• Title/Summary/Keyword: Rapid Update

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Bidirectional LSTM based light-weighted malware detection model using Windows PE format binary data (윈도우 PE 포맷 바이너리 데이터를 활용한 Bidirectional LSTM 기반 경량 악성코드 탐지모델)

  • PARK, Kwang-Yun;LEE, Soo-Jin
    • Journal of Internet Computing and Services
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    • v.23 no.1
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    • pp.87-93
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    • 2022
  • Since 99% of PCs operating in the defense domain use the Windows operating system, detection and response of Window-based malware is very important to keep the defense cyberspace safe. This paper proposes a model capable of detecting malware in a Windows PE (Portable Executable) format. The detection model was designed with an emphasis on rapid update of the training model to efficiently cope with rapidly increasing malware rather than the detection accuracy. Therefore, in order to improve the training speed, the detection model was designed based on a Bidirectional LSTM (Long Short Term Memory) network that can detect malware with minimal sequence data without complicated pre-processing. The experiment was conducted using the EMBER2018 dataset, As a result of training the model with feature sets consisting of three type of sequence data(Byte-Entropy Histogram, Byte Histogram, and String Distribution), accuracy of 90.79% was achieved. Meanwhile, it was confirmed that the training time was shortened to 1/4 compared to the existing detection model, enabling rapid update of the detection model to respond to new types of malware on the surge.

A Configuration Technique for Dynamic Development of Mobile Web (모바일 웹의 동적개발을 위한 설정기법)

  • Kim, Chul-Jin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.6
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    • pp.3841-3850
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    • 2014
  • Owing to the rapid supply of mobile devices, the requirements of users for new mobile software has increased and software vendors (developers) should be able to provide software fast and appropriately. On the other hand, the mobile application in a mobile platform architecture should pass through a complex process to provide the modified mobile application to users and cannot provide an update quickly and immediately. On the other hand, the use of the mobile web is growing because a mobile web can provide an immediate modification of various update requirements to users. Therefore, this paper proposes a dynamic configuration technique for enhancing the productivity of the mobile web development and maintenance in this paper.

A Localized Mobility Support Scheme for Mobile Nudes in IPv6 Networks (IPv6 네트워크에서 이동 단말의 지역적 이동성 제공 방안)

  • 전홍선;우미애
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.8B
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    • pp.762-770
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    • 2004
  • With rapid advances in wireless communication technologies and with the advent of the smaller and high-performance mobile handsets nowadays, many researches are actively performed for providing seamless communications while mobile nodes are roaming around. As real-time application programs are more prevalent, it is very important to manage mobility of mobile nodes efficiently. In this paper, we propose a localized mobility support scheme that is based on the Mobile IPv6 by IETF. The proposed scheme enhances functionalities in mobile nodes and only uses signaling messages of Mobile IPv6. The performance of the proposed scheme is evaluated through analytical model and simulations. According to the results of the evaluation, the proposed scheme provides better performance than Mobile IPv6 in terms of packet losses and TCP throughput by localizing the binding update messages inside the foreign domain during handoffs and reducing binding update time.

Developing an IT Course Utilizing Raspberry Pi (라즈베리파이를 활용한 IT 교과목 개발)

  • Yoo, Hyeon-Joong
    • Journal of Practical Engineering Education
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    • v.7 no.2
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    • pp.89-95
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    • 2015
  • IT technologies are closely related to our daily life, and we are experiencing the emergence of new IT devices every day. The ongoing rapid progress of IT technology results in the increasing demand of experienced software & hardware engineers, and leads to the short life cycle of lab kits. However, the normally small to medium sized manufacturers of lab kits usually cannot even afford to support timely update and upgrade of their own kits. In this paper, we propose a way of effectively running an IT course by building a Raspberry Pi based kit. Raspberry Pi has features that allow us to not only timely update/upgrade the kit, but also expose students to various IT fields.

The Proposal and Simulation of Path Unit's Network Data Update Method Using Wireless Network (무선 통신을 활용한 경로 단위 네트워크 데이터 업데이트 기법 제안 및 시뮬레이션)

  • Ga, Chill-O;You, Ki-Yun;Sim, Jin-Bum;Kim, Hyung-Tae
    • Journal of Korean Society for Geospatial Information Science
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    • v.16 no.3
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    • pp.29-34
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    • 2008
  • Demand for car navigation systems has been an explosive increase because of prevalence of owner-drivers, spare time spread, and so on. In addition, car navigation systems are achieving a rapid growth to be the important part of telematics industry with services such as real-time traffic information and DMB(Digital Multimedia Broadcasting). The network data, one of the composition components in car navigation systems, is most important component because that is abstract of real world road network and base data in pathfinding. However most of the car navigation systems have been stand-alone system. Thus user's network data becomes outdated according to the time passing and does not reflect the change of road information in real world. To overcome this problem, users have to update network data in car navigation systems periodically. This method is quite cumbersome process. For this reason, this study proposed a new update method to serve the difference network data on user's device and the real world in real time, and simulated to verify.

