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Optimization Strategy for an Outage Sequence in Medium- and Low-Voltage Distribution Networks Considering the Importance of Users 考虑用户重要性的中低压配电网络停电顺序优化策略
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188386
Wei Li, Jingzhe Wang, Hao Bai, Yongqian Yan, Min Xu, Yipeng Liu, Hao Wang, Wei Huang, Chunyan Li
With the rapid development of distribution networks and increasing demand for electricity, the pressure of power supply for medium- and low-voltage distribution networks (M&LVDNs) is increasingly significant, especially considering the large scale of customers at the low-voltage (LV) level. In this paper, an outage sequence optimization method for low-voltage distribution networks (LVDNs) that considers the importance of users is proposed. The method aims to develop an optimal outage sequence strategy for LV customers in case of medium-voltage (MV) failure events. First, a multi-dimensional importance indicator system for LV users is constructed, and the customers are ranked using a modified Analytic Hierarchy Process–Entropy Weight (AHP-EW) method to determine their priorities during outages. Then, an elastic net regression-based method is used to identify the topology of the LV network. Finally, an outage sequence optimization model based on the user importance is proposed to reduce the load-shedding level. Extensive case studies are conducted in the modified LV distribution network. The results show that the proposed method results in fewer outage losses throughout the restoration periods than traditional methods and effectively improves the reliability of the power supply to LV users.
随着配电网的快速发展和用电需求的不断增加,中低压配电网(M&LVDNs)的供电压力越来越大,特别是考虑到低压(LV)级用户规模庞大。本文提出了一种考虑到用户重要性的低压配电网(LVDN)停电顺序优化方法。该方法旨在为低压用户制定中压故障事件时的最优停电顺序策略。首先,构建了低压用户的多维重要性指标体系,并使用改进的层次分析法-熵权法(AHP-EW)对用户进行排序,以确定其在停电期间的优先级。然后,使用基于弹性网回归的方法确定低压网络的拓扑结构。最后,提出了基于用户重要性的停电顺序优化模型,以降低甩负荷水平。在修改后的低压配电网络中进行了广泛的案例研究。结果表明,与传统方法相比,所提出的方法在整个恢复期间的停电损失更少,并有效提高了低压用户的供电可靠性。
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引用次数: 0
A Comparison of Local and Global Strategies for Exploiting Field Inversion on Separated Flows at Low Reynolds Number 在低雷诺数分离流体上利用场反演的局部和全局策略比较
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188382
Luca Muscarà, Marco Cisternino, Andrea Ferrero, Andrea Iob, Francesco Larocca
The prediction of separated flows at low Reynolds numbers is crucial for several applications in aerospace and energy fields. Reynolds-averaged Navier–Stokes (RANS) equations are widely used but their accuracy is limited in the presence of transition or separation. In this work, two different strategies for improving RANS simulations by means of field inversion are discussed. Both strategies require solving an optimization problem to identify a correction field by minimizing the error on some measurable data. The obtained correction field is exploited with two alternative strategies. The first strategy aims to the identification of a relation that allows to express the local correction field as a function of some local flow features. However, this regression can be difficult or even impossible because the relation between the assumed input variables and the local correction could not be a function. For this reason, an alternative is proposed: a U-Net model is trained on the original and corrected RANS results. In this way, it is possible to perform a prediction with the original RANS model and then correct it by means of the U-Net. The methodologies are evaluated and compared on the flow around the NACA0021 and the SD7003 airfoils.
