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Clustering Analysis of Wind Turbine Alarm Sequences Based on Domain Knowledge-Fused Word2vec 基于领域知识融合Word2vec的风机告警序列聚类分析
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810114
Lu Wei, Liliang Wang, Feng Liu, Zheng Qian
The alarm data contain abundant fault information related to almost all components of the wind turbine. Reasonable analysis and utilization of alarm data can assist wind farm maintenance personnel in quickly identifying the types of turbine faults, reducing operation and maintenance costs. This paper proposes a clustering analysis method that groups similar alarm sequences with the same fault type. Firstly, the alarm data are preprocessed, where alarm sequences are segmented, and redundant alarms are removed. Then, a domain knowledge-fused Word2vec (DK-Wrod2vec) method is introduced to transform non-numeric alarm codes into numeric vector representations. Finally, new distance metrics are incorporated into the K-means clustering algorithm to improve clustering performance. The performance of the proposed clustering method is assessed by applying it to labeled alarm sequences. The results demonstrate that the clustering performance is the best when using DK-Word2vec and the word rotator’s distance compared with other methods. Additionally, with the optimal parameter combination, the fault types of unlabeled alarm sequences are also analyzed.
警报数据包含与风力涡轮机的几乎所有部件相关的丰富的故障信息。合理分析和利用报警数据可以帮助风电场维护人员快速识别风机故障类型,降低运行和维护成本。本文提出了一种聚类分析方法,将具有相同故障类型的相似报警序列进行分组。首先,对报警数据进行预处理,对报警序列进行分段,去除冗余报警。然后,引入了一种领域知识融合的Word2vec(DK-Wrod2vec)方法,将非数字报警代码转换为数字矢量表示。最后,在K-means聚类算法中引入了新的距离度量,以提高聚类性能。通过将所提出的聚类方法应用于标记的警报序列来评估其性能。结果表明,与其他方法相比,使用DK-Word2vec和单词旋转器距离的聚类性能最好。此外,在最优参数组合下,还分析了未标记报警序列的故障类型。
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引用次数: 1
Characterization of Polyphenols and Volatile Compounds from Understudied Algerian Pallenis spinosa by HS-SPME-GC-MS, NMR and HPLC-MSn Approaches 利用HS-SPME-GC-MS、NMR和HPLC-MSn方法对未研究的阿尔及利亚刺帕兰多酚和挥发性化合物的表征
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810113
Nabila Adoui, N. Souilah, H. Bendif, S. Sut, S. Dall'acqua, G. Flamini, Filippo Maggi, Gregorio Peron
Pallenis spinosa (L.) Cass. is a widespread plant in the Mediterranean region. Traditionally, it is used as a medicinal species to treat several ailments, from inflammation to skin injuries. Although the phytochemical content of this plant has already been investigated, there is currently limited data on Algerian P. spinosa. In this work, we focused on volatile compounds and non-volatile secondary metabolites extracted using HS-SPME and methanol from the aerial parts of P. spinosa collected from Northeast Algeria. Volatile constituents were analyzed by GC-MS, while non-volatile compounds were analyzed by NMR and HPLC-MSn. In total, 48 volatile compounds were identified, including sesquiterpene hydrocarbons (65.8%), monoterpene hydrocarbons (16.9%), and oxygenated monoterpenes and sesquiterpenes (8.3% and 6.5%, respectively). β-Chamigrene (16.2%), α-selinene (12.8%), β-pinene (10.6%), and β-caryophyllene (9.2%) were assessed as the main constituents. Concerning non-volatile metabolites, 23 polyphenols were identified (7.26 mg/g DW), and phenolic acids were predominant (5.83 mg/g DW). Tricaffeoylhexaric acid (1.76 mg/g DW), tetracaffeoylhexaric acid (1.41 mg/g DW), 3,5-dicaffeoylquinic acid (1.04 mg/g DW), caffeoyl dihexoside (0.35 mg/g DW), and chlorogenic acid (0.29 mg/g DW) were the most abundant ones. Several known flavonoids, such as tricin and patuletin glycosides, kaempferol, and apigenin, were also identified, and myricetin hexoside was detected in P. spinosa for the first time. Overall, our work is the first to report an exhaustive characterization of volatile and non-volatile secondary metabolites from Algerian P. spinosa. The results represent a step forward in revealing the chemistry of this widespread plant species. Furthermore, they may contribute to rationalizing its traditional medicinal applications and preserve the biodiversity of Algerian flora.
