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Centers for optimizing water management in agroecosystems & global food security 优化农业生态系统水资源管理与全球粮食安全中心
Pub Date : 2024-06-06 DOI: 10.3389/fsufs.2024.1398454
G. Ondrašek, Z. Rengel
Global food security (GFS) is challenged by increasing food demand due to population growth and climate change. International trade and globalization have underpinned GFS until the most recent public health, geopolitical and economic crises, when virtually overnight, the focus of governments has shifted towards domestically and locally produced foods. However, the agri-food sector has limited flexibility, and relatively long periods are needed for fundamental/sustainable changes. One of the crucial factors enabling GFS is the efficient water management, but the required knowledge and capabilities are often lacking regionally/locally. We propose the Centers for Optimizing Water Management in Agroecosystems as a long-term solution. The Centers would be the specialized hubs for promotion of research, innovation and technology transfer, raising the knowledge of stakeholders (farmers, extension and government officials, scholars, students, policymakers and other professionals) and their capacities in water management. These Centers would operate as research/education/technology demonstration entities tailored to the specifics of a particular country/region, aiming to address the most important and pertinent goals and outcomes with a high-spatial-resolution outreach. Finally, the Centers will improve farmers’ livelihoods, contribute to sustainable and efficient use of agro-environmental resources, and increase productivity and food quality, ultimately supporting GFS.
由于人口增长和气候变化,粮食需求不断增加,全球粮食安全(GFS)面临挑战。在最近的公共卫生、地缘政治和经济危机之前,国际贸易和全球化一直是全球粮食安全的基础。然而,农业食品部门的灵活性有限,需要较长的时间才能实现根本性/可持续的变革。高效的水资源管理是实现全球粮食供应链的关键因素之一,但区域/地方往往缺乏所需的知识和能力。我们建议将农业生态系统水资源优化管理中心作为长期解决方案。这些中心将成为促进研究、创新和技术转让的专业中心,提高利益相关者(农民、推广人员和政府官员、学者、学生、决策者和其他专业人员)的知识水平和水资源管理能力。这些中心将作为研究/教育/技术示范实体,根据特定国家/地区的具体情况开展工作,旨在通过高空间分辨率的外联活动,实现最重要和最相关的目标和成果。最后,这些中心将改善农民的生计,促进农业环境资源的可持续和有效利用,提高生 产力和粮食质量,最终为全球粮食安全提供支持。
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引用次数: 0
Economic sustainability of local food producers: a mixed methods study 地方食品生产者的经济可持续性:一项混合方法研究
Pub Date : 2024-06-06 DOI: 10.3389/fsufs.2024.1342373
Berit Irene Helgheim, Natasha van der Linden, Sergei Teryokhin
This study investigates local food producers’ economic sustainability by examining the impact of six variables: external and internal barriers, the number of economic operators, the imbalance of power, the number of distribution options, and waste.The investigation uses mixed methods of questionnaires and interviews. The data was collected using a self-completed questionnaire, which was answered by 57 local food producers across Norway, and four semi-structured interviews with professionals in the food industry. The quantitative data was analyzed with the use of partial least squares structural equation modeling (PLS-SEM), and the qualitative data was analyzed using a thematic analysis.The study has statistically confirmed three out of eight hypotheses. The three hypotheses show that when the number of economic operators in the supply chain increases and also imbalances in the sales channels increase. Additionally, the imbalance of power in the sales channels has a negative effect on economic sustainability, and external barriers have a negative effect on the imbalance of power in the sales channels. The interviews supported seven of the hypotheses, although four of them were not supported.The empirical evidence presented in this study indicates that the lack of balance within the supply chain exerts a substantial influence on the economic sustainability of local food producers. By adopting a comprehensive approach, this research demonstrates that a more holistic perspective leads to enhanced economic sustainability. Additionally, it elucidates the diverse ways in which various factors impact the economic sustainability of local food produce.
