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Fatty Acid Profile, Atherogenic and Thrombogenic Indices, and Meat Quality as the Effect of Feed Additive in African Catfish Clarias gariepinus (Burchell, 1822) 饲料添加剂对非洲鲇鱼脂肪酸谱、动脉粥样硬化和血栓形成指标及肉品质的影响(Burchell, 1822)
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810058
M. Bušová, L. Kouřimská, Marek Doležal, V. Ilko, D. Revenco, M. Zare, Jan Matoušek, I. Ferrocino, I. Franciosa, Petr Smejkal, Matěj Přeslička, M. Prokešová
Humic substances (HS) are often used as feesd additives in livestock feeding. The long-term effects of different concentrations of HS additives in aquafeed on growth and production performance, antioxidant status, stress resistance, gut microbiome, overall health condition, final product yield, sensory properties of fresh and cooked meat, and composition of fatty acids of market size in African catfish (Clarias gariepinus) originating from aquaculture were compared in this study. C. gariepinus were exposed to dietary inclusions of HS (0, 1, and 3, and 6% w/w) in a long-term experiment (six months in total) until fish reached market size. The growth parameters, condition factor, and selected somatic indices did not differ (p > 0.05) between the tested groups (HS0–HS6). Biochemical parameters were not different between the tested HS groups by the end of experiment, and only glucose (GLC) levels significantly increased (p < 0.05) with increasing concentrations of HS fed as an additive. The levels of cortisol (COR) and GLC did not differ between the tested groups (p > 0.05) after the stress challenge, but the results of GLC levels before and after the stress challenge showed an increasing tendency with increasing levels of HS addition in the diet. The levels of COR were slightly lower in groups HS3 and HS6 than in HS1 and the control group. In the case of protein and fat contents, differences between groups (HS0–HS6) were statistically insignificant. Significant differences were found, however, in water and ash content. In some cases, statistically significant differences were found in fatty acid profiles and in nutritional indices assessing fatty acids between samples. Sensory characteristics of fresh fillets did not differ between the tested groups HS0–HS6. The total content of polyphenols increased depending on the addition of humates. The main gut microbiota of samples analyzed (HS0–HS3 group) comprised the following three genera: Ralstonia, Pseudomonas and Cetobacterium; other genera were present in all samples at a low relative abundance: Staphylococcus, Bradyrhizobium, Bacillus, and Anaerobacillus. The relative abundance of Pseudomonas decreased while the presence of Cetobacterium increased in samples fed with 3% of HS. The results of our study yielded a comprehensive set of experimental results about African catfish fed with HS as additives. Although a significant effect of HS on overall performance of C. gariepinus was not proven, a positive effect on antioxidant status was seen as well as a decrease in gut microorganisms that can be present as pathogenic contaminants in aquatic environments.