白叶菊(L.)卡斯。是地中海地区广泛生长的植物。传统上,它被用作一种药用物种来治疗几种疾病,从炎症到皮肤损伤。虽然这种植物的植物化学成分已经被调查过,但目前关于阿尔及利亚棘叶草的数据有限。本研究主要研究了采用HS-SPME法和甲醇法对产自阿尔及利亚东北部的棘豆地上部分的挥发性化合物和非挥发性次生代谢物的提取。挥发性成分采用气相色谱-质谱分析,非挥发性成分采用NMR和HPLC-MSn分析。共鉴定出48种挥发性化合物,其中倍半萜烃(65.8%)、单萜烃(16.9%)、氧化单萜烯和倍半萜烯(分别为8.3%和6.5%)。主要成分为β-Chamigrene(16.2%)、α-selinene(12.8%)、β-蒎烯(10.6%)和β-石竹烯(9.2%)。在非挥发性代谢物中,鉴定出23种多酚类物质(7.26 mg/g DW),以酚酸类物质为主(5.83 mg/g DW)。三咖啡基己二酸(1.76 mg/g DW)、四咖啡基己二酸(1.41 mg/g DW)、3,5-二咖啡基奎宁酸(1.04 mg/g DW)、咖啡基二己外苷(0.35 mg/g DW)和绿原酸(0.29 mg/g DW)含量最高。还鉴定出了几种已知的黄酮类化合物,如tricin和patuletin糖苷、山奈酚和芹菜素,并首次在棘叶草中检测到杨梅素己糖苷。总的来说,我们的工作是第一个报告了阿尔及利亚棘豆的挥发性和非挥发性次生代谢物的详尽表征。研究结果表明,在揭示这种广泛分布的植物物种的化学成分方面,又向前迈进了一步。此外,它们可能有助于使其传统药用合理化,并保护阿尔及利亚植物群的生物多样性。
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引用次数: 0
Hardware Acceleration of Satellite Remote Sensing Image Object Detection Based on Channel Pruning 基于信道修剪的卫星遥感图像目标检测硬件加速
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810111
Yong Zhao, Yong Lv, Chao Li
Real-time detection of satellite remote sensing images is one of the key technologies in the field of remote sensing, which requires not only high-efficiency algorithms, but also low-power and high-performance hardware deployment platforms. At present, the image processing hardware acceleration platform mainly uses an image processing unit (GPU), but the GPU has the problem of large power consumption, and it is difficult to apply to micro-nano satellites and other devices with limited volume, weight, computing power, and power consumption. At the same time, the deep learning algorithm model has the problem of too many parameters, and it is difficult to directly deploy it on embedded devices. In order to solve the above problems, we propose a YOLOv4-MobileNetv3 field programmable gate array (FPGA) deployment scheme based on channel layer pruning. Experiments show that the acceleration strategy proposed by us can reduce the number of model parameters by 91.11%, and on the aerial remote sensing dataset DIOR, the average accuracy of the design scheme in this paper reaches 82.61%, the FPS reaches 48.14, and the average power consumption is 7.2 W, which is 317.88% FPS higher than the CPU and reduces the power consumption by 81.91%. Compared to the GPU, it reduces power consumption by 91.85% and improves FPS by 8.50%. Compared with CPUs and GPUs, our proposed lightweight algorithm model is more energy-efficient and more real-time, and is suitable for application in spaceborne remote sensing image processing systems.