本研究通过考察外部和内部障碍、经济经营者数量、权力不平衡、分销选择数量和浪费等六个变量的影响,对地方食品生产者的经济可持续性进行调查。数据收集采用自填问卷和四次半结构式访谈两种方式,前者由挪威各地的57家本地食品生产商回答,后者则由食品行业的专业人士回答。定量数据采用偏最小二乘法结构方程模型(PLS-SEM)进行分析,定性数据采用主题分析法进行分析。这三个假设表明,当供应链中的经济经营者数量增加时,销售渠道的不平衡也会增加。此外,销售渠道权力失衡对经济可持续性有负面影响,外部障碍对销售渠道权力失衡有负面影响。本研究提供的实证证据表明,供应链中缺乏平衡对本地食品生产商的经济可持续性产生了重大影响。通过采用综合方法,本研究表明,更全面的视角可提高经济可持续性。此外,本研究还阐明了各种因素影响本地食品生产的经济可持续性的不同方式。
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引用次数: 0
Food production and biodiversity are not incompatible in temperate heterogeneous agricultural landscapes 在温带异质农业景观中,粮食生产和生物多样性并非互不相容
Pub Date : 2024-06-06 DOI: 10.3389/fsufs.2024.1377369
S. Zingg, Jan Grenz, Jean-Yves Humbert
We need landscape-scale approaches to design and manage agro-ecosystems that can sustain both agricultural production and biodiversity conservation. In this study, yield figures provided by 299 farmers served to quantify the energy-equivalents of food production across different crops in 49 1-km2 landscapes. Our results show that the relationship between bird diversity and food energy production depends on the proportion of farmland within the landscape, with a negative correlation observed in agriculture dominated landscapes (≥ 64–74% farmland). In contrast, neither typical farmland birds nor butterflies showed any significant relationship with total food energy production. We conclude that in European temperate regions consisting of small-scale, mixed farming systems (arable and livestock production), productivity and biodiversity conservation may not be purely antagonistic, particularly when (semi-)natural habitats make up a large fraction of the landscape (≥ 20%).
我们需要景观尺度的方法来设计和管理农业生态系统,使其既能维持农业生产,又能保护生物多样性。在这项研究中,299 位农民提供的产量数据用于量化 49 个 1 平方公里景观中不同作物的粮食生产能量当量。我们的研究结果表明,鸟类多样性与食物能量生产之间的关系取决于景观中农田的比例,在以农业为主的景观(≥ 64-74% 农田)中观察到负相关。相比之下,典型的农田鸟类和蝴蝶与食物能量总产量都没有明显的关系。我们的结论是,在欧洲温带地区,由小规模混合耕作系统(耕地和畜牧生产)组成,生产力和生物多样性保护可能并非完全对立,特别是当(半)自然栖息地占景观的很大一部分(≥ 20%)时。
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引用次数: 0
Grass-livestock interaction: a critical review of current research progress 草畜互动:当前研究进展的重要回顾
Pub Date : 2024-06-06 DOI: 10.3389/fsufs.2024.1378058
Xiaoyu Zhu, Dongfei Tan, Yutong Li, Changliang Shao, R. Yan, Wenneng Zhou, Xiaoping Xin
Grass-livestock interaction is of great value in maintaining ecological balance, regional economic development, and the sustainability of grassland husbandry, which has gained attention in recent years in both academia and practice, however, study on grass-livestock interaction possesses cognitive bias and gaps.This study clarified the latest research progress and development trend in the grass-livestock interaction field by illuminating publication trend, cooperative network, keyword co-occurrence relationship, keyword clustering during 2000 to 2022 based on the Web of Science core database.The results indicated that the annual number of publications in the grass-livestock interaction field showed a globally increasing with interdisciplinary and international collaboration, and the United States of America ranked firstly, followed by Brazil, England, Australia, China. Agricultural Research Service, the U.S. Department of Agricultures was the organization with the highest number of publications, and Rangeland Ecology & Management, Agriculture, Ecosystems & Environment, Grass and Forage Science were the top three journals. Furthermore, in terms of the temporal evolution, the research targeting the grass-livestock interaction mainly went through three stages: initial exploration period (2000–2011), to the period of rapid development (2012–2016) to transitional development period (2017–2022), and the notable existing keywords was Management, Livestock, Cattle, Vegetation, Growth, Soil. In terms of the structural composition, four broad divisions including mechanism of human activities, grassland resource monitoring and management, grassland livestock competition/adaptability, grassland land/soil research were identified. The results provide positive and objective insights into that grassland sustainability and grazing control through strengthening cross-disciplinary and cross-regional cooperation, and applying of standard methods based on evaluation system in the grass-livestock interaction field.The overall contribution of the work is provision of novel insight into the intellectual structure and temporal progression of grass-livestock interaction research at a macroscopic scale and the directions in which the field is headed currently.
