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Applications of Artificial Intelligence and Machine Learning in Food Quality Control and Safety Assessment 人工智能和机器学习在食品质量控制和安全评估中的应用
IF 5.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-12-22 DOI: 10.1007/s12393-023-09363-1
Krishna Bahadur Chhetri

To ensure food safety and uphold high standards, the food business must overcome significant obstacles. In recent years, promising answers to these issues have emerged in the form of artificial intelligence (AI) and machine learning (ML). This thorough review paper analyses the various uses of AI and ML in food quality management and safety evaluation, offering insightful information for academics, business people and legislators. The evaluation highlights the value of food quality assessment and control in consideration of growing consumer demand and regulatory scrutiny. The powerful capabilities of AI and ML are touted as having the potential to revolutionize these procedures. This study illustrates the numerous uses of AI and ML in food quality management through an in-depth exploration of these technologies. Defect detection and consistency evaluation are made possible using computer vision techniques, and intelligent data analysis and real-time monitoring are made possible by natural language processing. Deep learning techniques also provide reliable approaches for pattern recognition and anomaly detection, thus maintaining consistency in quality across manufacturing batches. This review emphasizes the efficiency of AI and ML in detecting dangerous microorganisms, allergies and chemical pollutants with regard to food safety evaluation. Consumer health risks are reduced because of the rapid identification of safety issues made possible by integrating data from diverse sources, including sensors and IoT devices. The assessment discusses issues and restrictions related to the application of AI and ML in the food business while appreciating the impressive progress that has been made. Continuous efforts are being made to improve model interpretability and reduce biases, which calls for careful evaluation of data quality, quantity and privacy issues. To assure compliance with food safety norms and regulations, the article also covers regulatory approval and validation of AI-generated outcomes. The revolutionary potential of AI and ML in raising food industry standards and preserving public health is highlighted on future perspectives that concentrate on new trends and potential innovations. This comprehensive review reveals that the integration of AI and ML technologies in food quality control and safety not only enhances efficiency, minimizes risks and ensures regulatory compliance but also heralds a new era of personalized nutrition, autonomous monitoring and global collaboration, signifying a transformative paradigm in the food industry.

要确保食品安全并坚持高标准,食品企业必须克服重大障碍。近年来,人工智能(AI)和机器学习(ML)的出现给这些问题带来了希望。这篇详尽的综述论文分析了人工智能和 ML 在食品质量管理和安全评估中的各种应用,为学术界、商界人士和立法者提供了具有洞察力的信息。考虑到日益增长的消费者需求和监管审查,评估强调了食品质量评估和控制的价值。人工智能和人工智能的强大功能被誉为有可能彻底改变这些程序。本研究通过对人工智能和 ML 技术的深入探讨,说明了这些技术在食品质量管理中的广泛应用。计算机视觉技术使缺陷检测和一致性评估成为可能,自然语言处理技术使智能数据分析和实时监控成为可能。深度学习技术还为模式识别和异常检测提供了可靠的方法,从而保持了各生产批次的质量一致性。本综述强调了人工智能和 ML 在食品安全评估方面检测危险微生物、过敏症和化学污染物的效率。通过整合传感器和物联网设备等不同来源的数据,可以快速识别安全问题,从而降低消费者的健康风险。评估报告讨论了与人工智能和 ML 在食品业务中的应用有关的问题和限制,同时对已经取得的令人印象深刻的进展表示赞赏。目前正在不断努力提高模型的可解释性并减少偏差,这就要求对数据质量、数量和隐私问题进行仔细评估。为确保符合食品安全规范和法规,文章还介绍了人工智能生成结果的监管审批和验证。人工智能和 ML 在提高食品行业标准和保护公众健康方面的革命性潜力在未来的展望中得到了强调,这些展望集中于新的趋势和潜在的创新。这篇综合评论揭示了人工智能和 ML 技术与食品质量控制和安全的结合不仅能提高效率、最大限度地降低风险并确保符合法规要求,而且还预示着一个个性化营养、自主监控和全球协作的新时代,标志着食品行业的变革范式。
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引用次数: 0
Needleless Electrospinning: Concepts and Applications in the Food Industry 无针电纺丝:食品工业中的概念和应用
IF 5.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-12-12 DOI: 10.1007/s12393-023-09362-2
Vijayakumar Raja, L. Mahalakshmi, M. Maria Leena, J. A. Moses, C. Anandharamakrishnan

