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Virtual Tour with Voice Assistant using Extended Reality 使用扩展现实语音助手的虚拟旅行
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4127.0612523
I. Kishor, K. Kumar, Aarya Sharma, Harsh Bansal
We are all aware that virtual reality is a new emerging technology in the modern era. Virtual reality has enormous potential across many industries like Education, Hospitality, Gaming, Army, Tourism, etc. It is the medium of creating our own world, our own customized reality. In this paper, we discussed the extended reality concepts to make the virtual tour of the college campus with real voice assistant service that based on IoT concept. It is the key to experiencing, feeling and touching the college premises, using VR Technology. With this project any of guests want to visit the college premises, He/She can do virtually with our assistant service. In hectic schedules, colleges are facing difficulties during visiting the college to the parents because all faculty members have their other work to do. With this problem, the virtual tour is a solution. So we make the virtual tour with unique voice assistant facility on the concept of IoT technology which will provide the information regarding the place where the visitor will enter for visit by the help of VR Headset.
我们都知道虚拟现实是当今时代的一项新兴技术。虚拟现实在教育、酒店、游戏、军队、旅游等许多行业都有巨大的潜力。它是创造我们自己的世界,我们自己定制的现实的媒介。本文探讨了扩展现实的概念,利用基于物联网概念的真实语音助手服务实现大学校园的虚拟漫游。利用虚拟现实技术来体验、感受和触摸校园是关键。有了这个项目,任何客人想要参观学院,他/她都可以通过我们的助理服务来完成。在繁忙的日程安排下,各大学的教职员工都有其他工作要做,因此在拜访家长时遇到了困难。对于这个问题,虚拟旅行是一个解决方案。因此,我们在物联网技术的概念上使用独特的语音助手设施进行虚拟游览,通过VR耳机为游客提供将要进入参观的地方的信息。
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引用次数: 0
Document Forgery Detection 文件伪造检测
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4165.0612523
Nandini N, Madhura C, Keerthi Joshi K, Devprakash B, Vandana M. Ladwani
Document forgery is an increasing problem for both private companies and public administrations. It can be said to represent the loss of time and resources. There are many classical solutions to these problems such as the detection of an integrated security pattern. In such cases, it is important that we resort to forensic techniques for the detection. The idea behind using these forensic techniques can also be implemented using artificial intelligence/machine learning which can be of lower cost and can provide the same or better results. The experimental result shows that multiple models have strong detection capability to detect multiple forgeries. In this paper, we have developed a different approach to detecting forgery in a document. The forgery we detect can be classified as hand-written signature forgery and copy-move forgery of any photo, text, or signature. We have developed a novel approach using capsule layers to detect a forgery in handwritten signatures. We also use ELA (Error Level Analysis) to detect any error in the compression levels of the image.
文件伪造是私营公司和公共行政部门日益严重的问题。可以说是时间和资源的损失。对于这些问题,有许多经典的解决方案,例如检测集成安全模式。在这种情况下,重要的是我们要借助法医技术进行检测。使用这些取证技术背后的想法也可以通过人工智能/机器学习来实现,这可以降低成本,并提供相同或更好的结果。实验结果表明,多个模型具有较强的检测能力,可以检测出多种伪造物。在本文中,我们开发了一种不同的方法来检测文件中的伪造。我们检测的伪造可以分为手写签名伪造和任何照片、文本或签名的复制-移动伪造。我们开发了一种新颖的方法,使用胶囊层来检测手写签名的伪造。我们还使用ELA(错误级别分析)来检测图像压缩级别中的任何错误。
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引用次数: 1
An Aggregator Framework for Transforming Big Data in Real-Time using PT-INDRNN 基于PT-INDRNN的大数据实时转换聚合器框架
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4150.0612523
S. R, Dr. Suneetha K R
The prediction of stock market prices based on the financial text sentiment classification using Machine Learning (ML) and Deep Learning (DL) models is becoming popular among researchers in the era of Big Data (BD). Nevertheless, owing to the lack of extensive analysis, most of the developed ML and DL models failed to achieve better classification results. Thus, for the real-time prediction of the polarity of the stock price, a Probability Tanh-Independently Recurrent Neural Network (PT-IndRNN)-based classification of the sentiment of the financial text data of Twitter is proposed to solve this problem. Primarily, by employing the corresponding API, the real-time financial data and Twitter data are extracted and stored in the MongoDB database using Apache Flume. This stored data with the historical big datasets are taken and pre-processed. Next, by deploying the proposed Hadoop Distributed File System (HDFS) clustering, the pre-processed stock market data and Twitter data in real-time, as well as the historical dataset, are combined separately. After that, the features are extracted from the clustered sentences. Then, by utilizing the Senti Word Net, the sentences chosen using Linear Scaling-Dwarf Mongoose Optimization Algorithm (LS-DMOA) are converted to negative and positive scores. In the end, the sentiment of the financial texts is classified by the PTh-Ind RNN, which is proved by obtaining reliable result values.
