• Title/Summary/Keyword: Current-balancing

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Structural health monitoring data anomaly detection by transformer enhanced densely connected neural networks

  • Jun, Li;Wupeng, Chen;Gao, Fan
    • Smart Structures and Systems
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    • v.30 no.6
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    • pp.613-626
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    • 2022
  • Guaranteeing the quality and integrity of structural health monitoring (SHM) data is very important for an effective assessment of structural condition. However, sensory system may malfunction due to sensor fault or harsh operational environment, resulting in multiple types of data anomaly existing in the measured data. Efficiently and automatically identifying anomalies from the vast amounts of measured data is significant for assessing the structural conditions and early warning for structural failure in SHM. The major challenges of current automated data anomaly detection methods are the imbalance of dataset categories. In terms of the feature of actual anomalous data, this paper proposes a data anomaly detection method based on data-level and deep learning technique for SHM of civil engineering structures. The proposed method consists of a data balancing phase to prepare a comprehensive training dataset based on data-level technique, and an anomaly detection phase based on a sophisticatedly designed network. The advanced densely connected convolutional network (DenseNet) and Transformer encoder are embedded in the specific network to facilitate extraction of both detail and global features of response data, and to establish the mapping between the highest level of abstractive features and data anomaly class. Numerical studies on a steel frame model are conducted to evaluate the performance and noise immunity of using the proposed network for data anomaly detection. The applicability of the proposed method for data anomaly classification is validated with the measured data of a practical supertall structure. The proposed method presents a remarkable performance on data anomaly detection, which reaches a 95.7% overall accuracy with practical engineering structural monitoring data, which demonstrates the effectiveness of data balancing and the robust classification capability of the proposed network.

SA-selection-based Genetic Algorithm for the Design of Fuzzy Controller

  • Han Chang-Wook;Park Jung-Il
    • International Journal of Control, Automation, and Systems
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    • v.3 no.2
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    • pp.236-243
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    • 2005
  • This paper presents a new stochastic approach for solving combinatorial optimization problems by using a new selection method, i.e. SA-selection, in genetic algorithm (GA). This approach combines GA with simulated annealing (SA) to improve the performance of GA. GA and SA have complementary strengths and weaknesses. While GA explores the search space by means of population of search points, it suffers from poor convergence properties. SA, by contrast, has good convergence properties, but it cannot explore the search space by means of population. However, SA does employ a completely local selection strategy where the current candidate and the new modification are evaluated and compared. To verify the effectiveness of the proposed method, the optimization of a fuzzy controller for balancing an inverted pendulum on a cart is considered.

An Implementation of Web-based Client/Server Architecture using Distributed Objects (분산 객체를 이용한 웹기반 클라이언트 / 서버 구조의 구현)

  • 박희창;이태공
    • Journal of the military operations research society of Korea
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    • v.23 no.2
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    • pp.25-44
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    • 1997
  • Internet users been rapidly increased due to the convenient GUI environment. Current Web-based HTTP/CGI client/server architecture has several problems such as the CGI bottleneck, no maintaince of state, and no load balancing. However, with Java and CORBA technologies called“Object Web technology”, we can solve them because Java is not only a mobile code but also a platform-independent code, and CORBA has ability to build distributed object and language-independent object model. The goal of “Object Web technology”is to create multivendor, multiOS, multilanguage“legoware”using objects. This paper implement“Book Search System”which is Web-based client/server architecture using distributed objects. Environments of this implementation are Hangul Windows NT(included IIS) server, Hangul Windows 95 client, Visigenic's VisiBroker for Java 1.2 which is a product of CORBA 2.0, HTTP protocol on TCP-IP-based, Sybase SQL Anywhere 5.0 database server, and the interface between application server and database is JDBC-ODBC bridge middleware.

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A Study on the Condition and Need of Work-Family Balance (남성의 일-가정 양립 실태와 요구도)

  • Song, Hye-Rim
    • Journal of Family Resource Management and Policy Review
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    • v.16 no.2
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    • pp.1-18
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    • 2012
  • This study analyzes the balance between work and family in married, working men and investigates their need to create this balance. Data from 253 married men was collected and analyzed. The index for the questionnaire was developed using the scale from the Second National Survey of Korean Families and related research. The results show that married, working men are slightly better at balancing their work and family lives than average. Furthermore, the effects of job-related variables were higher than the effects of other social-demographic variables. Job flexibility was the major variable that determined the balance between work and family. The highest need to balance between work and family was monetary support for caring and educating children. This paper concludes that in order to improve the work-family balance, the current working culture has to be changed, and various policies and strategies that encourage a family-friendly working culture must be implemented.

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Sirtuins in Cancer: a Balancing Act between Genome Stability and Metabolism

  • Jeong, Seung Min;Haigis, Marcia C.
    • Molecules and Cells
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    • v.38 no.9
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    • pp.750-758
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    • 2015
  • Genomic instability and altered metabolism are key features of most cancers. Recent studies suggest that metabolic reprogramming is part of a systematic response to cellular DNA damage. Thus, defining the molecules that fine-tune metabolism in response to DNA damage will enhance our understanding of molecular mechanisms of tumorigenesis and have profound implications for the development of strategies for cancer therapy. Sirtuins have been established as critical regulators in cellular homeostasis and physiology. Here, we review the emerging data revealing a pivotal function of sirtuins in genome maintenance and cell metabolism, and highlight current advances about the phenotypic consequences of defects in these critical regulators in tumorigenesis. While many questions should be addressed about the regulation and context-dependent functions of sirtuins, it appears clear that sirtuins may provide a promising, exciting new avenue for cancer therapy.