卫星遥感图像的实时检测是遥感领域的关键技术之一,不仅需要高效的算法,还需要低功耗、高性能的硬件部署平台。目前,图像处理硬件加速平台主要采用图像处理单元(GPU),但GPU存在功耗大的问题,难以应用于微纳卫星等体积、重量、计算能力、功耗有限的设备。同时,深度学习算法模型存在参数过多的问题,难以直接部署在嵌入式设备上。为了解决上述问题,我们提出了一种基于信道层剪枝的YOLOv4-MobileNetv3现场可编程门阵列(FPGA)部署方案。实验表明,本文提出的加速策略可以减少91.11%的模型参数个数,在航空遥感数据集DIOR上,设计方案的平均精度达到82.61%,FPS达到48.14,平均功耗为7.2 W,比CPU高317.88% FPS,功耗降低81.91%。与GPU相比,它降低了91.85%的功耗,提高了8.50%的FPS。与cpu和gpu相比,我们提出的轻量化算法模型具有更高的能效和实时性,适合应用于星载遥感图像处理系统。
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引用次数: 0
PV Sizing for EV Workplace Charging Stations—An Empirical Study in France 电动汽车工作场所充电站的光伏规模——法国的实证研究
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810128
Bruno Robisson, Van-Lap Ngo, L. Marchadier, Mohammed-Farouk Bouaziz, Alexandre Mignonac
Photovoltaic (PV) powered Electric Vehicle Charging Stations (PVCS) have received extensive attention recently due to the complementary relationship of PV energy and electric vehicles. This paper proposes a methodology aimed at assisting a Charging Point Operator (CPO) in determining the size of the main components of such PVCS. The modular structure of the method gives flexibility for possible use on a new sizing problem by modifying key parameters such as the EV charging demand (i.e., arrival/departure times and energy needed to fill the battery), the EV charging strategy or the business model, independently from each other. It is of particular interest for a CPO that sizes many PVCS operated in the same environment (for example, a car park at a workplace). In that case, the CPO first has to apply the method on a representative charging station. Next, he can re-use parts of the obtained results to drastically speed up (from weeks to hours) the sizing of the other charging stations. The proposed method has been applied to the EVCS of an industrial research complex in southern France. The input dataset used to apply the method consists of more than 32,000 charging transactions spanning over 6 years with 350 EV users and 80 charging points. Three charging strategies with different levels of complexity are investigated, including Mean Power, Plug and Charge, and Solar Smart Charging. The considered business model is based on the maximization of the self-production rate. The numerical findings reveal that employing a straightforward charging strategy, such as Mean Power, leads to a substantial reduction of nearly half in the required size of the PV plant compared to the basic Plug and Charge mode. In addition, our analysis demonstrates that Solar Smart Charging has the potential to decrease the PV plant size by nearly three times.
由于光伏能源与电动汽车的互补关系,光伏电动汽车充电站(PVCS)近年来受到广泛关注。本文提出了一种方法,旨在帮助充电点运营商(CPO)确定这种PVCS的主要组件的大小。该方法的模块化结构通过相互独立地修改关键参数,如电动汽车充电需求(即到达/离开时间和填充电池所需的能量)、电动汽车充电策略或商业模式,为可能用于新的规模问题提供了灵活性。对于在同一环境(例如,工作场所的停车场)中操作的许多PVCS的尺寸的CPO来说,这是特别令人感兴趣的。在这种情况下,CPO首先必须将该方法应用于具有代表性的充电站。接下来,他可以重复使用部分获得的结果,以大幅加快(从数周到数小时)其他充电站的规模。所提出的方法已应用于法国南部一个工业研究综合体的EVCS。用于应用该方法的输入数据集包括6年内的32000多笔充电交易,涉及350名电动汽车用户和80个充电点。研究了三种不同复杂程度的充电策略,包括平均功率、即插即用和太阳能智能充电。所考虑的商业模式是基于自产率的最大化。数值研究结果表明,与基本的即插即用模式相比,采用简单的充电策略(如平均功率)可使光伏电站的所需尺寸大幅减少近一半。此外,我们的分析表明,太阳能智能充电有可能将光伏发电厂的规模缩小近三倍。
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引用次数: 0
A Study of Contrastive Learning Algorithms for Sentence Representation Based on Simple Data Augmentation 基于简单数据扩充的句子表示对比学习算法研究
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810120
Xiaodong Liu, Wenyin Gong, Yuxin Li, Yanchi Li, Xiang Li
In the era of deep learning, representational text-matching algorithms based on BERT and its variant models have become mainstream and are limited by the sentence vectors generated by the BERT model, and the SimCSE algorithm proposed in 2021 has improved the sentence vector quality to a certain extent. In this paper, to address the problem that the SimCSE algorithm has—that the greater the difference in sentence length, the smaller the probability that the sentence pairs are similar—an EdaCSE algorithm is proposed to perturb the sentence length using a simple data enhancement method without affecting the semantics of the sentences. The perturbation is applied to the sentence length by adding meaningless English punctuation marks to the original sentence so that the model no longer tends to recognise sentences of similar length as similar sentences. Based on the BERT series of models, experiments were conducted on five different datasets, and the experiments proved that the EdaCSE method improves an average of 1.67, 0.84, and 1.08 on the five datasets.