预测低雷诺数下的分离流对于航空航天和能源领域的一些应用至关重要。雷诺平均纳维-斯托克斯(RANS)方程被广泛使用,但在存在过渡或分离的情况下,其精确度受到限制。在这项工作中,讨论了通过场反演改进 RANS 模拟的两种不同策略。这两种策略都需要解决一个优化问题,通过最小化某些可测量数据的误差来确定一个修正场。获得的修正场可通过两种备选策略加以利用。第一种策略旨在确定一种关系,将局部校正场表示为某些局部流动特征的函数。然而,这种回归可能很困难,甚至不可能实现,因为假定输入变量和局部校正之间的关系不可能是一个函数。为此,我们提出了一个替代方案:在原始和修正的 RANS 结果上训练 U-Net 模型。这样,就可以使用原始 RANS 模型进行预测,然后通过 U-Net 对其进行修正。我们对 NACA0021 和 SD7003 机翼周围的气流进行了评估和比较。
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引用次数: 0
Improving the Accuracy and Effectiveness of Text Classification Based on the Integration of the Bert Model and a Recurrent Neural Network (RNN_Bert_Based) 基于贝尔特模型和递归神经网络(RNN_Bert_Based)的整合提高文本分类的准确性和有效性
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188388
Chanthol Eang, Seungjae Lee
This paper proposes a new robust model for text classification on the Stanford Sentiment Treebank v2 (SST-2) dataset in terms of model accuracy. We developed a Recurrent Neural Network Bert based (RNN_Bert_based) model designed to improve classification accuracy on the SST-2 dataset. This dataset consists of movie review sentences, each labeled with either positive or negative sentiment, making it a binary classification task. Recurrent Neural Networks (RNNs) are effective for text classification because they capture the sequential nature of language, which is crucial for understanding context and meaning. Bert excels in text classification by providing bidirectional context, generating contextual embeddings, and leveraging pre-training on large corpora. This allows Bert to capture nuanced meanings and relationships within the text effectively. Combining Bert with RNNs can be highly effective for text classification. Bert’s bidirectional context and rich embeddings provide a deep understanding of the text, while RNNs capture sequential patterns and long-range dependencies. Together, they leverage the strengths of both architectures, leading to improved performance on complex classification tasks. Next, we also developed an integration of the Bert model and a K-Nearest Neighbor based (KNN_Bert_based) method as a comparative scheme for our proposed work. Based on the results of experimentation, our proposed model outperforms traditional text classification models as well as existing models in terms of accuracy.
本文针对斯坦福情感树库 v2(SST-2)数据集的模型准确性,提出了一种新的稳健文本分类模型。我们开发了一个基于循环神经网络伯特(RNN_Bert_based)的模型,旨在提高 SST-2 数据集的分类准确率。该数据集由电影评论句子组成,每个句子都标有正面或负面情感,因此是一项二元分类任务。递归神经网络(RNN)对文本分类非常有效,因为它们能捕捉语言的顺序性,这对理解上下文和含义至关重要。Bert 通过提供双向上下文、生成上下文嵌入以及利用大型语料库进行预训练,在文本分类方面表现出色。这使得 Bert 能够有效捕捉文本中细微的含义和关系。将 Bert 与 RNNs 相结合,可以非常有效地进行文本分类。Bert 的双向上下文和丰富的嵌入提供了对文本的深刻理解,而 RNN 则能捕捉顺序模式和长距离依赖关系。它们共同利用了两种架构的优势,从而提高了复杂分类任务的性能。接下来,我们还开发了一种 Bert 模型与基于 KNN_Bert_based(KNN_Bert_based)的近邻方法的集成,作为我们提出的工作的比较方案。根据实验结果,我们提出的模型在准确率方面优于传统文本分类模型和现有模型。
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引用次数: 0
Staining-Independent Malaria Parasite Detection and Life Stage Classification in Blood Smear Images 血涂片图像中独立于染色的疟疾寄生虫检测和生命阶段分类
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188402
Tong Xu, Nipon Theera-Umpon, Sansanee Auephanwiriyakul
Malaria is a leading cause of morbidity and mortality in tropical and sub-tropical regions. This research proposed a malaria diagnosis system based on the you only look once algorithm for malaria parasite detection and the convolutional neural network algorithm for malaria parasite life stage classification. Two public datasets are utilized: MBB and MP-IDB. The MBB dataset includes human blood smears infected with Plasmodium vivax (P. vivax). While the MP-IDB dataset comprises 4 species of malaria parasites: P. vivax, P. ovale, P. malariae, and P. falciparum. Four distinct stages of life exist in every species, including ring, trophozoite, schizont, and gametocyte. For the MBB dataset, detection and classification accuracies of 0.92 and 0.93, respectively, were achieved. For the MP-IDB dataset, the proposed algorithms yielded the accuracies for detection and classification as follows: 0.84 and 0.94 for P. vivax; 0.82 and 0.93 for P. ovale; 0.79 and 0.93 for P. malariae; and 0.92 and 0.96 for P. falciparum. The detection results showed the models trained by P. vivax alone provide good detection capabilities also for other species of malaria parasites. The classification performance showed the proposed algorithms yielded good malaria parasite life stage classification performance. The future directions include collecting more data and exploring more sophisticated algorithms.