在大数据时代,基于机器学习(ML)和深度学习(DL)模型的金融文本情绪分类预测股票市场价格正在成为研究人员的热门话题。然而,由于缺乏广泛的分析,大多数已开发的ML和DL模型未能获得较好的分类结果。因此,为了实时预测股票价格的极性,提出了一种基于概率tanh独立递归神经网络(PT-IndRNN)的Twitter财经文本数据情感分类方法来解决这一问题。首先,通过使用相应的API,使用Apache Flume将实时财务数据和Twitter数据提取并存储在MongoDB数据库中。这些与历史大数据集一起存储的数据被提取并预处理。接下来,通过部署提出的Hadoop分布式文件系统(HDFS)集群,将预处理后的实时股市数据和Twitter数据以及历史数据集分别组合起来。然后,从聚类句子中提取特征。然后,利用Senti Word Net,将使用线性缩放-矮猫鼬优化算法(LS-DMOA)选择的句子转换为负分数和正分数。最后,利用PTh-Ind RNN对财经文本的情感进行分类,得到了可靠的结果值。
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引用次数: 0
Modeling and Simulation of Real-Time Virtual Machine Allocation in a Cloud Data Center 云数据中心虚拟机实时分配建模与仿真
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4182.0612523
S. Jason
For dynamic resource scheduling in cloud data centers, a novel lightweight simulation system is proposed; two existing simulation systems at the application level for cloud computing are reviewed; and results gained using the suggested simulation system are examined and discussed. The usage of resources and energy efficiency in cloud data centers can be improved by load balancing and the consolidation of virtual machines. An aspect of dynamic virtual machine consolidation that directly affects resource usage and the quality of service the system is delivering is the timing of when it is ideal to reallocate Virtual Machines from an overloaded host [1]. Because server overloads result in a lack of resources and a decline in application performance, they have an impact on quality of service. In order to determine the best answer, existing approaches to the problem of host overload detection typically rely on statistical analysis inspired by nature. These strategies' drawbacks include the fact that they provide less-than-ideal outcomes and prevent the explicit articulation of a Quality-of-Service target. By optimizing the mean inter-migration time under the defined Quality of Service target ideally, we present a novel method for detecting host overload for any stationary workload that is known and a particular state configuration [2]. We demonstrate that our technique exceeds the best benchmark algorithm and offers over 88%of the performance of the ideal offline algorithm through simulations with real-world workload traces from more than a thousand Virtual Machines.