腐殖物质(HS)经常被用作牲畜饲养中的饲料添加剂。水产饲料中不同浓度HS添加剂对生长和生产性能、抗氧化状态、抗逆性、肠道微生物组、整体健康状况、最终产品产量、新鲜和熟肉的感官特性的长期影响,本研究比较了原产于水产养殖的非洲鲶鱼(Clarias gariepinus)市场规模的脂肪酸组成。在一项长期实验中(总共六个月),C.gariepinus暴露于HS的饮食内含物(0、1、3和6%w/w)中,直到鱼类达到市场规模。受试组(HS0-HS6)的生长参数、条件因子和选定的体细胞指数没有差异(p>0.05)。到实验结束时,测试的HS组之间的生化参数没有差异,只有葡萄糖(GLC)水平随着作为添加剂的HS浓度的增加而显著增加(p<0.05)。应激挑战后,受试组之间的皮质醇(COR)和GLC水平没有差异(p>0.05),但应激挑战前后的GLC水平结果显示,随着饮食中HS添加水平的增加,GLC水平呈增加趋势。HS3和HS6组的COR水平略低于HS1和对照组。在蛋白质和脂肪含量的情况下,各组之间的差异(HS0-HS6)在统计学上不显著。然而,在水分和灰分方面发现了显著差异。在某些情况下,在脂肪酸图谱和评估样本之间脂肪酸的营养指数方面发现了统计学上的显著差异。新鲜鱼片的感官特征在测试组HS0-HS6之间没有差异。多酚的总含量随着腐殖酸盐的加入而增加。所分析样本的主要肠道微生物群(HS0-HS3组)包括以下三个属:雷氏菌属、假单胞菌属和Cetobacterium;其他属以较低的相对丰度存在于所有样本中:葡萄球菌、慢生根瘤菌、芽孢杆菌和厌氧杆菌。在喂食3%HS的样品中,假单胞菌的相对丰度降低,而Cetobacterium的存在增加。我们的研究结果得出了一套关于以HS为添加剂喂养非洲鲶鱼的全面实验结果。尽管HS对C.gariepinus的整体性能的显著影响尚未得到证实,但它对抗氧化状态有积极影响,并减少了在水生环境中可能作为致病污染物存在的肠道微生物。
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引用次数: 0
Effectiveness of Bonding Steel Elements with Polyester-Coated Paint 钢构件与聚酯涂层涂料结合的有效性
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810059
A. Rudawská, Arkadiusz Gola, J. Pizoń, Paweł Capała, Łukasz Wójcik
The aim of the paper is to assess the impact of the effectiveness of bonding steel elements with paint coating. The adhesive joints were made using two types of the adhesives: two-component epoxy resin adhesive based on Bisphenol A and polyurethane. Three types of adhesive joints were made: (i) reference samples, (ii) samples with a paint polyester coating, and (iii) samples with a zinc primer and paint polyester coating. These coatings were applied using the electrokinetic method. A shear strength test of the adhesive joints (EN DIN 1465 standard), a coating adhesion test (ASTM D3359-B standard), and surface wettability tests (based on contact angle) were used. Through analyzing the test results, it can be seen that the strength of the adhesive joints of the reference samples made with epoxy adhesive is 46% lower than that of the specimens with primer and paint coating applied. However, in the case of the adhesive joints made with the polyurethane adhesive, the aforementioned difference in the strength value of the adhesive joints of the reference samples and paint-coated samples with an applied primer is 76%. Adherends with a paint coating and a previously applied primer obtained the lowest value of the contact angle (38.72°) and are characterized by good wettability.
本文的目的是评估用油漆涂层粘合钢元件的有效性的影响。采用双酚A双组分环氧树脂胶粘剂和聚氨酯胶粘剂两种胶粘剂制作了粘接接头。制作了三种类型的粘合接头:(i)参考样品,(ii)具有涂料聚酯涂层的样品,以及(iii)具有锌底漆和涂料聚酯涂层。这些涂层是使用电动方法涂覆的。使用粘合接头的剪切强度测试(EN DIN 1465标准)、涂层附着力测试(ASTM D3359-B标准)和表面润湿性测试(基于接触角)。通过对试验结果的分析可以看出,使用环氧胶粘剂制成的参考样品的粘接接头强度比使用底漆和油漆涂层的样品低46%。然而,在用聚氨酯粘合剂制成的粘合接头的情况下,参考样品和涂有底漆的涂料样品的粘合接头强度值的上述差异为76%。具有油漆涂层和先前涂覆的底漆的粘附物获得了最低的接触角值(38.72°),并且具有良好的润湿性。
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引用次数: 0
Oscillating Nonlinear Acoustic Waves in a Mooney–Rivlin Rod Mooney-Rivlin棒中振动的非线性声波
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810037
A. Karakozova, Sergey Kuznetsov
Harmonic wave excitation in a semi-infinite incompressible hyperelastic 1D rod with the Mooney–Rivlin equation of state reveals the formation and propagation of the shock wave fronts arising between faster and slower moving parts of the initially harmonic wave. The observed shock wave fronts result in the collapse of the slower moving parts being absorbed by the faster parts; hence, to the attenuation of the kinetic and the elastic strain energy with the corresponding heat generation. Both geometrically and physically nonlinear equations of motion are solved by the explicit Lax–Wendroff numerical tine-integration scheme combined with the finite element approach for spatial discretization.