草畜互动在维护生态平衡、区域经济发展、草原畜牧业可持续发展等方面具有重要价值,近年来在学术界和实践中都得到了重视,但对草畜互动的研究存在认知偏差和空白。本研究基于Web of Science核心数据库,通过对2000-2022年间草畜互动领域的论文发表趋势、合作网络、关键词共现关系、关键词聚类等方面的研究,阐明了草畜互动领域的最新研究进展和发展趋势。结果表明,草畜互动领域的年论文发表量随着学科交叉和国际合作呈现出全球性增长的趋势,美国排名第一,巴西、英国、澳大利亚、中国紧随其后。美国农业部农业研究局是发表论文数量最多的机构,《牧场生态学与管理》、《农业、生态系统与环境》、《草业与饲草科学》是排名前三的期刊。此外,从时间演进来看,针对草畜相互作用的研究主要经历了三个阶段:初步探索期(2000-2011年)、快速发展期(2012-2016年)到过渡发展期(2017-2022年),现有显著关键词为管理、家畜、牛、植被、生长、土壤。在结构组成上,确定了人类活动机制、草原资源监测与管理、草原家畜竞争/适应性、草原土地/土壤研究等四大分部。该成果通过加强跨学科、跨地区合作,在草畜相互作用领域应用基于评价体系的标准方法,为草原可持续性和放牧控制提供了积极、客观的见解。
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引用次数: 0
Study on consumers' motivation to buy green food based on meta-analysis 基于元分析的消费者购买绿色食品动机研究
Pub Date : 2024-06-05 DOI: 10.3389/fsufs.2024.1405787
Ling Cheng, Haiyang Cui, Zhiyong Zhang, Mingwei Yang, Yingling Zhou
There exists a noticeable gap between consumers' willingness to purchase green food and their actual purchase behavior. However, the awareness of green development is a crucial factor influencing this purchase behavior and acts as an internal driving force promoting green consumption. Consumers' green development awareness is shaped by various psychological motivations, including environmental concern, health consciousness, knowledge, norms, and price considerations. The existing literature often focuses on specific regions or groups, lacking comprehensive cross-regional and multivariate evaluations, and frequently overlooks the potential impact of moderating variables such as economic development level, product type, and behavior type.To clarify the overall effect of each motivational factor on green food purchase behavior, this study conducted a meta-analysis. We selected eight causal variables and three moderating variables that significantly influence consumers' green food purchase behavior. The analysis included 132 independent effect values from 45 research papers.The meta-analysis revealed that: Consumers' green food purchase behavior is significantly positively correlated with eight motivational factors: environmental awareness, health awareness, green attitude, green knowledge, subjective norms, price awareness, perceived behavior control, and perceived usefulness. Economic development level, product type, and behavior type significantly affect consumers' green food purchase behavior. The impact of motivational factors on actual purchase behavior is weaker than on purchase intention, suggesting that interventions should focus on converting purchase intentions into actual purchase behavior. The findings indicate that environmental responsibility, government policies, and marketing strategies can influence consumers' psychological motives, guiding them toward more responsible consumption choices.Enhancing consumers' environmental and health awareness is essential, and policy support and marketing strategies can effectively promote green food consumption. These insights underscore the importance of targeted interventions to bridge the gap between green purchase intention and behavior.
消费者购买绿色食品的意愿与实际购买行为之间存在明显差距。然而,绿色发展意识是影响这种购买行为的关键因素,是促进绿色消费的内在驱动力。消费者的绿色发展意识是由各种心理动机形成的,包括对环境的关注、健康意识、知识、规范和价格因素。现有文献往往聚焦于特定地区或群体,缺乏跨地区、多变量的综合评价,也经常忽略经济发展水平、产品类型、行为类型等调节变量的潜在影响。为了明确各动机因素对绿色食品购买行为的整体影响,本研究进行了荟萃分析。我们选取了显著影响消费者绿色食品购买行为的 8 个因果变量和 3 个调节变量。分析包括 45 篇研究论文中的 132 个独立效应值:消费者的绿色食品购买行为与八个动机因素显著正相关:环保意识、健康意识、绿色态度、绿色知识、主观规范、价格意识、感知行为控制和感知有用性。经济发展水平、产品类型和行为类型对消费者的绿色食品购买行为有显著影响。动机因素对实际购买行为的影响弱于对购买意向的影响,这表明干预措施应侧重于将购买意向转化为实际购买行为。研究结果表明,环境责任、政府政策和营销策略可以影响消费者的心理动机,引导他们做出更负责任的消费选择。这些观点强调了有针对性的干预措施对于弥合绿色购买意向与行为之间差距的重要性。
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引用次数: 0
Does trade credit facilitate high-quality development in agricultural enterprises? – Insights from Chinese enterprises 贸易信贷能否促进农业企业的高质量发展?- 来自中国企业的启示
Pub Date : 2024-06-05 DOI: 10.3389/fsufs.2024.1396739
Jingru Wang, Tinghua Liu, Qi Liu, Xiao Liu
Agriculture is crucial for the economy and individuals, and there is a pressing need to improve its quality, efficiency, and competitiveness in emerging countries. This study uses data from Chinese-listed companies to investigate the effect of trade credit on agricultural firms’ total factor productivity. The results demonstrate that trade credit access and provision can increase agribusinesses’ total factor productivity. Heterogeneity analysis reveals that access to business credit has a higher contribution to total factor productivity for agribusinesses in the primary sector, for firms in the versus maturity stage, and with low or medium supplier concentration. The provision of trade credit has a more pronounced positive impact on agribusinesses in the maturing stage and enterprises with low or medium customer concentration. This paper further validates the channels of action through which trade credit affects a firm’s high-quality development. This research makes a valuable contribution to enhancing the quality and productivity of China’s agricultural sector.