针对云数据中心的动态资源调度问题,提出了一种新型的轻量级仿真系统;回顾了两个现有的云计算应用层模拟系统;并对所提出的仿真系统所得到的结果进行了检验和讨论。云数据中心的资源使用和能源效率可以通过负载平衡和虚拟机整合得到改善。动态虚拟机整合直接影响资源使用和系统提供的服务质量的一个方面是,何时从过载的主机重新分配虚拟机是理想的时机[1]。由于服务器过载会导致资源不足和应用程序性能下降,因此会影响服务质量。为了确定最佳答案,现有的主机过载检测问题的方法通常依赖于受自然启发的统计分析。这些策略的缺点包括它们提供的结果不太理想,并且阻碍了服务质量目标的明确表达。通过优化定义的理想服务质量目标下的平均迁移时间,我们提出了一种新方法,用于检测已知的任何固定工作负载和特定状态配置的主机过载[2]。我们证明了我们的技术超过了最好的基准算法,并且通过对来自一千多个虚拟机的真实工作负载跟踪的模拟,提供了超过88%的理想离线算法的性能。
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引用次数: 0
Reliability Evaluation of Radial Distribution Feeder Considering Two Load Modelling of Forecasted Electric Vehicle Load 考虑电动汽车负荷预测两种负荷建模的径向配料器可靠性评估
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4211.0612523
V. Rekha, Manish Kumar, Dr. E. Vidya Sagar
The use of an electric vehicle (EV) in place of an internal combustion engine reduces pollution and produces zero emissions. EVs need considerable electrical energy from the grid, and therefore it is necessary to evaluate the performance of the radial distribution system, including the Electrical Vehicle Charging Station (EVCS) load. The future EVCS load is forecasted using Holt's model, and then it is applied uniformly to the distribution system. This increases the magnitudes of currents, which are calculated using the backward and forward sweep method of load flow analysis. The increased magnitude of current moderates the operating temperature of the components and results in an increase in the average failure rate of feeder line sections. The percentage change in the average failure rate is assumed to be directly proportional to the percentage change in current, which in turn affects reliability indices such as SAIDI and ENS. The reliability analysis needs proper modelling of loads on the system and is taken as light and heavy load, considered this as two load model. The existing load without EVs of the distribution system is taken as a light load and the future load including the EV load during the charging period (5hrs) on the distribution system is taken as a heavy load. In this paper, the reliability indices of a radial distribution feeder are calculated for different cases like without EV load, with EV load and for different percentages of faults during EV load duration and the results are compared. This work is validated on IEEE33 standard distribution system.
使用电动汽车(EV)代替内燃机可以减少污染,实现零排放。电动汽车需要大量来自电网的电能,因此有必要对包括电动汽车充电站(EVCS)负载在内的径向配电系统的性能进行评估。利用霍尔特模型对未来电力系统负荷进行了预测,并将预测结果统一应用到配电网中。这增加了电流的大小,这是使用负载流分析的向后和向前扫描方法计算的。增加的电流幅度缓和了组件的工作温度,并导致馈线部分的平均故障率增加。假设平均故障率的百分比变化与电流的百分比变化成正比,进而影响到SAIDI和ens等可靠性指标。可靠性分析需要对系统上的负荷进行适当的建模,将其分为轻负荷和重负荷,认为这是两种负荷模型。将现有无电动汽车的配电系统负荷作为轻负荷,将未来包括电动汽车在充电期内(5hrs)对配电系统的负荷作为重负荷。本文计算了无电动汽车负荷、有电动汽车负荷和电动汽车负荷期间不同故障百分比情况下径向馈线的可靠性指标,并对结果进行了比较。并在IEEE33标准配电系统上进行了验证。
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引用次数: 0
Reliability Improvement of Composite Power System using UPFC 采用UPFC技术提高复合电力系统可靠性
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4198.0612523
Dr. E. Sreeshobha, Prof. E. Vidyasagar
Together with quality power supply criteria, Composite Power System (CPS) reliability is also one of the important aspects of deciding the security of the CPS for a given load demand. In the current paper, the reliability of CPS is evaluated. The Newton Raphson (NR) approach is implemented in Power System Simulation for Engineering (PSSE) software to take into account, the load flows, then the power available to the load points, to evaluate the reliability of CPS. Newton Raphson NR Method was implemented by considering different contingencies of the CPS. Power available to the load points obtained by the NR method is critical in identifying the successful operating state of the CPS. Expected Load Curtailment (ELC), Number of Load Curtailment (NLC), Expected Energy Not Supplied (EENS), and Severity Index (SI) are the crucial dependability indices that are assessed. The main objective of the Reliability evaluation of the CPS is to investigate the scope for the improvement of reliability and explore the possible schemes to improve CPS reliability. The Unified Power Flow Controller (UPFC) one of the Flexible AC Transmission Systems is incorporated into the CPS to analyze the improvement in the reliability of the system. Further, the effect of UPFC on the power-carrying capacity of the lines under contingency conditions, resulting in the failure mode of CPS operation is examined. Improvement in the reliability indices of the system is observed due to UPFC incorporation.