疟疾是热带和亚热带地区发病和死亡的主要原因。本研究提出了一种疟疾诊断系统,该系统基于 "只看一次 "算法进行疟原虫检测,并基于卷积神经网络算法进行疟原虫生命阶段分类。研究利用了两个公共数据集:MBB 和 MP-IDB。MBB 数据集包括感染间日疟原虫(P. vivax)的人类血液涂片。而 MP-IDB 数据集包括 4 种疟疾寄生虫:间日疟原虫、卵形疟原虫、疟疾疟原虫和恶性疟原虫。每个物种都有四个不同的生命阶段,包括环体、滋养体、裂殖体和配子体。MBB 数据集的检测和分类准确率分别为 0.92 和 0.93。对于 MP-IDB 数据集,建议算法的检测和分类准确率如下:间日疟原虫的检测准确率为 0.84,分类准确率为 0.94;卵形疟原虫的检测准确率为 0.82,分类准确率为 0.93;恶性疟原虫的检测准确率为 0.79,分类准确率为 0.93;恶性疟原虫的检测准确率为 0.92,分类准确率为 0.96。检测结果表明,仅用间日疟原虫训练的模型也能很好地检测其他种类的疟原虫。分类性能表明,所提出的算法具有良好的疟原虫生命阶段分类性能。未来的发展方向包括收集更多数据和探索更复杂的算法。
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引用次数: 0
Legacy ICS Cybersecurity Assessment Using Hybrid Threat Modeling—An Oil and Gas Sector Case Study 利用混合威胁建模进行遗留 ICS 网络安全评估--石油和天然气行业案例研究
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188398
Mohamed Badawy, Nada H. Sherief, Ayman A. Abdel-Hamid
As security breaches are increasingly widely reported in today’s culture, cybersecurity is gaining attention on a global scale. Threat modeling methods (TMM) are a proactive security practice that is essential for pinpointing risks and limiting their impact. This paper proposes a hybrid threat modeling framework based on system-centric, attacker-centric, and risk-centric approaches to identify threats in Operational Technology (OT) applications. OT is made up of software and hardware used to manage, secure, and control industrial control systems (ICS), and its environments include factories, power plants, oil and gas refineries, and pipelines. To visualize the “big picture” of its infrastructure risk profile and improve understanding of the full attack surface, the proposed framework builds on several threat modeling methodologies: PASTA modeling, STRIDE, and attack tree components. Nevertheless, the continuity and stability of vital infrastructure will continue to depend heavily on legacy equipment. Thus, protecting the availability, security, and safety of industrial environments and vital infrastructure from cyberattacks requires operational technology (OT) cybersecurity. The feasibility of the proposed approach is illustrated with a case study from a real oil and gas production plant control system where numerous significant cyberattacks in recent years have targeted OT networks more frequently as hackers realized the possibility of disruption due to insufficient OT security, particularly for outdated systems. The proposed framework achieved better results in detecting threats and severity in the design of the case study system, helping to increase security and support cybersecurity assessment of legacy control systems.
