了诸如毒性问题、环境影响和可扩展性问题等主要障碍。还讨论了监管框架在确保食品安全和消费者保护方面的作用。最后,展望了未来可持续纳米技术在食品包装领域的应用前景,确定了主要的研究方向,包括开发多功能纳米材料,增强阻隔性能,同时提供实时食品质量监测的主动传感能力。通过弥合实验发现和实际应用之间的差距,本综述提供了绿色纳米材料如何能够彻底改变食品包装工业走向更可持续的未来的前景。
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引用次数: 0
On Static, Dynamic and Stochastic Kinetic Models of Peaking Microbial Growth in a Closed or Resources-limited Habitat 封闭或资源有限生境中微生物生长峰值的静态、动态和随机动力学模型
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-03-11 DOI: 10.1007/s12393-025-09403-y
Micha Peleg, Mark D. Normand

A peaking static (isothermal) microbial growth curve recorded in an isolated habitat is viewed as a manifestation of a conflict between the tendency of healthy cells to multiply by division, and the habitat’s progressive depletion of resources and deterioration which is intensified by the rising population’s density. This scenario can be described mathematically by the product of a monotonically rising growth term such as a stretched exponential (Weibull) term, representing the habitat’s uninterrupted growth potential, by a stretched exponential (Weibull) decay term, representing the fall of the cells’ survival probability and increased mortality rate. An alternative is to have the growth potential represented by the Verhulst/logistic differential rate model, and the decline by a superimposed falling log-logistic algebraic term that becomes negative as growth turns into mortality. Yet another alternative is a scaled version of a beta-distribution function-based model, which captures both the rise and fall regimes in a single algebraic expression. For dynamic (notably non-isothermal) growth, a convenient model has the basic structure of the static Verhulst/logistic rate model equation, except that its parameters are entered as functions of time. In contrast with the other model equations the Verhulst/logistic mode conversion from a static to dynamic state does not require the use of inverse functions, and hence special programming.

Graphical Abstract

在孤立的生境中记录的静态(等温)微生物生长曲线的峰值被视为健康细胞通过分裂繁殖的趋势与生境资源的逐渐枯竭和恶化之间的冲突的表现,这种冲突因人口密度的增加而加剧。这种情况可以用单调上升的生长项(如表示栖息地不间断生长潜力的拉伸指数(威布尔)项)与表示细胞生存概率下降和死亡率增加的拉伸指数(威布尔)衰减项的乘积来数学描述。另一种选择是用Verhulst/logistic微分率模型表示增长潜力,用叠加的下降对数-逻辑代数项表示下降,当增长变成死亡率时,下降变为负。然而,另一种选择是基于beta分布函数的模型的缩放版本,它在单个代数表达式中捕获了上升和下降的政权。对于动态(特别是非等温)增长,一个方便的模型具有静态Verhulst/logistic速率模型方程的基本结构,只是它的参数作为时间的函数输入。与其他模型方程相比,从静态到动态的Verhulst/logistic模式转换不需要使用逆函数,因此不需要特殊的编程。图形抽象
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引用次数: 0
Advances in Precision Systems Based on Machine Vision for Meat Quality Detection 基于机器视觉的肉类品质检测精密系统研究进展
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-03-05 DOI: 10.1007/s12393-025-09404-x
Ebenezer O. Olaniyi, Christopher Kucha

Traditional assessment (e.g., visual inspection and biochemical analysis) is the prevailing method for meat quality assessment in the food industry. However, this approach is time-consuming, laborious, costly, and subjective. In response to the inherent limitations associated with conventional assessment, RGB (red–green–blue) cameras, hyperspectral imaging, and structured illumination reflectance imaging are gaining ample attention in the food industry. These techniques are increasingly applied to various aspects of meat quality and safety assessments, encompassing parameters such as tenderness, chemical composition, adulteration, and overall quality traits. This review focuses on scientific articles published in the past five years that leverage these machine vision techniques to address challenges in the meat processing industry. These machine-vision techniques are briefly introduced, shedding light on their principles and applications. Moreover, this review identifies the challenges and strengths associated with these technologies. To provide comprehensive insights, this review includes thoughtful solutions to overcome the challenges posed by these advanced techniques in the context of meat quality assessment within the food industry. Furthermore, we suggest a novel approach for meat processing which is integrating hyperspectral imaging with structured illumination reflectance imaging for easy detection of both surface and internal quality assessment in meat.