与优质供电标准一样,复合电源系统的可靠性也是决定复合电源系统在给定负载需求下安全性的重要方面之一。本文对CPS的可靠性进行了评价。在电力系统仿真工程(PSSE)软件中采用牛顿-拉夫森(NR)方法,首先考虑负载流,然后考虑负载点的可用功率,从而评估CPS的可靠性。牛顿Raphson NR方法考虑了CPS的不同偶然性。通过NR方法获得的负载点可用功率对于确定CPS是否成功运行状态至关重要。预期减载(ELC)、减载次数(NLC)、预期不供能(EENS)和严重程度指数(SI)是评估电力系统可靠性的关键指标。CPS可靠性评估的主要目的是研究可靠性改进的范围,探索提高CPS可靠性的可能方案。将柔性交流输电系统中的统一潮流控制器UPFC (Unified Power Flow Controller)引入到CPS中,分析系统可靠性的提高情况。进一步分析了在突发情况下UPFC对线路载电量的影响,从而导致CPS运行的失效模式。由于UPFC的加入,系统的可靠性指标得到了改善。
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引用次数: 0
Effect of a Single Fault Passage Indicator Placement on Radial Distribution System Reliability under Two Weather Conditions 两种天气条件下单个故障通道指示器放置对径向配电系统可靠性的影响
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4202.0612523
G. Kirankumar, V. Rekha, Dr. E. Vidya Sagar
The components in the overhead electrical network are continuously exposed to the physical environment of varying weather conditions. If the weather around an electrical network is normal and consistent throughout a certain period of time, then the weather can be modelled as normal or single weather (SW). However, in practice, the overhead electrical network is always subjected to varying weather conditions such as normal weather and adverse weather then the weather is modelled as two weather (TW) model. Adverse weather (AW) can cause significant physical damage to the components, resulting in higher average failure rates and longer durations for power restoration. Without considering the weather conditions, the reliability assessment of the overhead electric power distribution system can be over-optimistic, and influence the planning and design decisions. The investigation of system reliability under two weather conditions provides the effect of percentage failures that occurs in severe weather conditions on average interruption duration per customer per year and the amount of energy not supplied per customer per year. This paper evaluates the reliability of a radial distribution system (RDS) considering single weather and two weather conditions. Further, the effect of the fault passage indicator placement on RDS under SW and TW is also evaluated. A fault passage indicator (FPI) is a device that indicates and communicates the fault's location to the operator hence reducing the fault identification time and improving the system reliability by reducing the outage duration time.