在当今文化中,安全漏洞的报道越来越多,网络安全在全球范围内日益受到关注。威胁建模方法(TMM)是一种积极主动的安全实践,对于准确定位风险并限制其影响至关重要。本文提出了一种基于以系统为中心、以攻击者为中心和以风险为中心的混合威胁建模框架,用于识别操作技术(OT)应用中的威胁。OT 由用于管理、保护和控制工业控制系统 (ICS) 的软件和硬件组成,其环境包括工厂、发电厂、油气精炼厂和管道。为了使基础设施风险概况的 "全貌 "可视化,并提高对整个攻击面的理解,拟议框架建立在几种威胁建模方法的基础上:PASTA 建模、STRIDE 和攻击树组件。然而,重要基础设施的连续性和稳定性仍将在很大程度上依赖于传统设备。因此,要保护工业环境和重要基础设施的可用性、安全性和安全免受网络攻击,就需要操作技术(OT)网络安全。近年来,由于黑客意识到 OT 安全性不足(尤其是过时的系统)有可能造成破坏,因此针对 OT 网络的重大网络攻击日益频繁。在案例研究系统的设计中,建议的框架在检测威胁和严重性方面取得了更好的效果,有助于提高安全性并支持对传统控制系统进行网络安全评估。
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引用次数: 0
A bi-Gamma Distribution Model for a Broadband Non-Gaussian Random Stress Rainflow Range Based on a Neural Network 基于神经网络的宽带非高斯随机应力雨流范围双伽马分布模型
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188376
Jie Wang, Huaihai Chen
A bi-Gamma distribution model is proposed to determine the probability density function (PDF) of broadband non-Gaussian random stress rainflow ranges during vibration fatigue. A series of stress Power Spectral Densities (PSD) are provided, and the corresponding Gaussian random stress time histories are generated using the inverse Fourier transform and time-domain randomization methods. These Gaussian random stress time histories are then transformed into non-Gaussian random stress time histories. The probability density values of the stress ranges are obtained using the rainflow counting method, and then the bi-Gamma distribution PDF model is fitted to these values to determine the model’s parameters. The PSD parameters and the kurtosis, along with their corresponding model parameters, constitute the neural network input–output dataset. The neural network model established after training can directly provide the parameter values of the bi-Gamma model based on the input PSD parameters and kurtosis, thereby obtaining the PDF of the stress rainflow ranges. The predictive capability of the neural network model is verified and the effects of non-Gaussian random stress with different kurtosis on the structural fatigue life are compared for the same stress PSD. And all life predicted results were within the second scatter band.
本文提出了一种双伽马分布模型,用于确定振动疲劳过程中宽带非高斯随机应力雨流范围的概率密度函数(PDF)。提供了一系列应力功率谱密度 (PSD),并使用反傅里叶变换和时域随机化方法生成了相应的高斯随机应力时间历程。然后将这些高斯随机应力时间历程转换为非高斯随机应力时间历程。使用雨流计数法获得应力范围的概率密度值,然后将双伽马分布 PDF 模型拟合到这些值中,以确定模型参数。PSD 参数和峰度以及相应的模型参数构成了神经网络输入输出数据集。训练后建立的神经网络模型可根据输入的 PSD 参数和峰度直接提供 bi-Gamma 模型的参数值,从而获得应力雨流范围的 PDF。验证了神经网络模型的预测能力,并比较了相同应力 PSD 下不同峰度的非高斯随机应力对结构疲劳寿命的影响。所有的寿命预测结果都在第二散点带内。
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引用次数: 0
A Design Proposal Using Coherently Radiating Periodic Structures (CORPSs) for 2-D Phased Arrays of Limited Scanning 利用相干辐射周期结构 (CORPS) 进行有限扫描的二维相控阵的设计建议
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188409
Gilberto Calvillo, Marco A. Panduro, Elizvan Juarez, Alberto Reyna, Carlos del Rio
New configurations of 2-D phased arrays are proposed in this paper for reducing the number of phase shifters. This design methodology is based on the use of a novel coherently radiating periodic structures (CORPSs) block for 2-D phased arrays. Two new antenna systems for 2-D phased arrays are studied and analyzed utilizing the CORPSs blocks of four inputs and nine outputs. These CORPSs feeding blocks are applied in a smart way to feed the planar antenna arrays by generating the required phase plane and reducing the number of control ports. Interesting results are provided based on the experimental measurements and full-wave simulations. These results illustrate a great reduction of the active devices (phase shifters), providing a good design compromise in terms of the scanning range and side lobe level performance. Furthermore, the provided results illustrate a maximum reduction capability in the number of phase shifters of 81%, considering a scanning range of ±30° in azimuth and ±30° in elevation. A raised cosine distribution is applied to reach side lobe levels of −19 dB for ±18° and −17 dB for ±30° in elevation. These benefits could be of interest to designers of phased antenna systems.
