• 제목/요약/키워드: 해시값

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Implementation of the Stone Classification with AI Algorithm Based on VGGNet Neural Networks (VGGNet을 활용한 석재분류 인공지능 알고리즘 구현)

  • Choi, Kyung Nam
    • Smart Media Journal
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    • v.10 no.1
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    • pp.32-38
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    • 2021
  • Image classification through deep learning on the image from photographs has been a very active research field for the past several years. In this paper, we propose a method of automatically discriminating stone images from domestic source through deep learning, which is to use Python's hash library to scan 300×300 pixel photo images of granites such as Hwangdeungseok, Goheungseok, and Pocheonseok, performing data preprocessing to create learning images by examining duplicate images for each stone, removing duplicate images with the same hash value as a result of the inspection, and deep learning by stone. In addition, to utilize VGGNet, the size of the images for each stone is resized to 224×224 pixels, learned in VGG16 where the ratio of training and verification data for learning is 80% versus 20%. After training of deep learning, the loss function graph and the accuracy graph were generated, and the prediction results of the deep learning model were output for the three kinds of stone images.

ECU Data Integrity Verification System Using Blockchain (블록체인을 활용한 ECU 데이터 무결성 검증 시스템)

  • Sang-Pil, Byeon;Ho-Yoon, Kim;Seung-Soo, Shin
    • Journal of Industrial Convergence
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    • v.20 no.11
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    • pp.57-63
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    • 2022
  • If ECU data, which is responsible for collecting and processing data such as sensors and signals of automobiles, is manipulated by an attack, it can cause damage to the driver. In this paper, we propose a system that verifies the integrity of automotive ECU data using blockchain. Since the car and the server encrypt data using the session key to transmit and receive data, reliability is ensured in the communication process. The server verifies the integrity of the transmitted data using a hash function, and if there is no problem in the data, it is stored in the blockchain and off-chain distributed storage. The ECU data hash value is stored in the blockchain and cannot be tampered with, and the original ECU data is stored in a distributed storage. Using the verification system, users can verify attacks and tampering with ECU data, and malicious users can access ECU data and perform integrity verification when data is tampered with. It can be used according to the user's needs in situations such as insurance, car repair, trading and sales. For future research, it is necessary to establish an efficient system for real-time data integrity verification.

Computing Average Iceberg Query by Dynamic Partition (동적 분할에 의한 평균 빙산 질의 처리)

  • 배진욱;이석호
    • Proceedings of the Korean Information Science Society Conference
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    • 1999.10a
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    • pp.126-128
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    • 1999
  • 평균 빙산 질의란 대용량의 데이터들에 의해 avg 집단 함수를 수행한 뒤 임계값 이상인 데이터들을 결과로 출력하는 연산을 의미한다. 이 때 데이터 도메인의 크기가 메모리에 생성할 수 있는 카운터의 수보다 크기 때문에 연산 처리가 어렵다. 지난 연구에서 빙산 질의에 대해 제안한 해시 카운터는 avg 연사의 경우 착오누락이 발생한다는 문제점이 존재한다. 그래서 이런 문제점들을 해결하며 효율적으로 연산을 수행하기 위해, 데이터베이스를 분할하며 카운터를 관리하는 '메모리 Full 분할', '후보 Full 분할'의 두 알고리즘을 제안한다. 실험결과 두 알고리즘은 메모리크기, 데이터 분포, 데이터 순서에 영향을 받았는데, 데이터들이 정렬이 되어 있거나 데이터분포가 정규분포를 이룰 때 우수한 성능을 보였다.

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Research on Advanced Electronic Records Management Technology Using Digital Forensics (디지털 포렌식 기법을 적용한 전자기록물 관리기술 고도화 연구)

  • Yoo, Hyunguk;Shon, Taeshik
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.23 no.2
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    • pp.273-277
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    • 2013
  • Recently, according with a sudden increase of records produced and stored by digital way, it becomes more important to maintain reliability and authenticity and to ensure legal effect when digital records are collected, preserved and managed. On the basis of domestic legal procedure law and record management-related legislation, this paper considered judicial admissibility of evidence on electronic records managed by National Archives of Korea and drew potential problems when these are submitted to court as a evidence. Also, this paper suggested a plan applying digital forensics technique to electronic records management to ensure admissibility of evidence about electronic records stored in National Archives of Korea.

Development of Tagging Dataset for Named Entity Recognition in Security (정보보안 분야의 위협정보 개체명 인식 시스템 개발을 위한 데이터셋 구축)

  • Kim, GyeongMin;Hur, YunA;Kim, Kuekyeng;Lim, HeuiSeok
    • Annual Conference on Human and Language Technology
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    • 2018.10a
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    • pp.669-671
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    • 2018
  • 개체명 인식(Named Entity Recognition)은 주로 인명(PS), 지명(LC), 기관명(OG) 등의 개체를 인식하기 위한 방식으로 많이 사용되어왔다. 그 이유는 해당 개체들이 데이터에서 중요한 의미를 가진 키워드이기 때문이다. 그러나 다른 도메인이 달라진다면 그동안 사용된 개체보다 더욱 중요한 의미를 갖는 개체가 존재할 수 있다. 특히 정보보안 분야에서는 악의적으로 사용되는 위협정보가 문서 내에서 중요한 의미를 갖는다. 보안 문서는 해시값, 악성코드명, IP, 도메인/URL 등 위협정보에 중요한 단서가 될 수 있는 다양한 정보를 담고 있다. 본 논문에서는 정보보안 분야의 위협정보를 탐지할 수 있는 개체명 시스템 개발을 위해 4개의 클래스와 20가지 속성으로 정의한 구축 방식을 구축하고 그 구축 방식에 대해 제안한다.

