• Title/Summary/Keyword: Auxiliary information

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Enhanced ACGAN based on Progressive Step Training and Weight Transfer

  • Jinmo Byeon;Inshil Doh;Dana Yang
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.3
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    • pp.11-20
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    • 2024
  • Among the generative models in Artificial Intelligence (AI), especially Generative Adversarial Network (GAN) has been successful in various applications such as image processing, density estimation, and style transfer. While the GAN models including Conditional GAN (CGAN), CycleGAN, BigGAN, have been extended and improved, researchers face challenges in real-world applications in specific domains such as disaster simulation, healthcare, and urban planning due to data scarcity and unstable learning causing Image distortion. This paper proposes a new progressive learning methodology called Progressive Step Training (PST) based on the Auxiliary Classifier GAN (ACGAN) that discriminates class labels, leveraging the progressive learning approach of the Progressive Growing of GAN (PGGAN). The PST model achieves 70.82% faster stabilization, 51.3% lower standard deviation, stable convergence of loss values in the later high resolution stages, and a 94.6% faster loss reduction compared to conventional methods.

A New Current Controlled Inverter with ZVT Switching

  • Lee S. R.;Jeon C. H.;Ko S. H.
    • Proceedings of the KIPE Conference
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    • 2001.10a
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    • pp.309-313
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    • 2001
  • A single-phase bi-directional inverter with a diode bridge-type resonant circuit to implement ZVT(Zero Voltage Transition) switching is proposed. It is shown that the polarized ramptime current control algorithm, a method that belongs to the family of ZACE(Zero Average Current Error) methods, is a suitable technique to integrate with a typical single-phase ZVT inverter. The proposed current control algorithm is analyzed to design the circuit with auxiliary switch which can operate with ZVT for the main power switch. The simulation results would be shown to verify the proposed current algorithm to turn the main power switch on with ZVT and to operate the inverter bi-directionally

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OPTIMAL HOMOTOPY ASYMPTOTIC METHOD SOLUTION OF UNSTEADY SECOND GRADE FLUID IN WIRE COATING ANALYSIS

  • Shah, Rehan Ali;Islam, S.;Siddiqui, A.M.;Haroon, T.
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • v.15 no.3
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    • pp.201-222
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    • 2011
  • In the present work, the mathematical model of wire coating in a straight annular die is developed for unsteady second grade fluid in the form of partial differential equation. The Optimal Homotopy Asymptotic Method (OHAM) is applied for obtaining the solution of the model problem. This method provides us a suitable way to control the convergence of the series solution using the auxiliary constants which are optimally determined.

Case Ambiguity Resolution using Thesaurus and subcategorization Information (시로러스와 하위범주와 사전을 이용한 격모호성 해결)

  • Yang, Jae-Hyeong;Sim, Gwang-Seop
    • Journal of KIISE:Software and Applications
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    • v.26 no.9
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    • pp.1132-1140
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    • 1999
  • 한국어에서 보조사로 인해 발생하는 격 모호성(case ambiguity) 문제를 해결하는 알고리즘을 개발하였다. 이 알고리즘은 용언의 하위범주화 사전, 용언과 그 용언의 보어가 되는 체언간의 선택 제약, 체언의 의미 정보를 제공하는 시소러스 등의 구문.의미 지식과 더불어 몇 가지의 휴리스틱 규칙을 이용하며, 필수 보어의 생략이 흔한 한국어의 특성에 잘 대응한다. 중규모의 하위범주화 사전 및 시소러스를 이용한 실험에서 만족할 만한 성능을 보였다.Abstract An algorithm is proposed for the resolution of case ambiguity caused by the use of auxiliary postpositions in Korean language. The algorithm utilizes verb dictionary which provides subcategorization information and selectional restrictions, and the thesaurus as well as a set of simple heuristic rules. The algorithm is appropriate for Korean language where required complements are often omitted. The algorithm performed successfully in an experiment using medium-sized subcategorization dictionary and thesaurus.

Complementary Discriminant Analysis for Classification of Double Attributes

  • Hiraoka, Kazuyuki;Mishima, Taketoshi
    • Proceedings of the IEEK Conference
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    • 2002.07b
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    • pp.806-809
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    • 2002
  • Real-world objects often have two or more significant attributes. For example, face images have attributes of persons, expressions, and so on. Even if we are interested in only one of those attributes, additional informations on auxiliary attributes can help recognition of the main one. In the present paper, the authors propose a method for pattern recognition with double attributes. A pair of classifiers are combined: each classifier makes a guess of its corresponding attribute, and it tells the guess to the other as a hint. Equilibrium point of this iteration can be calculated directly without iterative procedures.