Development of Life Extension System of Lead Battery in Electrical Bicycle (전기자전거용 납축전지 수명연장 시스템 개발)

  • Choi, Bumchoul;Lee, Jaeyoung;Lee, Hongki
    • 한국신재생에너지학회:학술대회논문집
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    • 2010.06a
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    • pp.145.1-145.1
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    • 2010
  • 현재 운송수단의 주 동력원으로 사용되고 있는 내연기관은 연료로 사용되는 석유로부터 온실가스가 발생하기 때문에 지구 환경악화의 주범으로 작용하기 때문에 교토 의정서에 의해 많은 제재를 받고 있으며, 이 문제를 해결하기 위해서 다양한 종류의 하이브리드 제품으로 대체하고자 하는 연구개발이 세계 각국에서 활발히 진행되고 있다. 한국은 저탄소 녹색성장이라는 기치하에 2012년 까지 2000만대의 자전거 보급과 세계3대 자전거 생산국으로 발전한다는 비전을 제시하여 향후 자전거 산업이 비약적으로 발전할 것으로 예상되고 있다. 이와 같은 비전을 달성하기 위해서는 저가이면서 출력이 크고 수명이 긴 축전지의 개발이 필수적이며, 이와 더불어 축전지의 성능 발휘를 위해서 이것을 제어할 수 있는 battery management system(BMS)의 개발도 같이 이루어져야 한다. 리튬 배터리의 성능이 우수한 것은 익히 알려진 사실이지만, 고가이기 때문에 소비자들의 부담이 적지 아니하다. 따라서 혁신적인 기술이 개발되어 저가의 배터리를 사용하기 전까지는 납축전지도 같이 사용될 것이며, 본 과제에서는 이와 같은 납 축전지의 수명을 연장시킬 수 있는 BMS를 개발하였다.

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Numerical Study on the Effect of Cavity Vanes to Control the Axial Thrust of a Turbopump (터보펌프 축추력 조절용 캐비티 베인에 대한 수치해석적 연구)

  • Choi, Chang-Ho;Kim, Jin-Han;Noh, Jun-Gu
    • The KSFM Journal of Fluid Machinery
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    • v.9 no.2 s.35
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    • pp.39-43
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    • 2006
  • The magnitude of the axial force acting on turbopump bearings has a great influence on the operational reliability and service life of a turbopump. In the turbopump under current investigation the cavity vanes are introduced to the pump shroud casing to control the axial thrust of the turbopump. To investigate the effect of the cavity vanes, 3D computational flow analyses for a propellant pump stage including an inducer, impeller, volute and secondary flow passages are performed with and without the vanes. The results show that the cavity vanes are very effective in reducing the magnitude of axial thrust without notable changes on the overall performance of the turbopump.

Load Balancing with Network Information for Multimedia Service

  • Kang, Shin-Woo;Chansu Yu;Kim, Myungchul
    • Proceedings of the Korean Information Science Society Conference
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    • 2002.04a
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    • pp.439-441
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    • 2002
  • The number of users and applications of the Internet is increasing and network traffic is increased in proportion to that enormous]y. Application and services, which are provided from a relatively long distance away, running on wide area network are not independent of the current network state. As a multimedia service is provided to a lot of users over the Internet, network status is one of factors to be considered in providing high quality of multimedia service. In this parer, one of methods to get network information is discussed and it is applied to a multimedia service.

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A PWM Method for Single-Phase 3-Level High Power Rectifiers (단상 3레벨 대용량 정류기의 PWM방법)

  • Cho, S.J.;Song, J.H.;Kim, Y.D.;Choy, I;Yoo, J.Y.
    • Proceedings of the KIEE Conference
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    • 1998.07f
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    • pp.1937-1939
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    • 1998
  • This paper presents a simple switching method to generate a PWM pattern mostly relevant to signle-phase three-level PWM rectifier. The adopted PWM switching pattern is performed in a manner similar to the space vector PWM method, which is popularly used in the three-phase rectifier and inverter. A set of possible voltages has been selected so that an equation with a time integral considered within a sampling period should be satisfied every sampling time. The simulation result shows that the proposed control scheme is good in some performance criteria such as unity power factor, low harmonic distortion of input current, dynamic response and voltage balancing of two series-connected DC capacitors.

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Capacitor-Diode Current-Balancing Circuit for Multi-Channel LED Backlight System (다중채널 LED 백라이트를 위한 Capacitor-Diode 전류평형 회로)

  • Park, Sung-Han;Jung, Young-Jin;Hong, Sung-Soo;Han, Sang-Kyoo
    • Proceedings of the KIPE Conference
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    • 2011.07a
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    • pp.222-223
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    • 2011
  • 최근 저전력 소모와 얇은 두께, 무 수은, 다양한 색 표현력, 빠른 응답 속도 등의 다양한 장점을 가진 LED(Light Emitting Diode)를 광원으로 이용하는 LCD(Liquid Crystal Display) TV가 큰 주목을 받고 있다. 이러한 LCD TV의 화면을 균등한 휘도로 표현하기 위해 기존의 구동회로는 다 채널의 LED를 정전류로 제어하는 DC/DC 컨버터가 채널마다 각각 적용되었고, 이는 원가 상승 및 효율 저하의 원인이 되었다. 이를 해결하기 위하여 본 논문에서는 각 LED 채널에 적용되는 DC/DC 컨버터 없이 트랜스포머, 커패시터, 다이오드를 이용하여 모든 LED 채널의 정전류 제어가 가능한 저가격형 구동회로를 제안한다. 이는 전력변환 효율과 전력밀도를 획기적으로 개선할 수 있고 수동소자만을 사용하므로 높은 신뢰성을 확보할 수 있다. 본 논문에서는 제안된 회로에 대한 이론적 해석과 실험을 통해 제안 회로의 타당성을 검증한다.

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