• Title/Summary/Keyword: Fine Tuning

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Ultra-small Marker Beacon Antenna with a Wide Frequency Tuneable Capacitive Plate

  • Park, Ju-Derk;Choi, Byeong-Cheol;Kim, Nam;Jung, Young-Bae
    • ETRI Journal
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    • v.38 no.5
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    • pp.879-884
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    • 2016
  • In this paper, an ultra-small marker beacon antenna operated in the VHF-band is proposed. This antenna has a modified linear IFA structure with a lumped capacitor and a capacitive plate for frequency tuning and impedance matching. The capacitive plate is directly connected to the end of a linear radiator and is separated from the antenna ground by 1 mm. The main operating frequency is mainly controlled by the size and dielectric constant of the capacitive plate. The lumped capacitor is useful for fine frequency tuning. Using the proposed structure, an ultra-small marker beacon antenna can be realized with a length of 0.04 ${\lambda}_0$.

Display power analysis and design guidelines to reduce power consumption

  • Issa, Joseph
    • Journal of Information Display
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    • v.13 no.4
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    • pp.167-177
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    • 2012
  • Cold cathode fluorescent lamps (CCFLs) are used to provide lighting for liquid crystal displays (LCDs). This paper presents a set of guidelines for measurement characterization and design to reduce the power consumption of CCFL LCD backlight inverters and panel electronics. The proposed methods aim to reduce the backlight power consumption by fine-tuning a back-light inverter for a specific LCD, using several methods. First, the authors describe their power measurement methodology; and next, they identify different areas for tuning a backlight inverter for a given display. The experiment results showed that power savings can range from 50 to 200mW if the backlight inverter is properly tuned. This paper also proposes an optimized configuration for light-emitting device (LED) panels to reduce power loss by selecting a LED with a specific input voltage and number of cells to help minimize power loss.

Prompt Tuning for Facial Action Unit Detection in the Wild

  • Vu Ngoc Tu;Huynh Van Thong;Aera Kim;Soo-Hyung Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.732-734
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    • 2023
  • Facial Action Units Detection (FAUs) problem focuses on identifying various detail units expressing on the human face, as defined by the Facial Action Coding System, which constitutes a fine-grained classification problem. This is a challenging task in computer vision. In this study, we propose a Prompt Tuning approach to address this problem, involving a 2-step training process. Our method demonstrates its effectiveness on the Affective in the Wild dataset, surpassing other existing methods in terms of both accuracy and efficiency.

Improving Chest X-ray Image Classification via Integration of Self-Supervised Learning and Machine Learning Algorithms

  • Tri-Thuc Vo;Thanh-Nghi Do
    • Journal of information and communication convergence engineering
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    • v.22 no.2
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    • pp.165-171
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    • 2024
  • In this study, we present a novel approach for enhancing chest X-ray image classification (normal, Covid-19, edema, mass nodules, and pneumothorax) by combining contrastive learning and machine learning algorithms. A vast amount of unlabeled data was leveraged to learn representations so that data efficiency is improved as a means of addressing the limited availability of labeled data in X-ray images. Our approach involves training classification algorithms using the extracted features from a linear fine-tuned Momentum Contrast (MoCo) model. The MoCo architecture with a Resnet34, Resnet50, or Resnet101 backbone is trained to learn features from unlabeled data. Instead of only fine-tuning the linear classifier layer on the MoCopretrained model, we propose training nonlinear classifiers as substitutes for softmax in deep networks. The empirical results show that while the linear fine-tuned ImageNet-pretrained models achieved the highest accuracy of only 82.9% and the linear fine-tuned MoCo-pretrained models an increased highest accuracy of 84.8%, our proposed method offered a significant improvement and achieved the highest accuracy of 87.9%.

Optimizing System Performance for Uncompressed HDTV over 10-Gigabit Ethernet (10 기가비트 이더넷 기반 비압축 HDTV의 인터넷 전송을 위한 시스템 최적화 연구)

  • Jo, Jin-Yong;Seok, Woo-Jin;Lee, Min-Sun;Byeon, Ok-Hwan
    • The KIPS Transactions:PartC
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    • v.13C no.5 s.108
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    • pp.575-582
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    • 2006
  • Guaranteeing network bandwidth and system performance becomes important technical matters to make seamless delivery of bulky data at high speed. Tuning system and network parameters including jumbo frame, kernel buffer size, and interrupt coalescence determines end-to-end transmission throughput. Additionally, fine-tuning of the parameters alleviates workload on high-end systems. Until now, many studies have concentrated on how to increase transmission throughput but rarely discussed how to mitigate system workload. In this paper, we have investigated various tuning parameters, which positively affect networking and processing performance of uncompressed HDTV system.