架空电网中的组件持续暴露在各种天气条件下的物理环境中。如果电网周围的天气在一段时间内是正常和一致的,那么天气可以被建模为正常或单一天气(SW)。然而,在实际应用中,架空电网总是受到各种天气条件的影响,如正常天气和恶劣天气,因此将天气建模为双天气(TW)模型。恶劣天气(AW)会对组件造成严重的物理损坏,导致更高的平均故障率和更长的恢复时间。在不考虑天气条件的情况下,对架空配电系统的可靠性评估可能会过于乐观,从而影响规划设计决策。对两种天气条件下系统可靠性的调查提供了在恶劣天气条件下发生的故障百分比对每位客户每年平均中断时间和每位客户每年未供应的能源量的影响。本文考虑了单一天气和两种天气条件,对径向配电系统的可靠性进行了评价。在此基础上,进一步分析了断层通道指示物的放置对断层动态响应的影响。故障通道指示器(FPI)是一种向操作员指示并传达故障位置的设备,从而减少故障识别时间,并通过减少停机时间来提高系统可靠性。
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引用次数: 0
Effect of Hybrid FRP Confinement on Tin Slag Polymer Concrete Compressive Strength 复合玻璃钢约束对锡渣聚合物混凝土抗压强度的影响
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4196.0612523
Muhamad Soffi Manda, M. Rejab, S. A. Hassan, M. U. Wahit
This study investigates the strength enhancement of Tin Slag Polymer Concrete (TSPC) under hybrid GFRP and CFRP confinement in comparison with mono GFRP and CFRP confinement on TSPC circular short column samples. Hybrid FRP confinement is prepared by wrapping TSPC with GFRP followed by CFRP both 1 layer using epoxy Sikadur 330 as matrix binders with 50 mm overlap. Compression test was performed on unconfined TSPC (TSPC-UC), TSPC with GFRP confinement (TSPC-GF), TSPC with CFRP confinement (TSPC-CF) and TSPC with hybrid FRP confinement (TSPC-HB) with 1mm/ min loading rate. The test results have revealed that the ultimate strengths are 59.19 MPa (TSPC-UC), 85.54 MPa (TSPC-GF), 108.77 MPa (TSPC-CF) and 124.59 MPa (TSPC-HB). The corresponding compressive strain measured at ultimate compressive strength is 0.0300 (TSPC-UC), 0.0453 (TSPC-GF), 0.0398 (TSPC-CF) and 0.0588 (TSPC-HB). Stress versus strain curve has shown that compared to TSPC-UC, externally strengthen sample with GFRP, CFRP and Hybrid FRP have enhanced TSPC strength with slight different behavior. TSPC-GF has less strength enhancement with larger strain while TSPC-CF provide larger strength enhancement but with lower strain. However, TSPC-HB has shown the highest strength enhancement with larger strain benefit from combined GFRP and CFRP properties. Failure mode of hybrid FRP confinement on TSPC (TSPC-HB) has shown combination of both FRP components failure mode (TSPC-GF and TSPC-CF) as in rupture pattern and delamination. The results of this study has provide findings on the effect of hybrid FRP confinement on TSPC circular column sample in close expectation based on literatures.
本文研究了锡渣聚合物混凝土(TSPC)在GFRP和CFRP复合约束下的强度增强,并与TSPC圆形短柱样品的单一GFRP和CFRP约束进行了比较。复合玻璃钢约束是通过用GFRP包裹TSPC,然后用CFRP包裹CFRP,两者都是1层,使用环氧树脂Sikadur 330作为基质粘合剂,重叠50毫米。在加载速率为1mm/ min的情况下,对无侧限的TSPC (TSPC- uc)、GFRP约束的TSPC (TSPC- gf)、CFRP约束的TSPC (TSPC- cf)和复合玻璃钢约束的TSPC (TSPC- hb)进行压缩试验。试验结果表明,TSPC-UC、TSPC-GF、TSPC-CF和TSPC-HB的极限强度分别为59.19 MPa、85.54 MPa、108.77 MPa和124.59 MPa。在极限抗压强度下测得的相应压应变分别为0.0300 (TSPC-UC)、0.0453 (TSPC-GF)、0.0398 (TSPC-CF)和0.0588 (TSPC-HB)。应力应变曲线表明,与TSPC- uc相比,GFRP、CFRP和混杂FRP外强化试样增强了TSPC强度,但表现略有不同。TSPC-GF在应变较大时强度增强较小,而TSPC-CF在应变较小时强度增强较大。然而,TSPC-HB在GFRP和CFRP复合性能下表现出最高的强度增强和更大的应变效益。复合玻璃钢约束在TSPC上的破坏模式(TSPC- hb)显示了两种玻璃钢构件的破坏模式(TSPC- gf和TSPC- cf),即破裂模式和分层。本研究的结果在文献的基础上,提供了复合玻璃钢约束对TSPC圆柱样品的密切期望影响的研究结果。
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引用次数: 0
Design of Waste Tyre Flexible Couplings for Generating Plant 发电厂废轮胎柔性联轴器的设计
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4194.0612523
B. Kareem, A. S. Lawal, S. Drisu
There is a growing need at creating wealth from wastes. Waste tyres have been littering our environment. There is need to create ways of utilizing them effectively after their critical mechanical properties have been investigated. Flexible couplings made of waste tyres were designed using power ratings and service factors of generating plant. Coupling sizes, dimensions, among other physical properties were selected at varying Internal Combustion Engine (ICE) speeds; 1000, 2000 and 3000 rpm, from which the choices of waste tyre couplings were made. The results of over 16 hours of running of the generating plant using coupling size F 60 selected based on service factor (1.5), engine speed (1000 rpm), bore diameters ( 42-48 mm) and power rating (11.10 kW) performed satisfactorily. Therefore, the waste tyre flexible couplings are capable of transmitting power/torque from the generating plant without failure within the test hours.
