• Title/Summary/Keyword: computer center

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A Study on Protecting Privacy of Machine Learning Models

  • Lee, Younghan;Han, Woorim;Cho, Yungi;Kim, Hyunjun;Paek, Yunheung
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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    • pp.61-63
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    • 2021
  • Machine learning model gained the popularity in recent years as multi-national companies have incorporated machine learning in their services. Such service is called machine learning as a service (MLaSS). Such services are provided to users based on charge-per-query which triggers the motivations for adversaries to steal the trained victim model to reduce the cost of using the service. Therefore, it is important for companies that provide MLaSS to protect their intellectual property (IP) against adversaries. It has been arms race between the attack and defence in a context of the privacy of machine learning models. In this paper, we provide a comprehensive study of recent development in protecting privacy of machine learning models.

A Study on Privacy Preserving Machine Learning (프라이버시 보존 머신러닝의 연구 동향)

  • Han, Woorim;Lee, Younghan;Jun, Sohee;Cho, Yungi;Paek, Yunheung
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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    • pp.924-926
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    • 2021
  • AI (Artificial Intelligence) is being utilized in various fields and services to give convenience to human life. Unfortunately, there are many security vulnerabilities in today's ML (Machine Learning) systems, causing various privacy concerns as some AI models need individuals' private data to train them. Such concerns lead to the interest in ML systems which can preserve the privacy of individuals' data. This paper introduces the latest research on various attacks that infringe data privacy and the corresponding defense techniques.

A New Pixel Structure with Vth Variation Compensation Scheme for Poly-Si TFT AMOELD

  • Kim, Yang-Wan;Lee, Sung-Ryong;Kwon, Oh-Kyong;Kim, Keum-Nam;Park, Yong-Sung;Yang, Sun-A;Shin, Dong-Young;Kim, Byung-Hee;Chung, Ho-Kyoon
    • 한국정보디스플레이학회:학술대회논문집
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    • 2002.08a
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    • pp.167-170
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    • 2002
  • We have proposed new pixel structures for Active Matrix OELD (AMOELD) to improve the uniformity of luminance and manufactured a full-color 3.6-inch QVGA AMOELD. The proposed pixel structures, composed of four TFTs and one capacitor, can display 64 gray scales by compensating threshold voltage (Vth) variation of driving TFTs. Nonuniformity and peak intensity of measured luminance are under 14% and over $200cd/m^2$, respectively.

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FLIGHT SOFTWARE DEVELOPMENT FOR THE KODSAT

  • Choi Eun-Jung;Park Suk-June;Kang Suk-Joo;Seo Min-Suk;Chae Jang-Soo;Oh Tae-Sik
    • Bulletin of the Korean Space Science Society
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    • 2004.10b
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    • pp.364-367
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    • 2004
  • This paper presents the flight software of KoDSat (KSLV-l Demonstration Satellite) which performs demonstrating the KSLV-l (Korea Space Launch Vehicle-l)'s satellite launch capability. The KoDSat Flight Software executes in a single-processor, multi-function flight computer on the spacecraft, the OBC (On Board Computer). The flight software running on the single processor is responsible for all real-time processing associated with: processor startup and hardware initialization, task scheduling, RS422 handling function, command and data handling including uplink command and down-link telemetry, attitude determination and control, battery state of charge monitoring and control, thermal control processing.

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Trust Center based on Key Management Scheme in Sensor Networks (센서 네트워크 환경에서의 Trust Center 기반 키 관리 기법 설계)

  • Lee, Hyub-Gun;Lee, Kyoung-Hwa;Shin, Yong-Tae
    • Proceedings of the Korea Information Processing Society Conference
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    • 2009.11a
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    • pp.633-634
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    • 2009
  • 센서 네트워크(Sensor Network)는 유비쿼터스 컴퓨팅 환경 구현을 위한 기반 네트워크 기술로 다양한 분야에 활용되고 있다. 그러나 센서 네크워크의 구조적 특징으로 인해 보안에 취약하다는 단점이 있다. 본 논문에서는 센서 네트워크 환경에서 안전한 통신을 위한 Trust Center 기반 키 관리 기법을 설계하였다. 신규 노드 인증을 위한 키 관리 절차를 크게 키 생성, 키 분배, 키 갱신으로 구분하였다. 특히 키 분배 절차를 Trust Center 와 센서 노드 간의 키 분배, 센서 노드 간의 키 분배, Trust Center 간의 키 분배로 세분화시켜 Trust Center 가 신규 노드 인증시 이전의 인증 정보를 재사용함으로서 키 관리의 효율성을 높였다.