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Implementation of a ZVT-PRT Algorithm for Current Controlled Inverters using a Digital Signal Processor (DSP를 이용한 전류제어형 인버터의 ZVT-PRT 알고리즘의 구현)

  • Lee S. R.;Jeon C. H.;Kim S. S.
    • Proceedings of the KIPE Conference
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    • 2002.07a
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    • pp.326-329
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    • 2002
  • In this paper, a single-phase inverter using a diode bridge-type resonant circuit to implement ZVT(Zero Voltage Transition) switching is presented. The current control algorithm is analyzed about how to design the circuit with auxiliary switch which can ZVT operation for the main power switch. The simulation and experimental results would be shown to verify the proposed current algorithm, because the main power switch is turn on with ZVT and the hi-directional inverter is operated.

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Analysis of a Novel Soft Switching Bidirectional DC-DC Converter

  • Eom, Ju-Kyoung;Kim, Jun-Gu;Kim, Jae-Hyung;Oh, Soon-Tack;Jung, Yong-Chae;Won, Chung-Yuen
    • Journal of Power Electronics
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    • v.12 no.6
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    • pp.859-868
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    • 2012
  • In this paper, a novel bidirectional DC-DC converter employing soft switching technique was proposed. Compare to conventional bidirectional converters, the main switches of proposed converter are operated without switching losses. Moreover, auxiliary switches are used, and the switches are operated under zero voltage switching (ZVS) and zero current switching (ZCS) condition. To verify the validity of the proposed converter, mode analysis, design procedure, simulation and experimental results are presented.

A New Soft-Switching Three-Level Flying Capacitor Converter (새로운 소프트스위칭 3레벨 Flying Capacitor 컨버터)

  • Kim, Jae-Hoon;Kim, Sun-Ju;Choi, Se-Wan
    • The Transactions of the Korean Institute of Power Electronics
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    • v.25 no.6
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    • pp.484-489
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    • 2020
  • This study proposes a new soft-switching three-level flying capacitor converter with low filter inductance. The proposed converter can achieve zero voltage switching (ZVS) turn-on of all switches by using auxiliary components La and Ca. It can also reduce filter inductance because the applied voltage of the filter inductor is decreased by using the flying capacitor. Furthermore, filter inductance can be reduced because the operating frequency of the filter inductor is doubled by the phase shifting between switches S3 and S4. The operation principle, design of passive components for ZVS turn-on, interleaving effects, and comparison of different topologies are presented. The experimental waveforms of a 1 kW two-phase interleaved converter prototype are provided to verify the validity of the proposed converter.

Investigation on the Design Method of a Energy Harvesting Power Supply for a Smart Sensor (스마트 센서의 에너지 하베스팅 전원 공급부 설계 방안 연구)

  • Ho-Deok Jang
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.16 no.1
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    • pp.18-23
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    • 2023
  • A smart sensor is the key element to implement IoT (Internet of Things) service, as a terminal equipment. This paper investigated the design method of a power supply using energy harvesting technique for a smart sensor. the performance of a power supply using a solar cell and a piezoelectric transducer as a energy harvesting device was verified and the method to optimize a power supply was analyzed depending on the operating condition of a smart sensor. Also the method to increase a battery life cycle as a auxiliary power supply was proposed.

Developing an Auxiliary System for Efficient Firewall Policy Management (효율적인 방화벽 정책 관리를 위한 보조 시스템 개발)

  • Yoon, Kyung Seob;Kang, Tae Hoon
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.01a
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    • pp.273-276
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    • 2022
  • 정보통신 기술의 발달은 보안 위협의 증가라는 결과를 함께 가져왔고 국내뿐만 아니라 국외로도 보안 정책 관리에 대한 필요성이 지속적으로 강조되었다. 본 논문에서는 여러 보안 장비 중 방화벽 정책 관리를 도울 수 있는 보조 시스템을 개발하였다. 이를 위해 오픈소스 방화벽 솔루션을 가상 환경에 구축하고 방화벽 정책을 추출 및 분석하여 미 동작 정책과 중복 정책을 식별하였다. 이러한 점검 보조 도구를 정책 관리에 이용한다면 낮은 이해도로 인한 Human Error의 발생을 가능한 줄이고 그 결과, 외부 위협의 최소화를 이룰 것이라 기대한다.

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