基于Mooney-Rivlin状态方程的半无限不可压缩超弹性一维棒中的谐波激发揭示了在初始谐波的快、慢运动部分之间产生的激波锋面的形成和传播。观测到的激波锋面导致运动较慢的部分坍塌,被运动较快的部分吸收;因此,随着相应的热生成,动能和弹性应变能的衰减。采用显式Lax-Wendroff数值时间积分格式结合空间离散化有限元方法求解几何和物理非线性运动方程。
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引用次数: 0
Study of Cyclic Plasticity and Creep Ratchet Behavior of PTFE PTFE的循环塑性和蠕变棘轮行为研究
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810039
Hongyan Liu, Lei Zhang, Kun Lu, Bingjun Gao
Due to its superior corrosion resistance and low coefficient of friction, polytetrafluoroethylene (PTFE) is extensively used in the aerospace, machinery, chemical, and pharmaceutical industries. However, PTFE components encounter complex alternating stresses, resulting in ratchet and creep, which will affect the component’s reliability. It is therefore necessary to clarify the PTFE’s resistance to ratchet and creep. In this paper, uniaxial ratchet and tensile creep experiments were conducted at five temperatures on a PTFE dog-bone tensile specimen. At various temperatures and stress levels, the effects of average stress and stress amplitude on the cyclic plastic behavior of PTFE were investigated. It is demonstrated that the ratchet strains and strain rates at 23 °C are greater than those at 50 °C. The reason for this is that the PTFE material exhibits different crystal states at these two temperatures. At temperatures above 50 °C, the ratchet strain and ratchet strain rate increase with temperature. At temperatures above 100 °C, the ratchet strain and ratchet strain rate of PTFE materials increase more rapidly due to the glass transition. By analyzing the creep strain and ratchet strain of specimens subjected to varying levels of average and amplitude stress, it was discovered that the creep strain and ratchet strain caused by the average stress under the same stress increment were greater than those caused by the amplitude stress.
聚四氟乙烯(PTFE)具有优异的耐腐蚀性和低摩擦系数,广泛应用于航空航天、机械、化工和制药行业。然而,PTFE部件会遇到复杂的交变应力,导致棘轮和蠕变,这将影响部件的可靠性。因此,有必要阐明PTFE对棘轮和蠕变的抵抗力。本文在聚四氟乙烯狗骨拉伸试样上进行了五种温度下的单轴棘轮蠕变和拉伸蠕变实验。研究了在不同温度和应力水平下,平均应力和应力幅值对PTFE循环塑性行为的影响。研究表明,23°C时的棘轮应变和应变速率大于50°C时。其原因是PTFE材料在这两个温度下表现出不同的结晶状态。在50°C以上的温度下,棘轮应变和棘轮应变速率随着温度的升高而增加。在100°C以上的温度下,由于玻璃化转变,PTFE材料的棘轮应变和棘轮应变速率增加得更快。通过分析不同平均应力和振幅应力水平下试样的蠕变应变和棘轮应变,发现在相同应力增量下,平均应力引起的蠕变应变及棘轮应变大于振幅应力引起。
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引用次数: 0
Application of Traffic Weighted Multi-Maps Based on Disjoint Routing Areas for Static Traffic Assignment 基于非联合路由区域的交通加权多地图在静态交通分配中的应用
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810071
Alvaro Paricio-Garcia, Miguel A. López-Carmona
Urban traffic congestion is a pressing issue, demanding effective and cost-efficient solutions. This paper develops the Traffic Weighted Multi-Maps (TWM) method to solve the Traffic Assignment Problem in Intelligent Transportation Systems (ITS). TWM offers drivers diverse views of the network, promoting path diversity and adaptability. Providing an optimal TWM configuration to the traffic demand in terms of structure and allocation policy is a challenging issue as it usually depends on the size of the network and its complexity. The paper explores TWM generation and assignment by applying routing areas based on semi-disjointed k-shortest paths and allocating them using a per-sub flow optimized assignment policy. This approach allows obtaining a pseudo-optimal solution for static traffic assignment with similar results in terms of total travel time compared to the direct solution of calculating optimal map weights and the theoretical system optimum. It offers a cost-effective solution valid for wide urban areas, as the TWM calculation depends on the variety of the traffic flows and the number of semi-disjoint routing areas considered instead of the network complexity and size. Urban network experiments with synthetic traffic demands are studied under different TWM adoption rates, comparing results with existing traffic assignment policies and estimation methods. It highlights its potential for enhancing urban traffic management. Overall, TWM presents a promising approach to addressing urban traffic congestion efficiently.