Design of a fuzzy logic controller for MPPT of a photovoltaic system (태양광 발전시스템의 최대전력치 추종을 위한 퍼지 제어기의 디지털 설계)

  • Lee, Woo-Hee;Kim, Hyung-Jin;Chun, Kyung-Min;Lee, Hoong-Joo
    • Proceedings of the KIEE Conference
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    • 2006.04b
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    • pp.358-361
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    • 2006
  • 태양전지는 일사량에 따라 그 출력특성이 변하기 때문에 전지로부터 최대출력을 얻기 위해서는 컨버터에 의한 최대 전력점 추종제어가 필요하다. 본 논문에서는 태양광 발전시스템의 최대전력추종을 위해 퍼지이론을 도입한 퍼지제어기를 설계하였다. 퍼지제어기의 디지털 설계를 위해 태양광 발전시스템을 각 부분을 구성하고, FPGA를 사용하여 제어기를 구현하였다. 또한 실험을 통해 FPGA의 퍼지제어기로서의 구현가능성을 발견하고 그 타당성을 입증하고자 한다.

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Representing Topological Relationships for 3-Dimensional Spatial Features

  • Lee, Seong-Ho;Kim, Kyong-Ho;Kim, Sung-Soo;Kim, Kyung-Ok
    • Proceedings of the KSRS Conference
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    • 2002.10a
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    • pp.128-132
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    • 2002
  • One of the fundamental components important to the analysis of spatial objects is to represent topological relationships between spatial features. Users of geographic information systems retrieve a lot of objects from spatial database and analyze their condition by means of topological relationships. The existing methods that represent these relationships have the disadvantage that they have limited information in $R^2$. In this paper, we represent and define the topological relationships between 3-dimensional spatial objects using the several representing methods of 2-dimensional features. We use the diverse representing methods, which include the 4-, 9-intersection, dimension extended and calculus-based method. Furthermore, we discuss OGC's topological relationships and operators for 3-dimensional spatial data.

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Effect of Ambient Gas on the Early Stage of the OLED Degradation

  • Kwak, Jeong-Hun;Cho, Hyun-Duck;Hong, Yong-Taek;Lee, Chang-Hee
    • 한국정보디스플레이학회:학술대회논문집
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    • 2007.08b
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    • pp.1467-1469
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    • 2007
  • We report on the effect of ambient gas on the OLED degradation. The operating voltage and quantum efficiency increases when the device is exposed to the atmospheric gas and then returns to the initial level of the device in vacuum when the atmospheric gas is evacuated. These changes in the OLED performance can be attributed to the ambient gas pressure.

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Topological Relationships of Three-Dimensional Spatial Features (3차원 공간 객체들의 위상 관계)

  • Lee, Seong-Ho;Kim, Kyung-Ho;Kim, Sung-Soo;Kim, Kyung-Ok
    • Proceedings of the Korea Information Processing Society Conference
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    • 2002.11c
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    • pp.1911-1914
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    • 2002
  • 이 논문에서는 여러 가지 위상 관계 표현 방법을 바탕으로 3 차원 공간 객체들 간의 위상 관계를 여러 가지 방법으로 표현한다. 지리정보시스템 분야에서 공간 객체들 간의 위상 관계를 정의하는 것은 중요한 연구이다. 위상 관계를 표현하는 기존의 방법들은 2 차원 공간 객체를 대상으로 하고있다. 좀더 많은 공간 정보를 제공하기 위해, 3 차원 공간 데이터에 대한 위상 관계를 표현하고 정의한다. 또한, 4-intersection, 9-intersection, dimension extended, calculus-based 방법 등, 여러 연구에서 제시되었던 표현 방법을 사용하여 위상 관계를 정의한다.

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