Needleless electrospinning, an electrohydrodynamic process, is an emerging approach to producing nanofiber mats from an open liquid surface. Importantly, the approach offers 3–250 times higher production rates than needle-based electrospinning systems and has the potential to develop biocompatible and biodegradable nanofibers that have numerous applications in the food industry. The electrospinning potential of various biomaterials (from plant and animal sources) in needleless configurations is highlighted in this review. Also, the factors influencing the production rate and quality of needleless electrospun nanofibers are emphasized. Further, the reported uses of needleless electrospun nanofiber mats in food applications like packaging, filtration, bioactive encapsulation, enzyme immobilization, and food quality sensing are presented. Finally, challenges and areas to be explored further are summarized, considering prospects. Electrospun nanofibers are valued for their characteristics and unique capabilities. However, often, scale-up production is challenging, limiting its usage in multiple commercial applications. Overcoming this concern, needleless electrospinning is a viable approach for scaling up the production of nanofibers. Offering properties on par with conventional electrospinning, the needleless approach is finding expanding avenues in different sectors.

无针电纺是一种电流体动力工艺,是一种从开放液体表面生产纳米纤维毡的新兴方法。重要的是,这种方法的生产率是针式电纺系统的 3-250 倍,具有开发生物相容性和生物可降解纳米纤维的潜力,可在食品工业中广泛应用。本综述重点介绍了无针配置中各种生物材料(来自植物和动物)的电纺丝潜力。此外,还强调了影响无针电纺纳米纤维生产率和质量的因素。此外,还介绍了无针电纺纳米纤维毡在食品包装、过滤、生物活性封装、酶固定化和食品质量检测等方面的应用。最后,考虑到前景,总结了面临的挑战和有待进一步探索的领域。电纺纳米纤维因其特性和独特功能而备受推崇。然而,扩大生产规模往往具有挑战性,从而限制了其在多种商业应用中的使用。为了克服这一问题,无针电纺是一种扩大纳米纤维生产规模的可行方法。无针电纺具有与传统电纺相同的特性,在不同领域的应用正在不断扩大。
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引用次数: 0
Specific Heat Smoothing Methods for Numerical Heat Transfer Analysis Involving Phase Change in a Model Food System 用于模型食品系统中涉及相变的数值传热分析的比热平滑方法
IF 5.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-11-08 DOI: 10.1007/s12393-023-09359-x
Shengyue Shan, Dennis R. Heldman, Osvaldo H. Campanella

For high-moisture foods, the water latent heat of fusion during a phase change process causes a significant discontinuity in the temperature-dependent apparent specific heat of food products, which leads to complications during the numerical solution of heat transfer problems. The discontinuity in the apparent specific heat as a function of temperature can be alleviated by smoothing. Previously, a piecewise approximation smoothing method was developed and extensively used. In this study, different approaches which are based on curve fitting, the use of a sigmoid function, and data interpolation were developed. The performance of these methods in numerical simulations of food freezing and thawing processes was evaluated. The heat transfer model was implemented with the MATLAB PDE Toolbox. Simulated temperature profiles of representative freezing/thawing processes showed a reasonable agreement with experimental values collected from the literature. The optimal smoothing method showed comparatively less numerical oscillation, higher accuracy, faster computation speed, and simplicity in implementation. Recommendations were provided for the utilization of the smoothing methods under different circumstances.