在深度学习时代,基于BERT及其变体模型的代表性文本匹配算法已成为主流,并受到BERT模型生成的句子向量的限制,2021年提出的SimCSE算法在一定程度上提高了句子向量质量。在本文中,为了解决SimCSE算法存在的问题——句子长度的差异越大,句子对相似的概率越小——提出了一种EdaCSE算法,在不影响句子语义的情况下,使用简单的数据增强方法来干扰句子长度。通过在原始句子中添加无意义的英语标点符号,将扰动应用于句子长度,使模型不再倾向于将长度相似的句子识别为相似的句子。基于BERT系列模型,在五个不同的数据集上进行了实验,实验证明EdaCSE方法在五个数据集上平均提高了1.67、0.84和1.08。
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引用次数: 0
Unraveling Functional Dysphagia: A Game-Changing Automated Machine-Learning Diagnostic Approach 解开功能性吞咽困难:一种改变游戏规则的自动机器学习诊断方法
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810116
A. Zifan, Junyue Lin, Zihan Peng, Yiqing Bo, R. Mittal
(1) Background: Dysphagia affects around 16% of the US population. Diagnostic tests like X-ray barium swallow and endoscopy are used initially to diagnose the cause of dysphagia, followed by high-resolution esophageal manometry (HRM). If the above tests are normal, the patient is classified as functional dysphagia (FD), suggesting esophageal sensory dysfunction. HRM records only the contraction phase of peristalsis, not the distension phase. We investigated the utilization of esophageal distension–contraction patterns for the automatic classification of FD, using artificial intelligent shallow learners. (2) Methods: Studies were performed in 30 healthy subjects and 30 patients with FD. Custom-built software (Dplots 1.0) was used to extract relevant esophageal distension–contraction features. Next, we used multiple shallow learners, namely support vector machines, random forest, K-nearest neighbors, and logistic regression, to determine which had the best performance in terms of accuracy, precision, and recall. (3) Results: In the proximal segment, LR produced the best results, with accuracy of 91.7% and precision of 92.86%, using only distension features. In the distal segment, random forest produced accuracy of 90.5% and precision of 91.1% using both pressure and distension features. (4) Conclusions: Findings emphasize the crucial role of abnormality in the distension phase of peristalsis in FD patients.
(1)背景:美国约16%的人口患有吞咽困难。诊断测试如x线钡餐和内窥镜检查最初用于诊断吞咽困难的原因,然后是高分辨率食管测压仪(HRM)。如果以上检查均正常,则分类为功能性吞咽困难(FD),提示食管感觉功能障碍。HRM只记录了蠕动的收缩阶段,没有记录膨胀阶段。我们研究了利用食管扩张-收缩模式进行FD自动分类,使用人工智能浅层学习器。(2)方法:选取30名健康受试者和30名FD患者进行研究。使用定制软件(Dplots 1.0)提取相关食管扩张-收缩特征。接下来,我们使用多个浅学习器,即支持向量机、随机森林、k近邻和逻辑回归,以确定哪一个在准确性、精度和召回率方面具有最佳性能。(3)结果:在近段,仅使用扩张特征时,LR效果最好,准确率为91.7%,精密度为92.86%。在远节段,随机森林同时使用压力和膨胀特征,准确度分别为90.5%和91.1%。(4)结论:研究结果强调了异常在FD患者肠膨胀期的关键作用。
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引用次数: 0
A Comparative Study on the Schedulability of the EDZL Scheduling Algorithm on Multiprocessors 多处理机上EDZL调度算法可调度性的比较研究
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810131
Sangchul Han, Woojin Paik, Myeong-Cheol Ko, Minkyu Park
As multiprocessor (or multicore) real-time systems become popular, there has been much research on multiprocessor real-time scheduling algorithms. This work evaluates EDZL (Earliest Deadline until Zero Laxity), a scheduling algorithm for real-time multiprocessor systems. First, we compare the performance of EDZL schedulability tests. We measure and compare the ratio of task sets admitted by each test. We also investigate the dominance between EDZL schedulability tests and discover that the union of the demand-based test and the utilization-based test is an effective combination. Second, we compare the schedulability of EDZL and EDF(k). We prove that the union of the EDZL schedulability tests dominates the EDF(k) schedulability test, i.e., the union of the EDZL schedulability tests can admit all task sets admitted by the EDF(k) schedulability test. We also compare the schedulability of EDZL and EDF(k) through scheduling simulation by measuring the ratio of successfully scheduled task sets. EDZL can successfully schedule 7.0% more task sets than EDF(k).