从废物中创造财富的需求日益增长。废旧轮胎在我们的环境中到处乱扔。在研究了它们的关键力学性能之后,有必要创造有效利用它们的方法。利用电厂额定功率和服务系数,设计了废轮胎柔性联轴器。在不同的内燃机(ICE)速度下,选择了耦合尺寸、尺寸以及其他物理性能;在1000、2000和3000转时,对废轮胎联轴器进行了选择。根据使用系数(1.5)、发动机转速(1000转/分)、内径(42-48毫米)和额定功率(11.10千瓦)选择联轴器尺寸f60,对电厂进行了16小时以上的运行,结果令人满意。因此,废轮胎柔性联轴器能够在测试小时内无故障地从发电厂传输功率/扭矩。
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引用次数: 0
Marathi Text Summarization using Extractive Technique 基于抽取技术的马拉地语文本摘要
Pub Date : 2023-06-30 DOI: 10.35940/ijeat.e4200.0612523
Mrs. Kirti Pankaj Kakde, Dr. H. M. Padalikar
Multilingualism has played a key role in India, where people speak and understand more than one language. Marathi, as one of the official languages inMaharashtra state, is often used in sources such as newspapers or blogs. However, manually summarizing bulky Marathi paragraphs or texts for easy comprehension can be challenging. To address this, text summarization becomes essential to make large documents easily readable and understandable. This research article focuses on single document text summarization using the Natural Language Processing (NLP) approach, a subfield of Artificial Intelligence. Automatic text summarization is employed to extract relevant information in a concise manner. Information Extraction is particularly useful when summarizing documents consisting of multiple sentences into three or four sentences. While extensive research has been conducted on English Text Summarization, the field of Marathi document summarization remains largely unexplored. This research paper explores extractive text summarization techniques specifically for Marathi documents, utilizing the LexRank algorithm along with Genism, a graph-based technique, to generate informative summaries within word limit constraints. The experiment was conducted on the IndicNLP Marathi news article dataset, resulting in 78% precision, 72% recall, and 75% F-measure using the frequency-based method, and 78% precision, 78% recall, and 78% F-measure using the Lex Rank algorithm.
多语制在印度发挥了关键作用,人们会说并理解一种以上的语言。马拉地语作为马哈拉施特拉邦的官方语言之一,经常被用于报纸或博客等来源。然而,手动总结冗长的马拉地语段落或文本以方便理解可能具有挑战性。为了解决这个问题,文本摘要对于使大型文档易于阅读和理解变得至关重要。本文主要研究人工智能的一个分支——自然语言处理(NLP)方法在单文档文本摘要中的应用。采用自动文本摘要,以简洁的方式提取相关信息。在将由多个句子组成的文档总结为三句或四句时,信息提取特别有用。虽然对英语文本摘要进行了广泛的研究,但马拉地语文档摘要领域仍未得到广泛的探索。本研究论文探索了专门针对马拉地语文档的提取文本摘要技术,利用LexRank算法和Genism(一种基于图的技术)在字数限制约束下生成信息丰富的摘要。在IndicNLP马拉地语新闻文章数据集上进行了实验,使用基于频率的方法获得了78%的精度、72%的召回率和75%的F-measure,使用Lex Rank算法获得了78%的精度、78%的召回率和78%的F-measure。
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引用次数: 0
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International Journal of Engineering and Advanced Technology
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