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Security Elevation of XML Document Using DTD Digital Signature (DTD 전자서명을 이용한 XML문서의 보안성 향상)

  • 김형균;오무송
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2002.11a
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    • pp.592-596
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    • 2002
  • Can speak that DTD is meta data that define meaning of expressed data on XML document. Therefore, In case DTD information is damaged this information to base security of XML document dangerous. Not that attach digital signature on XML document at send-receive process of XML document in this research, proposed method to attach digital signature to DTD. As reading DTD file to end first, do parsing, and store abstracted element or attribute entitys in hash table. Read hash table and achieve message digest if parsing is ended. Compose and create digital signature with individual key after achievement. When sign digital, problem that create entirely other digest cost because do not examine about order that change at message digest process is happened. This solved by method to create DTD's digital signature using DOM that can embody tree structure for standard structure and document.

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Easy to Search for Tags on Database and Secure Mutual Authentication Protocol for RFID system (데이터베이스에서의 태그 검색이 쉽고 안전한 RFID 상호인증 프로토콜)

  • Kwon, Hye-Jin;Lee, Jae-Wook;Jeon, Dong-Ho;Kim, Soon-Ja
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.18 no.5
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    • pp.125-134
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    • 2008
  • A great number of RFID authentication protocols have been proposed for the secure RFID system. These are typically divided into three types according to primitive that they use : Hash-based, Re-encryption based, and XORing-based protocol. The well-known attacks in RFID system are eavesdropping. impersonating, location tracking, and so on. However, existing protocols could not provide security against above attacks, or it was not efficient to search for tags on database. Therefore, in this paper we present a protocol which is secure against above attacks by using hash function and makes Database search tags easily by attaining the state information of previous session through the shared values with all tags and database.

Big Data Processing and Performance Improvement for Ship Trajectory using MapReduce Technique

  • Kim, Kwang-Il;Kim, Joo-Sung
    • Journal of the Korea Society of Computer and Information
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    • v.24 no.10
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    • pp.65-70
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    • 2019
  • In recently, ship trajectory data consisting of ship position, speed, course, and so on can be obtained from the Automatic Identification System device with which all ships should be equipped. These data are gathered more than 2GB every day at a crowed sea port and used for analysis of ship traffic statistic and patterns. In this study, we propose a method to process ship trajectory data efficiently with distributed computing resources using MapReduce algorithm. In data preprocessing phase, ship dynamic and static data are integrated into target dataset and filtered out ship trajectory that is not of interest. In mapping phase, we convert ship's position to Geohash code, and assign Geohash and ship MMSI to key and value. In reducing phase, key-value pairs are sorted according to the same key value and counted the ship traffic number in a grid cell. To evaluate the proposed method, we implemented it and compared it with IALA waterway risk assessment program(IWRAP) in their performance. The data processing performance improve 1 to 4 times that of the existing ship trajectory analysis program.

A Two-Way Authentication Protocol Based on Hash Collision for Unmanned Systems in Tactical Wireless Networks (전술 무선 네트워크에서 무인체계를 위한 해시 충돌 기반의 양방향 인증 프로토콜)

  • Lee, Jong-kwan
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.29 no.4
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    • pp.729-738
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    • 2019
  • In this paper, we propose two-way authentication protocol between unmanned systems in tactical wireless networks in which long distance communications are not guaranteed due to a poor channel conditions. It is assumed that every unmanned systems have same random data set before they put into combat. The proposed protocol generates authentication code(AC) using random data that causes hash collision. The requester for authentication encrypts the materials such as their identifier, time-stamp, authentication code with the secret key. After then the requester transmits the encrypted message to the receiver. The receiver authenticates the requester by verifying the authentication code included in the request message. The performance analysis of the proposed protocol shows that it guarantees the security for various attack scenarios and efficiency in terms of communication overhead and computational cost. Furthermore, we analyzed the effect of the parameter values of the proposed protocol on the performance and suggest appropriate parameter value selection guide according to the level of security requirement.

Secure PIN Authentication Technique in Door-Lock Method to Prevent Illegal Intrusion into Private Areas (사적 영역에 불법 침입 방지를 위한 도어락 방식의 안전한 PIN 인증 기법)

  • Hyung-Jin Mun
    • Journal of Practical Engineering Education
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    • v.16 no.3_spc
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    • pp.327-332
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    • 2024
  • The spread of smart phones provides users with a variety of services, making their lives more convenient. In particular, financial transactions can be easily made online after user authentication using a smart phone. Users easily access the service by authenticating using a PIN, but this makes them vulnerable to social engineering attacks such as spying or recording. We aim to increase security against social engineering attacks by applying the authentication method including imaginary numbers when entering a password at the door lock to smart phones. Door locks perform PIN authentication within the terminal, but in smart phones, PIN authentication is handled by the server, so there is a problem in transmitting PIN information safely. Through the proposed technique, multiple PINs containing imaginary numbers are generated and transmitted as processed values such as hash values, thereby ensuring the stability of transmission and enabling safe user authentication through a technique that allows the PIN to be entered without exposure.