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MALICIOUS URL RECOGNITION AND DETECTION USING ATTENTION-BASED CNN-LSTM

  • Peng, Yongfang;Tian, Shengwei;Yu, Long;Lv, Yalong;Wang, Ruijin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.13 no.11
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    • pp.5580-5593
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    • 2019
  • A malicious Uniform Resource Locator (URL) recognition and detection method based on the combination of Attention mechanism with Convolutional Neural Network and Long Short-Term Memory Network (Attention-Based CNN-LSTM), is proposed. Firstly, the WHOIS check method is used to extract and filter features, including the URL texture information, the URL string statistical information of attributes and the WHOIS information, and the features are subsequently encoded and pre-processed followed by inputting them to the constructed Convolutional Neural Network (CNN) convolution layer to extract local features. Secondly, in accordance with the weights from the Attention mechanism, the generated local features are input into the Long-Short Term Memory (LSTM) model, and subsequently pooled to calculate the global features of the URLs. Finally, the URLs are detected and classified by the SoftMax function using global features. The results demonstrate that compared with the existing methods, the Attention-based CNN-LSTM mechanism has higher accuracy for malicious URL detection.

Implementation of Intelligent Web Service Access Management for Supporting High Ava ilability and Business Continuity (고 가용성과 업무의 연속성 보장을 위한 지능적 웹 서비스 접속관리의 구현 방안에 관한 연구)

  • Joong Kang-Itrun;Lee Kwang-Eooung
    • Journal of the Korea Society of Computer and Information
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    • v.10 no.5 s.37
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    • pp.151-160
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    • 2005
  • High availability and business continuity in the mission critical enterprise environment have been a matter of primary concern. It is desirable to implement replicated servers, duplicated devices and disaster recovery sites so that these issues are accomplished. When that happens, web browser's users may be accessed web server through a specific Uniform Resource Locator. A critical issue arises if web browser's users recklessly change the URL and access into other site. In this case, data integrity between duplicated sites may not be guaranteed. In this paper, we introduce the method of integrating the technologies of user authentication, certificate authority and business continuity and Propose the design and implementation of intelligent service access management.

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New Fast and Cost effective Chien Search Machine Design Using Galois Subfield Transformation (갈로이스 부분장 변환을 이용한 새로운 고속의 경제적 치엔탐색기의 설계법에 대하여)

  • An, Hyeong-Keon;Hong, Young-Jin;Kim, Jin-Young
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.44 no.3 s.357
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    • pp.61-67
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    • 2007
  • In Reed Solomon decoder, when there are more than 4 error symbols, we usually use Chien search machine to find those error positions. In this case, classical method requires complex and relatively slow digital circuitry to implement it. In this paper we propose New fast and cost effective Chien search machine design method using Galois Subfield transformation. Example is given to show the method is working well. This new design can be applied to the case where there are more than 5 symbol errors in the Reed-Solomon code word.

Design of Triple-Error-Correcting Reed-Solomon Decoder using Direct Decoding Method (Reed-Solomon 부호의 직접복호법을 이용한 3중 오류정정 복호기 설계)

  • 조용석;박상규
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.24 no.8A
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    • pp.1238-1244
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    • 1999
  • In this paper, a new design of a triple-erroe-correcting (TEC) Reed-Solomon decoder is presented based on direct decoding method which is more efficient for the case of relatively small error correction capability. The proposed decoder requires only 9 GF(2m) multipliers in obtaining the error-locator polynomial and the error-evaluator polynomial, whereas other decoders needs 24 multipliers. Thus, the attractive feature of this decoder is its remarkable simplicity from the point of view of implementation. Futhermore, the proposed TEC Reed-Solomon decoder has very simple control circuit and short decoding delay. Therefore this decoder can be implemented by simple hardware and also save buffer memory which stores received sequence.

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New and Efficient Arithmatic Logic Unit Design For Calculating Error Values of Reed-Solomon Decoder (리드 솔로몬 복호기의 에러값을 구하기 위한 새로운 고속의 경제적 산술논리 연산장치의 설계에 대해)

  • An, Hyeong-Keon
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.46 no.4
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    • pp.40-45
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    • 2009
  • In This Paper, New Efficient Arithmatic Logic Unit Design for Calculating Error Values of Reed Solomon Decoder is described. Error Values are solved by solving Linear system of Equations, So called Newtonian set of identity equations. Here We Need Galois Multiplier, Adder, Divider on GF($2^8$) field. We prove how the Hardware circuits are improved better than the classical circuits. The method to find error location is not covered here, since many other researchers have already deeply studied it.

Enhanced Fault Location Algorithm for Short Faults of Transmission Line (1회선 송전선로 단락사고의 개선된 고장점 표정기법)

  • Lee, Kyung-Min;Park, Chul-Won
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.65 no.6
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    • pp.955-961
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    • 2016
  • Fault location estimation is an important element for rapid recovery of power system when fault occur in transmission line. In order to calculate line impedance, most of fault location algorithm uses by measuring relaying waveform using DFT. So if there is a calculation error due to the influence of phasor by DC offset component, due to large vibration by line impedance computation, abnormal and non-operation of fault locator can be issue. It is very important to implement the robust fault location algorithm that is not affected by DC offset component. This paper describes an enhanced fault location algorithm based on the DC offset elimination filter to minimize the effects of DC offset on a long transmission line. The proposed DC offset elimination filter has not need any erstwhile information. The phase angle delay of the proposed DC offset filter did not occurred and the gain error was not found. The enhanced fault location algorithm uses DFT filter as well as the proposed DC offset filter. The behavior of the proposed fault location algorithm using off-line simulation has been verified by data about several fault conditions generated by the ATP simulation program.