对于高水分食品,相变过程中水的熔融潜热会导致食品的表观比热随温度变化出现明显的不连续性,从而导致传热问题的数值求解变得复杂。表观比热随温度变化的不连续性可以通过平滑来缓解。在此之前,人们已经开发并广泛使用了片断近似平滑法。本研究开发了基于曲线拟合、使用 sigmoid 函数和数据插值的不同方法。对这些方法在食品冷冻和解冻过程数值模拟中的性能进行了评估。传热模型由 MATLAB PDE 工具箱实现。具有代表性的冷冻/解冻过程的模拟温度曲线与从文献中收集的实验值显示出合理的一致性。最佳平滑法的数值振荡相对较小、精度较高、计算速度较快、实施简单。为在不同情况下使用平滑方法提供了建议。
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引用次数: 0
Recent Advances on the Generation, Stabilization, and Potential Applications of Double Emulsions Based on the Microfluidic Strategy 基于微流体策略的双乳液生成、稳定和潜在应用的最新进展
IF 5.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-11-06 DOI: 10.1007/s12393-023-09361-3
Xiangying Wei, Xiaolin Yao, Juan Yue, Guoliang Li, Ning Liu, Dan Li, Dan Yang, Yapeng Fang, Katsuyoshi Nishinari, Mouming Zhao

Double emulsions (DEs) have attracted wide attention because of its excellent encapsulation of hydrophilic and hydrophobic bioactives simultaneously. Nevertheless, the uncontrollable formation and poor stability of DEs limit their further application. Microfluidic technology is a novel strategy to produce DEs with exceptional monodispersity, excellent uniformity, configurable sizes, and adjustable internal droplet numbers. This review mainly summarized the advances of generation and stabilization of DEs based on the microfluidic strategy. We comprehensively focused on the fabrication of DEs under four different types of microfluidic chips and two common curing methods (in situ ultraviolet polymerization and in situ gelation) for DE stabilization, as well as the potential applications in bioactive loading. Also, the problem of efficient generation of microfluidic-produced droplets was raised, and the corresponding solutions were proposed. It could provide theoretical guidance on the development of DE formation and application based on the microfluidic strategy in the food industry.

Graphical Abstract

双乳液(DEs)因其能同时出色地包裹亲水性和疏水性生物活性物质而受到广泛关注。然而,双乳液形成的不可控性和稳定性较差限制了其进一步的应用。微流体技术是一种新的策略,可以生产出具有优异的单分散性、极佳的均匀性、可配置的尺寸和可调节的内部液滴数的 DEs。本综述主要总结了基于微流体策略的 DEs 生成和稳定的进展。我们全面关注了四种不同类型微流控芯片下 DE 的制备、两种常用的 DE 稳定固化方法(原位紫外聚合和原位凝胶化)以及在生物活性负载中的潜在应用。此外,还提出了微流控生产液滴的高效生成问题,并提出了相应的解决方案。该研究为食品工业中基于微流控策略的 DE 形成与应用的发展提供了理论指导。
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引用次数: 0
Secondary Shelf Life of Foods: State of the Art and Future Perspective 食品的二次保质期:现状与未来展望
IF 6.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-11-03 DOI: 10.1007/s12393-023-09360-4
Matteo Alessandro Del Nobile, Amalia Conte

This review aims to approach the secondary shelf life (SSL) issue by providing an overview of the studies currently available on the subject and suggesting a theoretical framework to model the dependence of the SSL on the residual shelf life (RSL), a new concept introduced in this study. As it will be discussed later, to date, there are no systemic approaches and no guidelines to predict the dependence of the SSL on the RSL, even though the SSL is closely related to RSL. The few articles on the topic available in the literature are limited to assess the SSL of food, and its dependence on packaging systems or storage conditions after the package opening. The new approach based on the RSL can give a valid tool to industrial and scientific operators in the food sector for a more appropriate prediction of SSL. The enhanced awareness about a correct SSL prediction might lead to lower food waste generation.

本综述旨在通过概述当前关于该主题的研究,并提出一个理论框架来模拟SSL对剩余货架期(RSL)的依赖,从而探讨二次货架期(SSL)问题。正如稍后将讨论的那样,到目前为止,还没有系统的方法和指导方针来预测SSL对RSL的依赖性,尽管SSL与RSL密切相关。文献中关于该主题的少数文章仅限于评估食品的SSL,以及其对包装系统或包装打开后储存条件的依赖。基于RSL的新方法可以为食品部门的工业和科学操作员提供有效的工具,以更适当地预测SSL。提高对正确SSL预测的认识可能会减少食物浪费。
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引用次数: 0
Application of Response Surface Methodology to Supercritical CO2 Extraction: Case Study on Coextraction of Carotenoids and Oil from Rosehip Shells and Seeds 响应面法在超临界CO2萃取中的应用——以玫瑰果壳和种子中类胡萝卜素和油的共萃取为例
IF 6.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-10-28 DOI: 10.1007/s12393-023-09357-z
Edgar Uquiche, Julián Arias, José Manuel del Valle