随着多处理器(或多核)实时系统的普及,对多处理器实时调度算法进行了大量的研究。本工作评估了EDZL(最早截止日期直到零松弛),一种实时多处理器系统的调度算法。首先,我们比较了EDZL可调度性测试的性能。我们测量和比较每个测试所接受的任务集的比率。我们还研究了EDZL可调度性测试之间的优势性,发现基于需求的测试和基于利用率的测试的结合是一个有效的组合。其次,我们比较了EDZL和EDF(k)的可调度性。证明了EDZL可调度性测试的并集支配EDF(k)可调度性测试,即EDZL可调度性测试的并集可以容纳EDF(k)可调度性测试所允许的所有任务集。通过调度仿真,比较了EDZL和EDF(k)的可调度性,测量了成功调度任务集的比例。EDZL比EDF(k)多成功调度7.0%的任务集。
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引用次数: 0
Study on the Filter Integrated with High Transmission and Ultra-Wideband Electromagnetic Shielding Function in the View of Surface Plasmon 从表面等离子体的角度研究高传输超宽带电磁屏蔽滤波器
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810124
Kui Wen, Xianjun Huang, Rici Tang, Yuanlong Liang, Peiguo Liu
The generation of a strong electromagnetic weapon requires the electromagnetic protection performance of the photoelectric system, including the high shielding and ultra-wideband protection characteristics against strong electromagnetic attacks and superhigh infrared transmittance. This article aims to excite surface plasmons by etching a subwavelength circular structure array run through a metal film. At the same time, the local field enhancement effect based on surface plasmons is used to tune specific wavelengths of light, achieving the goal of enhancing the optical transmission effect. Ulteriorly, the amplitude and position of the infrared response peak are controlled by optimizing the structural geometric parameters to achieve filtering effects in different wavebands. Furthermore, through the inversion calculation of the transmission spectrum of the circle array structure in the visible light band, the different colors of its surface under different parameters can correspond one-to-one to its performance, so as to intuitively identify different filter types and their performance. Meanwhile, the remaining metal film after etching off the circle array structure region constitutes an ultra-wideband shielding layer as a continuous conductor, achieving a shielding efficiency of more than 45 dB in the radar band (1–18 GHz). It is worth noting that the cascaded theory combines ultra-thin metal films with thick substrates to solve the problem of software running for long periods of time and under high loads during the simulation of light propagation. This scheme greatly reduces the error between simulation and practical application.
强电磁武器的产生需要光电系统的电磁防护性能,包括对强电磁攻击的高屏蔽和超宽带防护特性,以及超高的红外透过率。本文的目的是通过蚀刻穿过金属薄膜的亚波长圆形结构阵列来激发表面等离子体。同时,利用基于表面等离子体的局部场增强效应对特定波长的光进行调谐,达到增强光传输效果的目的。最后,通过优化结构几何参数控制红外响应峰的幅度和位置,实现不同波段的滤波效果。此外,通过对圆形阵列结构在可见光波段的透射光谱进行反演计算,其表面在不同参数下的不同颜色可以与其性能一一对应,从而直观地识别出不同的滤光片类型及其性能。同时,圆形阵列结构区域蚀刻后的剩余金属膜作为连续导体构成超宽带屏蔽层,在雷达波段(1-18 GHz)内实现了45 dB以上的屏蔽效率。值得注意的是,级联理论将超薄金属薄膜与厚衬底相结合,解决了光传播模拟过程中软件长时间高负荷运行的问题。该方案大大减小了仿真与实际应用之间的误差。
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引用次数: 0
Cytotoxic Evaluation of Effective Ecoproduce (EEP) as a Potential Root Canal Irrigant: A Preliminary In Vitro Study 有效生态产物(EEP)作为潜在根管冲洗剂的细胞毒性评价:初步体外研究
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810125
Wong Kiong Hung, A. Mahyuddin, S. Sockalingam, Zaleha Shafiei, Mariati Abdul Rahman, Nurul Inaas Mahamad Apandi, Z. D. F. Abdul Ghani, Ahmad Shuhud Irfani Zakaria
Concerns have been raised about the usage of sodium hypochlorite (NaOCl) in endodontics following its toxic effects. Effective ecoproduce (EEP), an organic solution produced through the fermentation of fruit peels, exhibits antibacterial and antibiofilm action, suggesting its potential as an endodontic irrigant. However, studies on its cytotoxicity are limited. This in vitro study aimed to evaluate the cytotoxic effects of EEP at different concentrations and fermentation periods against the MC3T3-E1 cell. EEP derived from orange and pineapple peel waste and fermented for 3 and 6 months was prepared from 100% to 0.78% concentration. Briefly, 2.5% NaOCl was used as the comparison group. Cell viability was analysed using Alamar Blue and Live and Dead Cell assay. A transmission electron microscope (TEM) was used to evaluate ultrastructural changes to the cells. Data analysis was performed using a two-way mixed Analysis of Variance (ANOVA). EEP exhibited concentration-dependent cytotoxicity regardless of the fermentation period (p > 0.05). A concentration below 6.25% was non-cytotoxic and comparable to the negative control (p > 0.05). Live and Dead Cell assay and TEM analysis complement the findings. The mean cell viability of EEP at all concentrations for both fermentation periods was significantly higher than that of 2.5% NaOCl (p < 0.05). Conclusively, 6.25% EEP fermented for 3 and 6 months are non-cytotoxic and can serve as an alternative endodontic irrigants.
