• Title/Summary/Keyword: 안정성 향상

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Dynamic Window Adjustment and Model Stability Improvement Algorithm for K-Asynchronous Federated Learning (K-비동기식 연합학습의 동적 윈도우 조절과 모델 안정성 향상 알고리즘)

  • HyoSang Kim;Taejoon Kim
    • Journal of Korea Society of Industrial Information Systems
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    • v.28 no.4
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    • pp.21-34
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    • 2023
  • Federated Learning is divided into synchronous federated learning and asynchronous federated learning. Asynchronous federated learning has a time advantage over synchronous federated learning, but asynchronous federated learning still has some challenges to obtain better performance. In particular, preventing performance degradation in non-IID training datasets, selecting appropriate clients, and managing stale gradient information are important for improving model performance. In this paper, we deal with K-asynchronous federated learning by using non-IID datasets. In addition, unlike traditional method using static K, we proposed an algorithm that adaptively adjusts K and we can reduce the learning time. Additionally, the we show that model performance is improved by using stale gradient handling method. Finally, we use a method of judging model performance to obtain strong model stability. Experiment results show that overall algorithm can obtain advantages of reducing training time, improving model accuracy, and improving model stability.

Self-Organizing Fuzzy Control of a Flexible Joint Manupulator (유연 관절 매니퓰레이터의 자기 구성 퍼지 제어)

  • 박준형;이시복;선용호;이길랑
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 1994.04a
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    • pp.45-50
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    • 1994
  • 최근의 로봇 매니퓰레이터는 고정밀, 고생산성, 유연성 자동화를 추구한다. 이에 따라 매니퓰레이터는 운동 정확성, 고속성, 안정성이 더욱 향상되어야 한다. 특히 매니퓰레이터 관절부의 탄성은 동적 변형 및 진동을 유발함으로써 운동 정확성과 안정성을 현저히 저하시킨다. 이러한 복잡하고 불확실한 구조를 갖는 로봇 시스템의 고속, 정확한 운동 제어를 위해서는 보다 효과적인 고급 제어 기법 및 제어 장치의 개발이 요구된다. 본 연구에서는 이러한 문제에 대한 하나의 대응 방법으로 인간의 지식 처리 방법을 모방한 퍼지제어를 적용하여 그 가능성을 본다.

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Effect of Plasmid Stability on the Glucoamylase Productivity of Saccharomyces diastaticus Harboring Recombinant Plasmid Containing Glucoamylase Gene STA 1 (Glucoamylase 유전자 STA1이 포함된 재조합 Plasmid를 갖는 Saccharomyces diastaticus 의 Glucoamylase 생산성에 미치는 Plasmid 안정성의 영향)

  • Ahn, Jong-Seog;Hwang, In-Kyu;Jeong, Min-Sun;Mheen, Tae-Ick
    • Microbiology and Biotechnology Letters
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    • v.17 no.6
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    • pp.606-610
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    • 1989
  • For the purpose of improving glucoamylase productivity of Saccharomyces diastaticus, useful yeast in direct ethanol fermentation of starch, the effects of growth rate on the plasmid stability and glucoamylase productivity of S. diastaticus harboring recombinant plasmid pYES 18 containing glucoamylase gene STA 1 were investigated. In a selective medium, the recombinant plasmids were maintained stably at constant level but glucoamylase productivity was very low. On the other hand, in the complex medium containing starch, growth rate of the cell was stimulated by the supplementation of glucose and plasmid stability was improved by growth stimulation. We can conclude that glucoamylase productivity of S. diastaticus harboring the recombinant plasmid was increased as the maintaining of high plasmid stability in the cell.

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A Fast Mount and Stability Scheme for a NAND Flash Memory-based File System (NAND 플래시 메모리 기반 파일 시스템을 위한 빠른 마운트 및 안정성 기법)

  • Park, Sang-Oh;Kim, Sung-Jo
    • Journal of KIISE:Computer Systems and Theory
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    • v.34 no.12
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    • pp.683-695
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    • 2007
  • NAND flash memory-based file systems cannot store their system-related information in the file system due to wear-leveling of NAND flash memory. This forces NAND flash memory-based file systems to scan the whole flash memory during their mounts. The mount time usually increases linearly according to the size of and the usage pattern of the flash memory. NAND flash memory has been widely used as the storage medium of mobile devices. Due to the fact that mobile devices have unstable power supply, the file system for NAND flash memory requires stable recovery mechanism from power failure. In this paper, we present design and implementation of a new NAND flash memory-based file system that provides fast mount and enhanced stability. Our file system mounts 19 times faster than JFFS2's and 2 times faster than YAFFS's. The stability of our file system is also shown to be equivalent to that of JFFS2.

The performance evaluation of the throughput increasement according to the stable adaptive modulation to the mobile communication system (이동통신 시스템에 적용된 안정화 적응변조방식의 전송효율 성능분석)

  • 오의교;차균현
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.28 no.10A
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    • pp.780-787
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    • 2003
  • Adaptive modulation is the method to increase the throughput of the mobile system using the power margin of the system design. In this paper, we propose the method to change adaptive modulation parameters for the stable system operation by monitoring the mobility of the mobile station. The proposed method measures the instanteneous mobility of the mobile station monitoring the closed power control data. The MPSK modulation method is used for the basic modulation method because of the hardware implementation. Using the proposed method we can get the more powerful throughput. By the system simulation to verify the evaluation of the proposed algorithm, we can notice the algorithm is more efficient than the typical method

A Study on Measurement and Improvement for Shock Absorber NVH (Shock Absorber NVH 계측 및 이음 개선 연구)

  • Min-Hyung Yu;Jonghyun Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.1173-1174
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    • 2023
  • Shock Absorber 는 Suspension 부품 중 하나로 감쇠력을 통해 스프링의 수축을 제어함으로써 차량의 승차감 및 안정성을 향상시키는 장치이다[1]. 그러나, 스프링의 상하운동을 억제하기 위해 Shock Absorber 가 압축·인장 됨으로써 소음이 발생하여 탑승객을 불편하게 한다. 본 논문에서는 이에 대한 계측을 통해 원인을 파악하고 NVH 를 개선하여 승차감 향상을 도모한다.

Design of Airfoil with Tab-assisted Flap System for Increasement of Controllability and Stability (조종성과 안정성 증가를 위한 플랩-­탭 익형의 설계)

  • No, Hyeon-Seop;Kim, Seong-Hwan;Park, Hyeon-U;Lee, A-Reum;Son, Chan-Gyu;Lee, Gwan-Jung;O, Se-Jong
    • Proceeding of EDISON Challenge
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    • 2012.04a
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    • pp.13-16
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    • 2012
  • 본 논문에서는 항공기의 제어 안정성(Control Stability)과 조종성(Controllability), 그리고 기계 하중을 줄여 구조와 공기역학적인 안정성을 향상시키기 위해 고양력장치(High-lift Device)인 플랩에 탭이 추가된 익형을 설계하였다. 이 과정에서 한정된 해석자원 때문에 많은 설계조건을 해석하는데 어려움이 있었다. 이를 해결 하기위해 얇은 익형 해석(Thin Airfoil Theory)을 이용하여 지정된 설계구속조건을 통해 시위선을 지정하고 이를 바탕으로 두께를 부여하여 최종적인 익형을 설계하였다. EDISON CFD 2.0 Solver를 이용해 최종 설계한 익형의 성능을 해석하였다. 이를 바탕으로 플랩만 존재하는 익형에 비해 양력손실률이 15%이하로 감소하고, 힌지 모멘트가 최소인 공기역학적 익형을 산출하였다.

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