Response surface methodology (RSM) is an experimental strategy widely used as a research tool in investigation. We reviewed 89 papers that used RSM to study the extraction of oils or minor lipids, using supercritical (SC) CO2, and observed that most of these studies have not contributed to an understanding of the extraction phenomenon, by neglecting prior knowledge on mass transfer or equilibrium relationships. We used the extraction of carotenoids from rosehip shells and oil from the seeds, as a case study to illustrate an improved strategy to apply RSM to oil-aided SC-CO2 extraction of high-molecular-weight nonpolar solutes, such as carotenoids. We selected the temperature and density to characterize the effect of solvent conditions, the specific CO2 consumption to characterize the interaction of solvent time and solvent power, and the percentage of seeds in the composite substrate to characterize the cosolvent effect of the oil. A rotatable central composite design was applied sequentially in three blocks, where the third block allowed incorporating quadratic coefficients to adequately describe the non-linear behavior of the responses.

响应面法是一种广泛应用于调查研究的实验策略。我们回顾了89篇使用RSM研究超临界(SC) CO2萃取油或小脂质的论文,发现这些研究大多忽略了传质或平衡关系方面的先验知识,对萃取现象的理解没有贡献。我们以从玫瑰果壳中提取类胡萝卜素和从种子中提取油为例,说明了将RSM应用于油辅助SC-CO2萃取高分子量非极性溶质(如类胡萝卜素)的改进策略。我们选择温度和密度来表征溶剂条件的影响,选择二氧化碳比消耗量来表征溶剂时间和溶剂功率的相互作用,选择复合基质中种子的百分比来表征油的共溶剂效应。在三个区块中依次应用了可旋转的中心复合设计,其中第三个区块允许结合二次系数来充分描述响应的非线性行为。
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引用次数: 0
Recent Trends in Edible Packaging for Food Applications — Perspective for the Future 食品应用中可食用包装的最新趋势-展望未来
IF 6.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-10-17 DOI: 10.1007/s12393-023-09358-y
Nishant Kumar,  Pratibha, Jaishankar Prasad, Ajay Yadav, Ashutosh Upadhyay,  Neeraj, Shruti Shukla, Anka Trajkovska Petkoska,  Heena, Shweta Suri, Małgorzata Gniewosz, Marek Kieliszek

Edible packaging plays an important role in protecting food products from physical, mechanical, chemical, and microbiological damages by creating a barrier against oxidation, water, and controlling enzymatic activation. The employment of active agents such as plant extracts, essential oils, cross-linkers, and nanomaterials in edible packaging promises to improve mechanical, physical, barrier, and other properties of edible materials as well as food products. In the current review, we have compiled information on the recent advances and trends in developing composite (binary and ternary) edible packaging for food application. Several types of active agents such as essential oils, plant extracts, cross-linking agents, and nanomaterials as well as their functions in edible packaging (active composite) have been discussed. The present study provides the collective information about the high- (high-pressure homogenizer, ultrasonication, and microfludizer) and low-energy (phase inversion temperature and composition and spontaneous emulsification) methods for developing nanoformulations. In addition, concepts of comprehensive studies required for developing edible coatings and films for food packaging applications, as well as overcoming challenges like consumer acceptance, regulatory requirements, and non-toxic scaling up to the commercial applications, have also been discussed.