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TPKDB-tree : An Index Structure for Efficient Retrieval of Future Positions of Moving Objects (TPKDB 트리 : 이동 객체의 효과적인 미래 위치 검색을 위한 색인구조)

  • Seo Dong Min;Bok Kyoung Soo;Yoo Jae Soo;Lee Byoung Yup
    • Journal of KIISE:Databases
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    • v.31 no.6
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    • pp.624-640
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    • 2004
  • Recently, with the rapid development of location-based techniques, index structures to efficiently manage moving objects have been required. In this paper, we propose a new spatio-temporal index structure that supports a future position retrieval and minimizes a update cost. The proposed index structure combines an assistant index structure that directly accesses current positions of moving objects with KDB-tree that is a space partitioning access method. The internal node in our proposed index structure keeps time parameters in order to support the future position retrieval and to minimize a update cost. Moreover, we propose new update and split methods to maximize the space utilization and the search performance. We perform various experiments to show that our proposed index structure outperforms the existing index structure.

Update on the Taxonomy of Clinically Important Anaerobic Bacteria (임상적으로 중요한 무산소성 세균의 분류 업데이트)

  • Myungsook, Kim
    • Korean Journal of Clinical Laboratory Science
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    • v.54 no.4
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    • pp.239-248
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    • 2022
  • The taxonomy of bacteria in the field of clinical microbiology is in a state of constant flux. A large-scale revamping of the classification and nomenclature of anaerobic bacteria has taken place over the past few decades, mainly due to advances in molecular techniques such as 16S rRNA and whole genome sequencing (WGS). New genera and species have been added, and existing genera and species have been reclassified or renamed. A major role of the clinical microbiological laboratories (CMLs) is the accurate identification (ID) and appropriate antimicrobial susceptibility testing (AST) for clinically important bacteria, and rapid reporting and communication of the same to the clinician. Taxonomic changes in anaerobic bacteria could potentially affect the choice of appropriate antimicrobial agents and the antimicrobial breakpoints to use. Furthermore, current taxonomy is important to prevent treatment failures of emerging pathogenic anaerobes with antimicrobial resistance. Therefore, CMLs should periodically update themselves on the changes in the taxonomy of anaerobic bacteria and suitably inform clinicians of these changes for optimum patient care. This article presents an update on the taxonomy of clinically important anaerobic bacteria, together with the previous names or synonyms. This taxonomy update can help guide antimicrobial therapy for anaerobic bacterial infections and prevent treatment failure and can be a useful tool for both CMLs and clinicians.

A Study on Method of Framework Data Update and Computing Land Change Ratio using UFID (UFID를 이용한 기본지리정보 갱신 및 지형변화율 산출 방안 연구)

  • Kim, Ju Han;Kim, Byung Guk
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.26 no.1D
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    • pp.157-167
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    • 2006
  • During the first and second NGIS projects by the Korean government, The first one (1995~2000) was limited on constructing geographic information and the second (2001~2005) was focused on circulation and practical use of geoinformation from the result of the first project. In the latter half of 2nd NGIS project, However, the geographic information from the NGIS projects have not been renewed even though there were significant geographical changes. The accurate renewal of geoinformation is a matter of great importance to the next generation industry (e.g. LBS, Ubiquitous, Telematics). In this respect, it is time to update the geographic information in the latter half of the second NGIS project. Therefore, It is not only important to build an accurate geoinformation but also rapid and correct renewal of the geoinformation. NGII (National Geographic Information Institute) has been studying for improvement of digital map that was constructed by the result of the 1st NGIS project. Through the construction of clean digital map, NGII constructed Framework Data to three kinds of formats (NGI, NDA, NRL). Framework Data was contained to other database, and provided the reference system of location or contents for combining geoinformation. Framework Data is consist of Data Set, Data Model and UFID (Unique Feature Identifier). It will be achieved as national infrastructure data. This paper attempts to explore a method of the update to practical framework data with realtime geoinformation on feature's creation, modification and destruction managed by 'Feature management agency' using UFID's process. Furthermore, it suggests a method which can provide important data in order to plan the Framework update with the land change ratio.

Building A PDM/CE Environment and Validating Integrity Using STEP (STEP을 이용한 PDM/CE환경의 구축과 데이타 무결성 확인)

  • 유상봉;서효원;고굉욱
    • The Journal of Society for e-Business Studies
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    • v.1 no.1
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    • pp.173-194
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    • 1996
  • In order to adapt today's short product life cycle and rapid technology changes., integrated systems should be extended to support PDM (Product Data Management) or CE(Concurrent Engineering). A PDM/CE environment has been developed and a prototype is Presented in this paper. Features of the PDM/CE environment are 1) integrated product information model (IPIM) includes both data model and integrity constraints, 2) database systems are organized hierarchically so that working data C8Mot be referenced by other application systems until they are released into the global database, and 3) integrity constraints written in EXPRESS are validated both in the local databases and the global database. By keeping the integrity of the product data, undesirable propagation of illegal data to other application system can be prevented. For efficient validation, the constraints are distributed into the local and the global schemata. Separate triggering mechanisms are devised using the dependency of constraints to three different data operations, i.e., insertion, deletion, and update.

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A Study on the Multi-Tap Update Algorithm in Time Variant Channel Model (시변채널 모델에서 다중 탭 갱신 알고리즘에 관한 연구)

  • Lee Seung-Dae
    • Journal of the Korea Computer Industry Society
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    • v.7 no.1
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    • pp.39-46
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    • 2006
  • Multipath diversity reception is applied to the compensation of the distortion of channel, which occurs in transmission of data at rapid speed. DS/BPSK systems are composed of the equipment with reception structure combined with a compensation algorithm to diversity branch. The efficiency of the system is evaluated from the point of view of average bit error rate according to SNR. In order to remove intersymbol interference, this algorithm is applied to time-invariant channel at every diversity branch with the number of L. As a result, the average bit error rate is saturated by $10^{-2}$ at the conventional compensation algorithm.

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