农业对经济和个人都至关重要,新兴国家迫切需要提高农业的质量、效率和竞争力。本研究利用中国上市公司的数据,研究贸易信贷对农业企业全要素生产率的影响。研究结果表明,贸易信贷的获得和提供可以提高农业企业的全要素生产率。异质性分析表明,对于第一产业的农业企业、处于相对成熟阶段的企业以及供应商集中度较低或中等的企业来说,获得商业信贷对全要素生产率的贡献更大。贸易信贷的提供对处于成熟阶段的农业企业和客户集中度较低或中等的企业具有更明显的积极影响。本文进一步验证了贸易信贷影响企业高质量发展的作用渠道。这项研究为提高中国农业部门的质量和生产力做出了宝贵贡献。
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引用次数: 0
Food sovereignty, food security, and international trade: evidence from Chile 粮食主权、粮食安全和国际贸易:智利的证据
Pub Date : 2024-06-05 DOI: 10.3389/fsufs.2024.1388498
Andres Silva, Arturo Barrera, Luis Ribera, Martin del Valle
There is an ongoing debate regarding the role of international trade on food security and food sovereignty. While food security is a concept with a recognized definition and methodologies to assess it, food sovereignty has multiple definitions, and it is not clear how to measure it. Our purpose is to analyze the evolution of cherry and avocado domestic purchases as an illustrative example of the role of international trade on food security and food sovereignty.Using a descriptive analysis, we analyse export data at country level and household data representative of urban centers.We found that cherry and avocado exports have increased over the last decades. We found that domestic cherry and avocado purchases have been stable, while the overall fruit and vegetable purchases have been decreasing. Besides, the cherry seasons are showing some signs of expansion. In terms of disparities, households from quintiles 1 and 2, the two lowest income quintiles, increased cherry purchases. Moreover, households from quintiles 4 and 5, the two highest income quintiles, decreased cherry purchases.International trade can also help to increase domestic purchases and decrease purchases disparities, which can be linked to food access and food security. However, the increased of off-season imports of avocado can be linked to a decreased food sovereignty. We expect to contribute to illustrate how international trade, food security and food sovereignty are linked, while the concept of food sovereignty keeps developing.