Use of preoperative cone-beam computed tomography to aid in establishment of endodontic working length: A systematic review and meta-analysis

  • Paterson, Andrew;Franco, Vittorio;Patel, Shanon;Foschi, Federico
    • Imaging Science in Dentistry
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    • v.50 no.3
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    • pp.183-192
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    • 2020
  • Purpose: This study was performed to assess the accuracy of preoperative cone-beam computed tomography (CBCT), when justified for other reasons, in locating the apical foramen and establishing the working length. Materials and Methods: Six electronic databases were searched for studies on this subject. All studies, of any type, were included if they compared measurements of working length with preoperative CBCT to measurements using an electronic apex locator (EAL) or histological reference standard. Due to the high levels of heterogeneity, an inverse-variance random-effects model was chosen, and weighted mean differences were obtained with 95% confidence intervals and P values. Results: Nine studies were included. Compared to a histological reference standard, CBCT indicated that the apical foramen was on average 0.40 mm coronal of its histological position, with a mean absolute difference of 0.48 mm. Comparisons were also performed to an EAL reference standard, but the conclusions could not be considered robust due to high levels of heterogeneity in the results. Conclusion: A low level of evidence is produced suggesting that preoperative CBCT shows the apical foramen to be on average 0.40 mm coronal to its histological position, with a mean absolute difference of 0.48 mm.

Current Status of KASI Solar Radio Observing System

  • Bong, Su-Chan;HwangBo, Jung-Eun;Park, Sung-Hong;Jang, Be-Ho;Lee, Chang-Hoon;Baek, Ji-Hye;Cho, Kyung-Suk;Park, Young-Deuk;Gary, Dale E.;Lee, Dae-Young
    • The Bulletin of The Korean Astronomical Society
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    • v.36 no.2
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    • pp.82.1-82.1
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    • 2011
  • Korea Astronomy and Space Science Institute (KASI) operates 2 solar radio observing facilities, e-CALLISTO (Earthwide network of Compound Astronomical Low-cost Low-frequency Instrument for Transportable Observatory) station and Korean Solar Radio Burst Locator (KSRBL). Although e-CALLISTO tracking system improvement.is underway, at least 6 new events were observed in this year. Software development for KSRBL is in progress. The antenna calibration software was updated and flux calibration software was developed. Also the automatic daily overview spectrum monitoring system is now operational. We found solutions to several problems including spurious data and FPGA board communication. However, a few minor unsolved hardware problems still persist. Meanwhile, at least 6 new events were observed by KSRBL in this year, and a comparative study with HXR is currently underway.

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Interbed Networks in la Patient Monitoring System (환자 모니터링 시스템에서의 통신 방식(II): 인터베드 통신망)

  • 박승훈;우응제;김경수;최근호;김승태
    • Journal of Biomedical Engineering Research
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    • v.18 no.4
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    • pp.381-388
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    • 1997
  • In this paper, we present the design and implementation of the interbed network communication protocol, which links patient monitors, central stations, DB servers, and clinical workstations together in a patient monitoring system. We describe the requirements to be met thor real-time patient monitoring, propose 2 services Patient Locator Service(PL:7) and Remote Patient Monitoring Service( RPMS). PLS provides the information about how many patients are currently being monitored and where they are located, while RPMS allows the doctors to monitor their patients'vital sign in real-time. The messages for the services, their formats and exchange scheme are also presented with a whole picture of how they are implemented. We adopted the object-oriented programming paradigm in all the analysis and design processes. In the experiment performed in a real clinical setting, the services turned out to meet all the requirements needed for real-time patient monitoring.

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A Study on the Web-based Integrated Environment for Design Systems (웹 기반 통합 설계 환경 구축에 관한 연구)

  • 이창근;이수홍;방건동
    • Korean Journal of Computational Design and Engineering
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    • v.7 no.2
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    • pp.110-120
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    • 2002
  • This paper presents the method that allows easy and rapid integration of legacy resources within the company and between departments. The proposed system can easily construct a distributed environment for collaborative design between departments in the companies. It supports knowledge-based integration system, which allows designers to develop product with deep knowledge about product design. For the purpose, DOME (Distributed Object-based Modeling Environment)-which has been developed through various studies-was used in this paper. To overcome its problems and insufficiency, the Web-Integrator is proposed. The Web-Integrator is very suitable for an Internet environment because it uses HTTP (Hyper Text Transfer Protocol) and XML (extensible Markup Language) as its main communication method. By supporting the remote object access via URL (Uniform Resource Locator), the implementation of the integrated system makes the Web-Integrator systematic and intuitive. All the functions and resources provided by DOME could be used with the interface that enables bi-directional communication with the DOME system. Web-Integrator provides full web-based environments for the general designers, who do not have a full design knowledge and experience, and the proposed system allows design operations to happen at any place and anytime. Also it provides XML-RPC(Remote Procedure Call) based web service framework, which allows other systems to use easily the service that the DOME system supplies regardless the location and the platform.