城市交通拥堵是一个紧迫的问题,需要有效和经济的解决方案。针对智能交通系统中的交通分配问题,提出了交通加权多地图(TWM)方法。TWM为驾驶员提供了不同的网络视图,促进了路径的多样性和适应性。在结构和分配策略方面为流量需求提供最优的TWM配置是一个具有挑战性的问题,因为它通常取决于网络的规模和复杂性。本文通过应用基于半不相交k-最短路径的路由区域,并使用每子流优化分配策略对TWM的生成和分配进行了探讨。这种方法可以获得静态交通分配的伪最优解,与计算最优地图权重和理论系统最优的直接解相比,在总行程时间方面具有相似的结果。它提供了一个经济有效的解决方案,适用于广泛的城市地区,因为TWM的计算取决于交通流的变化和考虑的半不连接路由区域的数量,而不是网络的复杂性和规模。研究了不同TWM采用率下具有综合交通需求的城市网络实验,并与现有的交通分配策略和估计方法进行了比较。它突出了它在加强城市交通管理方面的潜力。总体而言,TWM提供了一种有效解决城市交通拥堵的有前途的方法。
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引用次数: 1
Synergistic Effect of Nonthermal Plasma and ZnO Nanoparticles on Organic Dye Degradation 非热等离子体和ZnO纳米颗粒对有机染料降解的协同效应
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810045
E. Abdel-Fattah, S. Alotibi
The synergetic effect of nonthermal plasma and ZnO nanoparticles (NPs) on the degradation efficiency of methylene blue was investigated. First, the ZnO nanoparticles were synthesized via the hydrothermal route; the spherical nanoparticles had diameters of 30–50 nm, as observed with a scanning electron microscope (SEM), and had hexagonal ZnO lattice structures, which was confirmed by both X-ray diffraction (XRD) and Raman spectroscopy. The X-ray-photoemission spectroscopy confirmed the ZnO composition and the presence of oxygen vacancies; meanwhile, the optical band gap energy was 3.17 eV. The optical emission of plasma radiation confirmed the presence of various active plasma species. Second, it was found that the maximum degradation efficiency of MB after 60 min was 85% in plasma alone and increased to 95% when combined with 0.2 gL−1 ZnO; but this decreased to 75% when ZnO loading increased to 0.4 gL−1. These results clearly show that combining plasma with the right amount of ZnO is a promising advanced oxidation technique as it provides an additional source of hydroxyl radicals and, at the same time, a source of photons that can excite the ZnO catalyst. The degradation mechanism for plasma alone and the plasma in combination with ZnO was presented.
研究了非热等离子体和ZnO纳米粒子对亚甲基蓝降解效率的协同效应。首先,采用水热法制备ZnO纳米颗粒;扫描电镜(SEM)观察到纳米颗粒直径为30 ~ 50 nm, x射线衍射(XRD)和拉曼光谱(Raman spectroscopy)证实了纳米颗粒具有六边形ZnO晶格结构。x射线光发射光谱证实了ZnO的组成和氧空位的存在;光学带隙能量为3.17 eV。等离子体辐射的光学发射证实了各种活性等离子体的存在。其次,发现单独在等离子体中,MB在60 min后的最大降解效率为85%,当与0.2 gL−1 ZnO结合时,降解效率提高到95%;但当ZnO负载增加到0.4 gL−1时,这一比例下降到75%。这些结果清楚地表明,将等离子体与适量的ZnO结合是一种很有前途的高级氧化技术,因为它提供了额外的羟基自由基来源,同时也提供了可以激发ZnO催化剂的光子来源。介绍了等离子体单独降解和等离子体与氧化锌复合降解氧化锌的机理。
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引用次数: 0
Editorial on “Design, Analysis, and Measurement of Antennas” 《天线的设计、分析与测量》社论
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810069
Nasser Ojaroudi
The area of modern wireless communication systems has experienced rapid growth, leading to a rising demand for multifunctional devices capable of providing various wireless services [...]