关于国际贸易对粮食安全和粮食主权的作用,人们一直在争论不休。粮食安全是一个概念,有公认的定义和评估方法,而粮食主权则有多种定义,目前尚不清楚如何衡量。我们的目的是分析樱桃和牛油果国内采购的演变,以此说明国际贸易对粮食安全和粮食主权的作用。我们采用描述性分析方法,分析了国家层面的出口数据和城市中心的代表性家庭数据。我们发现,樱桃和牛油果的国内购买量一直保持稳定,而水果和蔬菜的总体购买量却在下降。此外,樱桃季节有扩大的迹象。从差异来看,五等分层 1 和 2(收入最低的两个五等分层)的家庭增加了樱桃购买量。国际贸易也有助于增加国内购买量,缩小购买差距,这可能与食品获取和食品安全有关。然而,牛油果淡季进口的增加可能与粮食主权的下降有关。在粮食主权的概念不断发展的同时,我们希望能有助于说明国际贸易、粮食安全和粮食主权是如何联系在一起的。
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引用次数: 0
Assessing efficiency in sustainable allocation of agricultural scientific and technological talent: a spatial-temporal analysis in China 评估农业科技人才可持续配置的效率:中国的时空分析
Pub Date : 2024-06-05 DOI: 10.3389/fsufs.2024.1384734
Ji Yuan, Yue Huili, Zhang Zhao, Jiao Xu, Nawab Khan, Jiliang Ma, Huijie Zhang
Efficient allocation of agricultural scientific and technological talents (ASTTs) is crucial for agricultural innovation and economic development. This study aims to systematically evaluate ASTTs’ allocation efficiency in provincial agricultural research institutions in China, aiding decision-making for local governments and research bodies. Utilizing data from 2009 to 2019 across 31 provinces, an output-oriented data envelopment analysis model measures ASTTs’ allocation efficiency and analyzes its trends, regional differences, and spatial characteristics. Results show: (1) Provincial ASTTs’ mean comprehensive technical efficiency (CTE) in China was 0.786, with room for improvement. (2) Enhanced CTE was driven by scale efficiency improvements, while pure technical efficiency declined, indicating a need for better management systems and technology applications. (3) Disparities in ASTTs’ allocation efficiency among provinces decreased, with higher efficiencies in the East and Central-Southern China regions. At the provincial level, areas like Jiangsu, Shandong, Henan, and Sichuan demonstrated relatively high ASTTs allocation efficiencies. (4) Spatial agglomeration of ASTTs’ allocation efficiency was localized in a few major agricultural provinces without a significant overall effect. These findings advocate for further optimization of ASTTs’ regional layout and management mechanisms in China.
农业科技人才(ASTTs)的高效配置对于农业创新和经济发展至关重要。本研究旨在系统评估中国省级农业科研机构的农业科技人才配置效率,为地方政府和科研机构提供决策参考。利用 2009 年至 2019 年全国 31 个省的数据,采用产出导向的数据包络分析模型测算了 ASTT 的配置效率,并分析了其变化趋势、地区差异和空间特征。结果表明:(1)中国省级科技厅的平均综合技术效率(CTE)为 0.786,仍有提升空间。(2) 综合技术效率的提高主要受规模效率提高的驱动,而纯技术效率则有所下降,表明需要改进管理制度和技术应用。(3) 各省 ASTT 分配效率差距缩小,华东和中南地区效率较高。在省级层面,江苏、山东、河南和四川等地区的 ASTT 配置效率相对较高。(4) ASTT 配置效率的空间集聚在几个农业大省局部存在,整体影响不大。这些研究结果主张进一步优化中国 ASTT 的区域布局和管理机制。
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引用次数: 0
Consumer behavior and healthy food consumption: quasi-natural experimental evidence from Chinese household participation in long-term care insurance 消费者行为与健康食品消费:中国家庭参加长期护理保险的准自然实验证据
Pub Date : 2024-06-05 DOI: 10.3389/fsufs.2024.1364749
Wenting Chen, Guangcheng Ma, Zhe Jia
There is a strong link between consumer behavior and healthy food consumption. However, how to narrow the gap between consumption intentions and actual healthy food consumption is still under discussion.This study takes Chinese families as the research object, based on the family participation in long-term care insurance (LTCI) policy, and constructs an analytical framework including healthy eating behavior, food consumption, and insurance system to discuss how to narrow the gap between consumption intention and actual healthy food consumption. In addition, the intermediary role played by the risk prevention mechanism is also analyzed. Based on data from the China Health and Nutrition Survey (CHNS), this study uses a difference-in-differences analysis framework to empirically examine the impact of changes in consumption behavior on healthy food consumption after households participate in the LTCI pilot.The research results show that implementing LTCI can increase the frequency of healthy meal preparation methods by 0.045 units and the frequency of not including processed foods in the meals of households participating in the policy by 0.033 units compared with households that do not participate. The daily meal quantity is increased by 0.198 (converted to 1.219 grams), and 0.198 units increase the healthy food consumption structure. This conclusion holds under a series of robustness tests. Mechanism test shows that LTCI affects healthy food consumption through risk prevention mechanisms. The impact of the LTCI policy will also not be affected by similar competitive policies. The heterogeneity test further proves that LTCI policies are more likely to increase healthy food consumption among urban households, larger households, and households employed in private enterprises. Based on these findings, it is recommended that families participate in LTCI to reduce the financial stress faced by families due to illness and care needs while increasing the demand for and consumption of healthy foods. The findings also provide a valuable reference for current policy formulation on improving family dietary quality in China.