可食用包装在保护食品免受物理、机械、化学和微生物损害方面起着重要的作用,它可以防止氧化、水和控制酶的激活。在可食用包装中使用植物提取物、精油、交联剂和纳米材料等活性剂,有望改善可食用材料和食品的机械、物理、屏障等性能。本文综述了复合材料(二元和三元)食品食用包装的最新进展和发展趋势。本文讨论了精油、植物提取物、交联剂、纳米材料等几种活性剂及其在可食用包装中的作用。本研究提供了关于高(高压均质器、超声和微流化器)和低能(相变温度、组成和自发乳化)方法开发纳米配方的综合信息。此外,还讨论了开发用于食品包装应用的可食用涂层和薄膜所需的综合研究概念,以及克服消费者接受,监管要求和无毒扩展到商业应用等挑战。
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引用次数: 0
Recent Advances for Rapid Freezing and Thawing Methods of Foods 食品快速冷冻和解冻方法的最新进展
IF 6.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-09-07 DOI: 10.1007/s12393-023-09356-0
Özgün Köprüalan Aydın, Hira Yüksel Sarıoğlu, Safiye Nur Dirim, Figen Kaymak-Ertekin

Freezing is one of the most effective and widely used preservation methods in the food industry. Freezing process means that the temperature of foods is reduced until the microbial growth and enzymatic activity are not possible; thus, the long-term preservation of foods is achieved. Since the rate of freezing is known to affect the distribution and size of ice crystals, the freezing rate is very important in the freezing process. In addition to the freezing process, it is known that the thawing process is also very important for the food quality. Similar to freezing, the rapid thawing method is preferred due to reduced weight loss, better texture, and prevention of microbial growth. For rapid freezing and thawing of food materials, various new technologies such as ultrasound, high pressure, and electric field are proposed instead of the traditional technologies currently used. These technologies provide to control ice crystal size, accelerate heat and mass transfer rates, and reduce tissue damage and weight loss. This review examines the effects of new technologies such as ultrasound, high-pressure, microwave, radiofrequency, magnetic field, and electric field on rapid freezing and thawing of foods while taking into account all the benefits and drawbacks. Additionally, this review is aimed to give guidance regarding the future research to enhance and, if required, combine current and developing technologies (high-pressure, ultrasound, microwave, radiofrequency, magnetic field, and electric field) to preserve foods with properties as near to fresh sample state as possible after freezing and thawing.

冷冻是食品工业中最有效、应用最广泛的保存方法之一。冷冻过程是指将食品的温度降低到微生物无法生长和酶的活性为止;因此,实现了食品的长期保存。由于已知冻结速率会影响冰晶的分布和大小,因此冻结速率在冻结过程中非常重要。众所周知,除冷冻过程外,解冻过程对食品质量也非常重要。与冷冻类似,快速解冻方法是首选,因为减少了重量损失,更好的质地,并防止微生物生长。为了实现食品原料的快速冷冻和解冻,人们提出了超声波、高压、电场等各种新技术来代替目前使用的传统技术。这些技术提供了控制冰晶尺寸,加速热量和质量传递速率,减少组织损伤和体重减轻。本文综述了超声、高压、微波、射频、磁场和电场等新技术对食品快速冷冻和解冻的影响,并分析了它们的优缺点。此外,本综述旨在为未来的研究提供指导,以加强并在必要时结合现有和正在开发的技术(高压,超声波,微波,射频,磁场和电场),以保存食品在冷冻和解冻后尽可能接近新鲜样品状态的特性。
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引用次数: 1
An Overview of the Application of Blue Light-Emitting Diodes as a Non-Thermic Green Technology for Microbial Inactivation in the Food Sector 蓝光二极管作为一种非热绿色微生物灭活技术在食品行业的应用综述
IF 5.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-08-19 DOI: 10.1007/s12393-023-09355-1
Alessia Lena, Marilena Marino, Marisa Manzano, Clara Comuzzi, Michela Maifreni

Blue light is an emerging technology used for the decontamination of food contact surfaces and products. It is based on the activation of photosensitizers by light, determining the release of reactive oxygen species (ROS). ROS causes damage to bacterial cells leading to cell death. Several types of microbes may be treated, such as bacteria, yeasts, moulds and viruses, in planktonic or biofilm form. Blue light technology is affected by several factors: light parameters (i.e., irradiance, dose, wavelength), microbial parameters (i.e., pH, temperature, initial inoculum, grade of biofilm maturation) and surface parameters (i.e., material, roughness, and optical properties). In addition, it may be used alone or coupled with other technologies. The use of blue light shows several advantages, such as safety for food operators, and a lower release of chemicals in the environment. Moreover, it seems unlikely for bacteria to develop resistance to the blue light application.