本文提出了二维相控阵的新配置,以减少移相器的数量。这种设计方法基于为二维相控阵使用的新型相干辐射周期结构(CORPSs)块。利用四输入九输出的 CORPSs 模块,研究和分析了两个用于二维相控阵的新型天线系统。这些 CORPSs 馈电模块通过生成所需的相位平面和减少控制端口数量,以智能方式为平面天线阵列馈电。实验测量和全波仿真提供了有趣的结果。这些结果表明,有源器件(移相器)的数量大大减少,在扫描范围和边波级性能方面提供了良好的设计折衷。此外,考虑到扫描范围为方位角±30°和仰角±30°,所提供的结果表明移相器的数量最大可减少 81%。采用升高余弦分布,在仰角±18°和±30°的情况下,侧叶水平分别为-19 dB和-17 dB。相位天线系统的设计人员可能会对这些优点感兴趣。
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引用次数: 0
Comparative Analysis of the Health Status of Heart Transplant Patients with Different Levels of Physical Activity 不同体育锻炼水平的心脏移植患者健康状况对比分析
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188379
Itziar Salas-Reguera, José I. Rodríguez-Barbosa, Peter A. Federolf, Luis Santos
This study’s goals were to determine the health status of a group of heart transplant recipients (HTRs) and their level of physical activity and to compare the health status among them and with a group of healthy sedentary individuals. Fifty-four HTRs and eighteen sedentary individuals (S) were assigned to four groups, according to their level of physical activity (determined with the International Physical Activity Questionnaire); patients with a low, moderate, and high level of physical activity (HTRL, HTRM, and HTRH, respectively) and S participants underwent a basic blood analysis and several tests to assess their cardiovascular, neuromuscular, and functional mobility condition and their quality of life. The S and HTRH were very similar in terms of BP, HR, and blood analysis while HTRM and HTRL differed from both S and HTRH in these parameters. Regarding the cardiovascular, neuromuscular, functional mobility, and quality of life variables assessed in this study, HTRH showed the best results across all of them, followed by S, HTRM, and HTRL. It is suggested that the weekly level of physical activity of HTRs should be high, which might help them to enhance their health and quality of life.
本研究的目的是确定一组心脏移植受者(HTR)的健康状况及其体育锻炼水平,并将他们的健康状况与一组健康的久坐者进行比较。54名心脏移植受者和18名久坐者(S)根据他们的体力活动水平(通过国际体力活动调查问卷确定)被分为四组;体力活动水平低、中、高的患者(分别为HTRL、HTRM和HTRH)和S参与者接受了基本的血液分析和多项测试,以评估他们的心血管、神经肌肉和功能活动状况以及生活质量。在血压、心率和血液分析方面,S 组和 HTRH 组非常相似,而 HTRM 组和 HTRL 组在这些参数上与 S 组和 HTRH 组都有所不同。就本研究中评估的心血管、神经肌肉、功能活动性和生活质量变量而言,HTRH 在所有变量中都显示出最好的结果,其次是 S、HTRM 和 HTRL。研究建议,HTR 每周的体育锻炼水平应较高,这可能有助于他们增强体质,提高生活质量。
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引用次数: 0
Effects of Gradual Spatial and Temporal Cues Provided by Synchronized Walking Avatar on Elderly Gait 同步行走头像提供的渐进空间和时间线索对老年人步态的影响
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188374
Dane A. L. Miller, Hirotaka Uchitomi, Yoshihiro Miyake
Aging often leads to elderly gait characterized by slower speeds, shorter strides, and increased cycle; improving gait can significantly enhance the quality of life. Early gait training can help reduce gait impairment later on. Augmented reality (AR) technologies have shown promise in gait training, providing real-time feedback and guided exercises to improve walking patterns and gait parameters. The aim of this study was to observe the effects of gradual spatial and temporal cues provided by a synchronized walking avatar on the gait of elderly participants. This experiment involved 19 participants aged over 70 years, who walked while interacting with a synchronized walking avatar that provided audiovisual spatial and temporal cues. Spatial cueing and temporal cueing were provided through distance changes and phase difference changes, respectively. The WalkMate AR system was used to synchronize the avatar’s walking cycle with the participants’, delivering auditory cues matched to foot contacts. This study assessed the immediate and carry-over effects of changes in distance and phase difference on stride length, cycle time, and gait speed. The results indicate that gradual spatial and temporal cueing significantly influences elderly gait parameters, with potential applications in gait rehabilitation and training.