消费者行为与健康食品消费之间存在密切联系。本研究以中国家庭为研究对象,以家庭参与长期护理保险(LTCI)政策为基础,构建了包括健康饮食行为、食品消费、保险制度在内的分析框架,探讨如何缩小消费意愿与实际健康食品消费之间的差距。此外,还分析了风险防范机制所发挥的中介作用。基于中国健康与营养调查(CHNS)的数据,本研究采用差分分析框架,实证检验了家庭参与长护险试点后,消费行为的改变对健康食品消费的影响。研究结果表明,与未参与家庭相比,实施长护险可使参与家庭的健康配餐方式频率增加 0.045 个单位,膳食中不包含加工食品的频率增加 0.033 个单位。每日膳食量增加了 0.198(换算成 1.219 克),健康食品消费结构增加了 0.198 个单位。这一结论在一系列稳健性检验中均成立。机制检验表明,长期护理保险通过风险防范机制影响健康食品消费。长效保 险政策的影响也不会受到类似竞争性政策的影响。异质性检验进一步证明,长护险政策更有可能增加城市家庭、人口较多家庭和私营企业就业家庭的健康食品消费。基于这些研究结果,建议家庭参加长护险,以减轻家庭因疾病和护理需求而面临的经济压力,同时增加对健康食品的需求和消费。同时,研究结果也为当前中国改善家庭膳食质量的政策制定提供了有价值的参考。
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引用次数: 0
Extraction of phenolic compounds from lucuma (Pouteria lucuma) seeds with natural deep eutectic solvents: modelling using response surface methodology and artificial neural networks 用天然深共晶溶剂萃取露兜树(Pouteria lucuma)种子中的酚类化合物:利用响应面方法和人工神经网络建模
Pub Date : 2024-06-05 DOI: 10.3389/fsufs.2024.1401825
Gustavo Puma-Isuiza, J. García-Chacón, Coralia Osorio, I. Betalleluz‐Pallardel, Jorge Chue, Marianela Inga
The present study aimed to extract polyphenolic compounds from lucuma (Pouteria lucuma) seeds using natural deep eutectic solvents (NADES) as a green, efficient, and environmentally friendly extraction. This was optimized by using the Response Surface Method (RSM) and comparing its predictive capacity with Artificial Neural Networks (ANN) and Convolutional Neural Networks (CNN). Four NADES were prepared by mixing lactic acid (LA) with each of the following reagents: sodium acetate (SA), urea (U), glucose (G), and ammonium acetate (AA), separately. The yield of total phenolic compounds (TPC) obtained from lucuma seeds with each NADES was measured as an optimization criterion with the Box-Benhken design. The following factors were evaluated: time, temperature, and the lucuma seed flour (LSF): NADES ratio. The response variables were TPC and antioxidant activity. The LA-AA extract was selected because it exhibited the highest TPC value and was analyzed by UHPLC–MS (Ultra-performance Liquid Chromatography-Mass Spectrometry). From the RSM, the optimal extraction parameters were 80 min, 52°C, and LSF: NADES ratio of 8:100 (w/v), obtaining a TPC value of 3601.51 ± 0.51 mg GAE/100 g LFS. UHPLC–MS analysis evidenced the formation of epigallocatechin isomers from epigallocatechin gallate. The predictive ability of ANNs compared to RSM was demonstrated.
本研究旨在使用天然深共晶溶剂(NADES)从露卡鲁玛(Pouteria lucuma)种子中提取多酚化合物,这是一种绿色、高效、环保的提取方法。该方法采用响应面法(RSM)进行优化,并将其预测能力与人工神经网络(ANN)和卷积神经网络(CNN)进行比较。将乳酸(LA)分别与以下试剂混合制备了四种 NADES:醋酸钠(SA)、尿素(U)、葡萄糖(G)和醋酸铵(AA)。采用博克斯-本肯设计法测定了每种 NADES 从灵芝种子中获得的总酚类化合物(TPC)的产量,并以此作为优化标准。对以下因素进行了评估:时间、温度和灵芝种子粉(LSF):NADES 比率。响应变量为 TPC 和抗氧化活性。选择 LA-AA 提取物是因为它的 TPC 值最高,并采用超高效液相色谱-质谱法(UHPLC-MS)进行了分析。根据 RSM,最佳提取参数为 80 分钟、52°C 和 LSF:NADES 比例为 8:100(w/v),得到的 TPC 值为 3601.51 ± 0.51 mg GAE/100 g LFS。超高效液相色谱-质谱分析表明,表没食子儿茶素没食子酸酯形成了表没食子儿茶素异构体。与 RSM 相比,ANN 的预测能力得到了证实。
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引用次数: 0
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