现代无线通信系统领域经历了快速增长,导致对能够提供各种无线服务的多功能设备的需求不断上升[…]
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引用次数: 1
Fabrication of Spiny-like Spherical Copper Metal–Organic Frameworks for the Microextraction of Arsenic(III) from Water and Food Samples before ICP-MS Detection 用于ICP-MS检测前从水和食品样品中微量提取砷(III)的针状球形铜金属有机框架的制备
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810036
M. Habila, Z. Alothman, Mohamed Sheikh, Saleh O. Alaswad
Spiny-like spherical copper metal–organic frameworks (SSC-MOFs) were prepared and characterized via SEM, TEM, EDS, XRD, FTIR and the BET surface area. The fabricated SSC-MOFs were applied to develop a procedure for the microextraction of trace arsenic(III) for preconcentration. The results show that a copper- and imidazole-derived metal–organic framework was formed in a sphere with a spiny surface and a surface area of 120.7 m2/g. The TEM confirmed the perforated network structures of the SSC-MOFs, which were prepared at room temperature. The surface functional groups were found to contain NH and C=N groups. The XRD analysis confirmed the crystalline structure of the prepared SSC-MOFs. The application for the process of microextracting the arsenic(III) for preconcentration was achieved with superior efficiency. The optimum conditions for the recovery of the arsenic(III) were a pH of 7 and the use of a sample volume up to 40 mL. The developed SSC-MOF-derived microextraction process has an LOD of 0.554 µg·L−1 and an LOQ of 1.66 µg·L−10. The developed SSC-MOF-derived microextraction process was applied for the accurate preconcentration of arsenic(III) from real samples, including food and water, with the promised performance efficiency.
通过SEM、TEM、EDS、XRD、FTIR和BET表面积制备并表征了类自旋球形铜金属-有机框架(SSC MOFs)。将制备的SSC MOFs用于开发微量砷(III)的微萃取预富集程序。结果表明,铜和咪唑衍生的金属-有机骨架形成在一个具有多刺表面和120.7m2/g表面积的球体中。TEM证实了在室温下制备的SSC MOFs的穿孔网络结构。发现表面官能团含有NH和C=N基团。XRD分析证实了所制备的SSC MOFs的晶体结构。应用微萃取法对砷(Ⅲ)进行预富集,效果显著。回收砷(III)的最佳条件是pH为7,样品体积高达40 mL。所开发的SSC MOF衍生微萃取工艺的LOD为0.554µg·L−1,LOQ为1.66µg·L−10。所开发的SSC MOF衍生微萃取工艺用于从包括食品和水在内的真实样品中准确预富集砷(III),具有预期的性能效率。
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引用次数: 0
Comparative Analysis of Urban Heat Island Cooling Strategies According to Spatial and Temporal Conditions Using Unmanned Aerial Vehicles(UAV) Observation 基于无人机观测的城市热岛降温策略时空对比分析
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810052
Young-Il Cho, Donghyeon Yoon, Moung-Jin Lee
Heat island cooling strategies (HICSs) are used to mitigate urban heat island phenomena and adapt to climate change as proposed by the U.S. Environmental Protection Agency (EPA), the Intergovernmental Panel on Climate Change (IPCC), and the World Health Organization (WHO). This study investigated urban heat island reduction and assessed the cooling effect of HICSs under various temporal and spatial conditions in urban areas. The study area was the Mugye-dong urban area in South Korea. To identify the effectiveness of heat island cooling strategies (HICSs), unmanned aerial vehicle (UAV)-based remote sensing and microclimate sensors were used to generate land cover, sky view factor (SVF) distribution, and land surface temperature (LST) maps of the study area. Differences in cooling effect according to spatial density (SD) were identified by dividing the SVF into five intervals of 0.2. Temporal changes were investigated throughout the day and under cloudiness-based meteorological conditions affected by solar radiation or less affected by solar radiation. Lower SD was associated with a greater cooling effect; meteorological conditions affected by solar radiation had a stronger cooling effect. The variation of the daytime cooling effect increased with decreasing SD. The difference in cooling effect between morning and afternoon was <1 °C under conditions less affected by solar radiation. Under conditions affected by solar radiation, the maximum temperatures were −6.716 °C in urban green spaces and −4.292 °C in shadow zones, whereas the maximum temperature was −6.814 °C in ground-based albedo modification zones; thus, differences were greater under conditions affected by solar radiation than under conditions less affected by solar radiation. As a result, it was found that HICS show a high cooling effect, high diurnal variation, and high morning-afternoon deviation under weather conditions with low SD and under conditions affected by solar radiation. This study quantitatively calculated the cooling effect of HICSs applied in urban areas under various spatiotemporal conditions and compared differences by technology. Accordingly, it is believed that it will serve as a basis for supporting the practical effects of the concepts presented by international organizations for climate change adaptation.