蓝光是一种用于净化食品接触表面和产品的新兴技术。它的原理是通过光激活光敏剂,决定活性氧(ROS)的释放。ROS 会破坏细菌细胞,导致细胞死亡。可处理多种类型的微生物,如细菌、酵母菌、霉菌和病毒等浮游生物或生物膜形态的微生物。蓝光技术受多种因素影响:光参数(即辐照度、剂量、波长)、微生物参数(即 pH 值、温度、初始接种量、生物膜成熟度)和表面参数(即材料、粗糙度和光学特性)。此外,它还可单独使用或与其他技术结合使用。使用蓝光有几个优点,如对食品操作人员安全,在环境中释放的化学物质较少。此外,细菌似乎不太可能对蓝光产生抗药性。
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引用次数: 0
Food Quality 4.0: Sustainable Food Manufacturing for the Twenty-First Century 食品质量4.0:21世纪的可持续食品制造
IF 6.6 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2023-08-19 DOI: 10.1007/s12393-023-09354-2
Ilija Djekić, Branko Velebit, Branimir Pavlić, Predrag Putnik, Daniela Šojić Merkulov, Anica Bebek Markovinović, Danijela Bursać Kovačević

The demand for high quality foods has steadily increased as response to market pressures and to other factors. The concept of food quality (FQ) gradually evolved to address changes in consumer perceptions and due to available technological advances. Evolution followed from FQ 1.0 (defective foods removal) over FQ 2.0 (prevention-based quality assurance), FQ 3.0 (total quality management; TQM), and finally the upcoming concept of FQ 4.0 that is focused on advanced technologies (Internet of Things, Big Data, artificial intelligence, etc.) for improving traceability, food safety, and quality assurance. This evolution from FQ 1.0 up to 4.0 followed perfection of conventional/advanced methods and the expansion of their scope to include the reductions of waste/pollution. This manuscript provides background and brief overview for current and traditional concepts of FQ with consumers in focus while mentioning techniques that are traditionally used for FQ assessments. Also, it describes migration toward FQ 4.0 and how it compares with traditional FQ, while considering products, processes, systems, and sustainable (nano)technologies for improvements of manufacturing and waste reductions. Such information is useful for practical guides for stakeholders in food chain (e.g., food managers, technologists, and consultants). Findings implied importance for developing the area within the “FQ 4.0 triangle,” whose three edges are “food science,” “quality assurance,” and “industry 4.0 (that has the tools/technologies to support this industrial concept).” This area has numerous opportunities for various applications in food sector and for gathering knowledge, currently needed in the food industry. Including data on the suitability of advanced technologies for food manufacturing (e.g., 3D printing), their association with quality/safety, reduction of waste/contaminants, all in order to reach sustainable food production.

由于市场压力和其他因素,对高质量食品的需求稳步增长。食品质量(FQ)的概念逐渐演变,以解决消费者观念的变化,并由于现有的技术进步。从FQ 1.0(缺陷食品去除)到FQ 2.0(基于预防的质量保证)、FQ 3.0(全面质量管理;TQM),最后是即将到来的FQ 4.0概念,它专注于先进技术(物联网、大数据、人工智能等),以提高可追溯性、食品安全和质量保证。从FQ 1.0到4.0的演变是传统/先进方法的完善和范围的扩大,包括减少废物/污染。这份手稿提供了背景和简要概述,当前和传统的FQ概念,重点是消费者,同时提到了传统上用于FQ评估的技术。此外,它还描述了向FQ 4.0的迁移,以及它与传统FQ的比较,同时考虑了产品、流程、系统和可持续(纳米)技术,以改进制造和减少浪费。这些信息对于食物链中的利益相关者(如食品管理人员、技术人员和顾问)的实用指南是有用的。研究结果表明,在“FQ 4.0三角”内发展该地区的重要性,该三角的三条边是“食品科学”、“质量保证”和“工业4.0(拥有支持这一工业概念的工具/技术)”。这一领域有许多机会在食品部门的各种应用和收集知识,目前需要在食品工业。包括食品制造先进技术(如3D打印)的适用性数据,它们与质量/安全的关系,减少浪费/污染物,所有这些都是为了实现可持续的食品生产。
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引用次数: 0
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