次氯酸钠(NaOCl)在牙髓病治疗中的毒性作用引起了人们的关注。有效生态产物(EEP)是一种通过果皮发酵产生的有机溶液,具有抗菌和抗生物膜作用,表明其作为根管冲洗剂的潜力。然而,对其细胞毒性的研究是有限的。本体外研究旨在评估不同浓度和发酵期的EEP对MC3T3-E1细胞的细胞毒性作用。从橙子和菠萝皮废料中提取并发酵3个月和6个月的EEP的浓度为100%至0.78%。简而言之,2.5%的NaOCl被用作对照组。使用Alamar Blue和活细胞和死细胞测定法分析细胞活力。使用透射电子显微镜(TEM)来评估细胞的超微结构变化。使用双向混合方差分析(ANOVA)进行数据分析。无论发酵期如何,EEP都表现出浓度依赖性的细胞毒性(p>0.05)。低于6.25%的浓度是无细胞毒性的,与阴性对照组相当(p>0.05),活细胞和死细胞分析以及TEM分析补充了这一发现。所有浓度的EEP在两个发酵期的平均细胞活力均显著高于2.5%的NaOCl(p<0.05)。总之,6.25%的EEP发酵3个月和6个月是无细胞毒性的,可以作为一种替代的牙髓冲洗剂。
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引用次数: 0
Research on Optimization of Medical Waste Emergency Disposal Transportation Network for Public Health Emergencies in the Context of Intelligent Transportation 智能交通背景下突发公共卫生事件医疗废物应急处置运输网络优化研究
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-08 DOI: 10.3390/app131810122
Fei Zhao, Xi Wang, Beibei Liu, Wenzhuo Sun, Zheng Liu
In order to build a more comprehensive emergency disposal and transportation network system for medical waste, it is necessary to consider various uncertain factors and data characteristics. Therefore, in the context of intelligent transportation, this article considers the uncertainty of the quantity and regional population density of infectious medical waste generation as well as the emergency disposal of infectious medical waste under multi-cycle and multi-objective conditions, and it constructs a multi-cycle emergency disposal logistics network optimization model for infectious medical waste under uncertain conditions. Through deterministic transformation of the model and data mining of the medical waste disposal logistics network in Wuhan, China, the multi-objective model under uncertain conditions was also solved and sensitivity analyzed using the MOPSO-NSGA2 intelligent algorithm, verifying the effectiveness and superiority of the algorithm.
为了构建更全面的医疗废物应急处置和运输网络系统,需要考虑各种不确定因素和数据特征。因此,本文在智能交通背景下,考虑感染性医疗废物产生量和区域人口密度的不确定性,以及多周期、多目标条件下感染性医疗废物应急处置的不确定性,构建了不确定条件下感染性医疗废物多周期应急处置物流网络优化模型。通过对中国武汉市医疗废物处置物流网络模型的确定性变换和数据挖掘,利用MOPSO-NSGA2智能算法求解了不确定条件下的多目标模型并进行了灵敏度分析,验证了算法的有效性和优越性。
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引用次数: 0
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Applied Sciences-Basel
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