根据美国环境保护署(EPA)、政府间气候变化专门委员会(IPCC)和世界卫生组织(世界卫生组织)的建议,使用热岛冷却策略(HICS)来缓解城市热岛现象并适应气候变化。本研究调查了城市热岛效应的减少,并评估了HICS在城市不同时空条件下的降温效果。研究区域为韩国木叶洞市区。为了确定热岛冷却策略(HICS)的有效性,使用基于无人机的遥感和小气候传感器来生成研究区域的土地覆盖、天空视角因子(SVF)分布和地表温度(LST)图。通过将SVF划分为0.2的五个区间来识别根据空间密度(SD)的冷却效果的差异。在受太阳辐射影响或受太阳辐射较小的基于云量的气象条件下,对全天的时间变化进行了调查。SD越低,冷却效果越强;受太阳辐射影响的气象条件具有较强的降温作用。白天降温效果的变化随着SD的降低而增加。在受太阳辐射影响较小的条件下,上午和下午的降温效果差异<1°C。在受太阳辐射影响的条件下,城市绿地的最高温度为−6.716°C,阴影区的最高温度是−4.292°C,而地基反照率修正区的最高气温是−6.814°C;因此,在受太阳辐射影响的条件下,差异比在受太阳照射影响较小的条件下更大。结果发现,在SD较低的天气条件下和受太阳辐射影响的条件下,HICS表现出较高的冷却效果、较高的日变化和较高的上午-下午偏差。本研究定量计算了在不同时空条件下应用于城市地区的HICS的冷却效果,并通过技术比较了差异。因此,人们相信,它将成为支持国际组织提出的适应气候变化概念的实际效果的基础。
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引用次数: 0
A Biomedical Relation Extraction Method Based on Graph Convolutional Network with Dependency Information Fusion 基于依赖信息融合的图卷积网络的生物医学关系提取方法
IF 2.7 4区 综合性期刊 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2023-09-06 DOI: 10.3390/app131810055
Wanli Yang, L. Xing, Longbo Zhang, Hongzhen Cai, Maozu Guo
Biomedical texts are relatively obscure in describing relations between specialized entities, and the automatic extraction of drug–drug or drug–disease relations from massive biomedical texts presents a challenge faced by many researchers. To this end, this paper designs a relation extraction method based on dependency information fusion to improve the predictive power of the model for the relations between given biomedical entities. Firstly, we propose a local–global pruning strategy for the dependency syntax tree. Next, we propose the construction of a dependency type matrix for the pruned dependency tree to incorporate sentence dependency information into the model to feature extraction. We then incorporate attention mechanism into the graph convolutional model by calculating the attention weights of word–word dependencies, thus improving the traditional graph convolutional network. The model distinguishes the importance of different dependency information by attention weights, thus weakening the influence of interfering information such as word-to-word dependencies that are unrelated to entities in long sentences. In this paper, our proposed Dependency Information Fusion Attention Graph Convolutional Network (DIF-A-GCN) is evaluated on two biomedical datasets, DDI and CIVIC. The experimental results show that our proposed method based on dependency information fusion outperforms current state-of-the-art biomedical relation extraction models.
生物医学文本在描述专业实体之间的关系方面相对模糊,从大量生物医学文本中自动提取药物-药物或药物-疾病关系是许多研究人员面临的挑战。为此,本文设计了一种基于依赖信息融合的关系提取方法,以提高模型对给定生物医学实体之间关系的预测能力。首先,我们提出了依赖句法树的局部-全局剪枝策略。接下来,我们提出构建一个依赖类型矩阵,将句子依赖信息整合到模型中进行特征提取。然后通过计算词-词依赖关系的注意权值,将注意机制融入到图卷积模型中,从而改进了传统的图卷积网络。该模型通过注意权重来区分不同依赖信息的重要性,从而削弱了长句中与实体无关的词对词依赖等干扰信息的影响。本文在DDI和CIVIC两个生物医学数据集上对我们提出的依赖信息融合注意图卷积网络(DIF-A-GCN)进行了评估。实验结果表明,基于依赖信息融合的生物医学关系提取方法优于现有的生物医学关系提取模型。
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引用次数: 0
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