衰老通常会导致老年人步态特征为速度变慢、步幅变短和周期增加;改善步态可以显著提高生活质量。早期的步态训练有助于减少日后的步态障碍。增强现实(AR)技术在步态训练中大有可为,它能提供实时反馈和指导练习,以改善行走模式和步态参数。本研究的目的是观察同步行走化身提供的渐进空间和时间线索对老年参与者步态的影响。这项实验有 19 名 70 岁以上的参与者参加,他们一边行走一边与提供视听空间和时间提示的同步行走化身互动。空间提示和时间提示分别通过距离变化和相位差变化提供。WalkMate AR 系统用于使虚拟人的行走周期与参与者的行走周期同步,并提供与脚部接触相匹配的听觉提示。这项研究评估了距离和相位差变化对步幅、周期时间和步速的直接影响和延续影响。结果表明,渐进的空间和时间提示会显著影响老年人的步态参数,在步态康复和训练中具有潜在的应用价值。
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引用次数: 0
Thermal Behavior and Infrared Absorbance Bands of Citric Acid 柠檬酸的热行为和红外吸收带
Q1 Mathematics Pub Date : 2024-09-18 DOI: 10.3390/app14188406
Costas Tsioptsias, Afroditi Panagiotou, Paraskevi Mitlianga
Citric acid is widely used in the Food and Pharmaceutical Industry. Various issues regarding its thermal behavior and infrared spectrum require clarification. Here, we studied citric acid monohydrate (raw, heated, freeze-dried and recrystallized from D2O) via Differential Scanning Calorimetry, Thermogravimetric Analysis, Infrared Spectroscopy, and antioxidant capacity assay. Also, we used ab initio Density Functional Theory calculations for further supporting the interpretations of the experimental results. Citric acid monohydrate exhibits desolvation inability and upon heating does not dehydrate but esterifies. Nor by freeze drying can it be dehydrated. The heated sample is not anhydrous, it exhibits melting inability, and any fluidization occurs simultaneously with decomposition. In other words, the interpretations regarding the two endothermic peaks in the DSC curve of citric acid that have been attributed to water evaporation and melting are not correct. The increase in the molecular weight due to esterification is most likely responsible for the increased antioxidant/chelation capacity of the heated sample. We concluded that what we call citric acid monohydrate and anhydrous do not exist in a pure form (in the solid state) and actually are mixtures of different compositions of citric acid, water and a citric acid oligomer that is produced through esterification. The esterification reaction seems to be able to proceed easily under mild heating or even at room temperature. The presence of the ester oligomer and water affect the infrared spectrum of citric acid monohydrate and anhydrous and is responsible for the existence of multiple peaks in the C=O stretching region, which partially overlaps with the water H-O-H bending vibration. The insights presented in this work could be useful for optimizing the design, performance and quality of food and drug products in which citric acid is used.
柠檬酸广泛应用于食品和制药行业。有关其热行为和红外光谱的各种问题亟待澄清。在此,我们通过差示扫描量热法、热重分析法、红外光谱法和抗氧化能力测定法对一水柠檬酸(生柠檬酸、加热柠檬酸、冷冻干燥柠檬酸和从 D2O 中重结晶柠檬酸)进行了研究。此外,我们还利用密度泛函理论计算进一步支持对实验结果的解释。一水柠檬酸具有脱溶能力,加热后不会脱水,而是酯化。冷冻干燥也无法使其脱水。加热后的样品不是无水的,不能熔化,任何流化都是与分解同时发生的。换句话说,关于柠檬酸 DSC 曲线中的两个内热峰的解释是不正确的,这两个内热峰被归因于水分蒸发和熔化。酯化导致的分子量增加很可能是加热样品抗氧化/螯合能力增强的原因。我们得出的结论是,我们所说的一水柠檬酸和无水柠檬酸并不是以纯形式(固态)存在的,它们实际上是柠檬酸、水和通过酯化反应生成的柠檬酸低聚物的不同成分的混合物。酯化反应似乎可以在轻度加热甚至室温下轻松进行。酯低聚物和水的存在会影响一水柠檬酸和无水柠檬酸的红外光谱,并导致 C=O 伸展区域出现多个峰值,这些峰值与水的 H-O-H 弯曲振动部分重叠。这项研究提出的见解有助于优化使用柠檬酸的食品和药品的设计、性能和质量。
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引用次数: 0
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