Fine tuning of wavelength for the intenrnal wavelength locker module at 50 GHz composed of the photo-diode array black with the multi-channel tunable laser diodes in DWDM application (DWDM용 다채널 파장 가변 레이저 다이오드 모듈을 위한 다수개의 광 수신 소자를 갖는 50 GHz 내장형 파장 안정화 모듈의 파장 미세 조정)

  • 박흥우;윤호경;최병석;이종현;최광성;엄용성;문종태
    • Korean Journal of Optics and Photonics
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    • v.13 no.5
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    • pp.384-389
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    • 2002
  • A new idea of the wavelength locking module for DWDM application was investigated in the present research. Only one etalon photo-diode is generally used in the internal/external wavelength locking system. For the internal wavelength locking module with 50 GHz applications, an algle tuning method of the etalon commonly applied. However, the alignment process of the etalon with the angle tuning method is limited because the lock performance is extremely sensitive accoriding to the change of the tilting angle. In an optical viewpoint, the alignment tolerance of the locker module with the etalon PD array block was good, and the precise tuning of the wavelength was possible. The characteristics of free spectral range (FSR) and peak shift of wavelength according to the tilting angle with the locker module was investigated. For the present module, the optimized initial tilting angle was experimentally obtained.

4-Channel Two-mode Interference Multiplexer using Fine Tuning Waveguide (미세 조정 도파로를 사용한 4-채널 두 모드 간섭 다중화기)

  • 오인상;박준오;정영철
    • Proceedings of the Optical Society of Korea Conference
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    • 2002.07a
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    • pp.188-189
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    • 2002
  • 기간망의 속도 증가와 더불어 가입자망치 고속화는 필수 불가결한 것으로 이를 위해 메트로 네트웍의 고속화에 대한 노력이 진행되고 있다. 메트로 네트웍 및 가입자망의 고속화를 위해서는 시스템의 저가화가 필요하다. CWDM(Coarse WDM)은 채널 간격이 10 - 25nm로 채널 간격이 넓기 때문에 복잡한 온도제어 없이 저가의 Uncooled DFB-LD 및 WDM 소자를 사용할 수 있어서, 메트로 네트웍의 대용량화를 보다 경제적으로 실현가능하기 때문에 CWDM 시스템이 유망한 것으로 받아들여지고 있다. (중략)

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Adaptive control with multiple model (using genetic algorithm)

  • Kwon, Seong-Chul;Park, Juhyun;Won, Sangchul
    • 제어로봇시스템학회:학술대회논문집
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    • 1996.10b
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    • pp.331-334
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    • 1996
  • It is a well-known problem that the adaptive control has a poor transient response. In order to improve this problem, the scheme that model-reference adaptive control (MRAC) uses the genetic algorithm (GA) in the search for parameters is proposed. Use genetic algorithm (GA) in the searching for controller's parameters set and conventional gradient method for fine tuning. And show the reduction of the oscillations in transient response comparing with the conventional MRAC.

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An Application of Export System for Industrial Furnaces (공업용 가열로 제어의 Expert System 응용)

  • Paek, K.N.;Choi, S.G.;Chun, Y.S.;Kim, K.H.;Lee, S.J.;Suh, T.H.;Lee, K.H.
    • Proceedings of the KIEE Conference
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    • 1989.07a
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    • pp.98-100
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    • 1989
  • In this paper, computer control system is introduce for the reheating furnace in the hot rolling process, and in order to support computer control system and process operation, the configuration of expert system application is demonstrated breefly, which is under fine tuning.

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Development of measurement equipment for hybrid propulsion system of bimodal tram (바이모달 트램의 직렬형 하이브리드 추진시스템 계측장비 개발)

  • Bae, Chang-Han;Chang, Se-Ky;Mok, Jai-Kyun
    • Proceedings of the KSR Conference
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    • 2010.06a
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    • pp.241-248
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    • 2010
  • A bimodal low-floor tram can provide the punctuality of trains and the flexibility of bus together to the passengers. Its propulsion system is a series hybrid type using a set of CNG engine generator and Li-polymer battery. This paper presents a development of the measurement equipment for fine-tuning of a series hybrid propulsion system of bimodal low-floor tram. Its configuration schemes are described and certified using the measurement data of bimodal low-floor tram.

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