传统的评估(如目视检查和生化分析)是食品工业中肉类质量评估的主流方法。然而,这种方法耗时、费力、昂贵且主观。为了应对与传统评估相关的固有局限性,RGB(红绿蓝)相机、高光谱成像和结构照明反射成像在食品行业得到了广泛的关注。这些技术越来越多地应用于肉类质量和安全评估的各个方面,包括嫩度、化学成分、掺假和整体质量特征等参数。本综述的重点是在过去五年中发表的利用这些机器视觉技术来解决肉类加工行业挑战的科学文章。简要介绍了这些机器视觉技术,阐明了它们的原理和应用。此外,本文还指出了与这些技术相关的挑战和优势。为了提供全面的见解,本综述包括深思熟虑的解决方案,以克服这些先进技术在食品工业中肉类质量评估所带来的挑战。此外,我们提出了一种新的肉类加工方法,即将高光谱成像与结构照明反射成像相结合,以便于检测肉类的表面和内部质量评估。
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引用次数: 0
Artificial Intelligence in Food Manufacturing: A Review of Current Work and Future Opportunities 食品制造中的人工智能:当前工作和未来机遇综述
IF 7.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-03-04 DOI: 10.1007/s12393-024-09395-1
Mert Canatan, Nasser Alkhulaifi, Nicholas Watson, Ziynet Boz

The incorporation of Artificial Intelligence (AI) could deliver a new era in food manufacturing, marked by increased operational efficiencies, higher product quality, and better safety standards. This review offers an in-depth examination of the field's evolution, outlines the leading AI methodologies, and investigates their applications in food manufacturing. This review begins with an introduction to AI and its historical context before classifying the main AI methods used in food manufacturing as machine learning, computer vision, robotics, and natural language processing. Machine learning has emerged as an AI application in many areas of food manufacturing due to its ability to learn from data and make predictions. Computer vision is a popular form of AI and plays an important role in visual inspections, ensuring product consistency and detecting defects. Robotics, in conjunction with AI, has automated a wide range of labour-intensive tasks, from packaging to palletizing, resulting in significant improvements in operational efficiency. Natural language processing has found applications in customer service and compliance, allowing for more efficient interactions and regulatory compliance. AI applications in food manufacturing are numerous and diverse and key areas such as ingredient sorting, quality assessment, process optimization, and supply chain management are highlighted in this review. Finally, we present issues that the industry is encountering in the implementation of AI, as well as a research agenda based on the findings. In-depth analysis provided in this review including the field's evolution, main AI methods used, and their applications in food manufacturing, can provide valuable insights for researchers, practitioners, and decisionmakers in applications of AI in food manufacturing.

人工智能(AI)的结合可以为食品制造业带来一个新时代,其标志是提高运营效率、提高产品质量和提高安全标准。这篇综述对该领域的发展进行了深入的研究,概述了领先的人工智能方法,并调查了它们在食品制造中的应用。本文首先介绍了人工智能及其历史背景,然后将食品制造中使用的主要人工智能方法分类为机器学习、计算机视觉、机器人技术和自然语言处理。由于机器学习能够从数据中学习并做出预测,因此机器学习已经成为食品制造许多领域的人工智能应用。计算机视觉是人工智能的一种流行形式,在视觉检测、确保产品一致性和检测缺陷方面发挥着重要作用。机器人技术与人工智能相结合,已经实现了从包装到码垛等一系列劳动密集型任务的自动化,从而显著提高了运营效率。自然语言处理已经在客户服务和法规遵从中得到了应用,允许更有效的交互和法规遵从。人工智能在食品制造中的应用众多且多样,本文重点介绍了配料分类、质量评估、流程优化和供应链管理等关键领域。最后,我们提出了该行业在实施人工智能时遇到的问题,以及基于研究结果的研究议程。本文提供的深入分析包括该领域的发展,使用的主要人工智能方法及其在食品制造中的应用,可以为研究人员,从业者和决策者在人工智能在食品制造中的应用提供有价值的见解。
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Food Engineering Reviews
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