• Title/Summary/Keyword: Enhancing data

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Enhancing Visualization in Self-Organizing Maps (SOM에서 개체의 시각화)

  • Um Ick-Hyun;Huh Myung-Hoe
    • The Korean Journal of Applied Statistics
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    • v.18 no.1
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    • pp.83-98
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    • 2005
  • Exploring distributional patterns of multivariate data is very essential in understanding the characteristics of given data set, as well as in building plausible models for the data. For that purpose, low-dimensional visualization methods have been developed by many researchers along various directions. As one of methods, Kohonen's SOM (Self-Organizing Map) is prominent. SOM compresses the volume of the data, yields abstraction from the data and offers visual display on low-dimensional grids. Although it is proven quite effective, it has one undesirable property: SOM's display is discrete. In this study, we propose two techniques for enhancing quality of SOM's display, so that SOM's display becomes continuous. The proposed methods are demonstrated in two numerical examples.

Sensitivity of Data Assimilation Configuration in WAVEWATCH III applying Ensemble Optimal Interpolation

  • Hye Min Lim;Kyeong Ok Kim;Hanna Kim;Sang Myeong Oh;Young Ho Kim
    • Journal of the Korean earth science society
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    • v.45 no.4
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    • pp.349-362
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    • 2024
  • We aimed to evaluate the effectiveness of ensemble optimal interpolation (EnOI) in improving the analysis of significant wave height (SWH) within wave models using satellite-derived SWH data. Satellite observations revealed higher SWH in mid-latitude regions (30° to 60° in both hemispheres) due to stronger winds, whereas equatorial and coastal areas exhibited lower wave heights, attributed to calmer winds and land interactions. Root mean square error (RMSE) analysis of the control experiment without data assimilation revealed significant discrepancies in high-latitude areas, underscoring the need for enhanced analysis techniques. Data assimilation experiments demonstrated substantial RMSE reductions, particularly in high-latitude regions, underscoring the effectiveness of the technique in enhancing the quality of analysis fields. Sensitivity experiments with varying ensemble sizes showed modest global improvements in analysis fields with larger ensembles. Sensitivity experiments based on different decorrelation length scales demonstrated significant RMSE improvements at larger scales, particularly in the Southern Ocean and Northwest Pacific. However, some areas exhibited slight RMSE increases, suggesting the need for region-specific tuning of assimilation parameters. Reducing the observation error covariance improved analysis quality in certain regions, including the equator, but generally degraded it in others. Rescaling background error covariance (BEC) resulted in overall improvements in analysis fields, though sensitivity to regional variability persisted. These findings underscore the importance of data assimilation, parameter tuning, and BEC rescaling in enhancing the quality and reliability of wave analysis fields, emphasizing the necessity of region-specific adjustments to optimize assimilation performance. These insights are valuable for understanding ocean dynamics, improving navigation, and supporting coastal management practices.

Enhancing Data Replication System using Expert System in a Data Grid (데이터그리드 환경에서의 전문가 시스템을 이용한 Data Replication 시스템의 개선)

  • Kim, Mi-Ok;Lee, Dong-Woo;Choi, Ji-Hyun;Ramakrishna, R.S.
    • Proceedings of the Korea Information Processing Society Conference
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    • 2003.11a
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    • pp.173-176
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    • 2003
  • 기존 데이터그리드에서는 대용량의 데이터 서비스를 위해 Peer-to-Peer 기반의 Data Replication 을 사용하였다. 하지만 기존의 방법은 로컬 사이트의 정보만을 가지고 Data Replication 을 수행하므로, 데이터그리드 전체의 Data Replication 을 수행하는데 비효율적이다. 이에 본 논문에서는 Rule 기반 Forward Chaining 을 수행하는 전문가 시스템을 이용하여, 데이터그리드 전체의 Data Replication 을 수행하는 방법을 제안하고 이를 구현하였다.

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An Interactive Character Animation and Data Management Tool (대화형 캐릭터 애니메이션 생성과 데이터 관리 도구)

  • Lee, Min-Geun;Lee, Myeong-Won
    • The KIPS Transactions:PartA
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    • v.8A no.1
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    • pp.63-69
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    • 2001
  • In this paper, we present an interactive 3D character modeling and animation including a data management tool for editing the animation. It includes an animation editor for changing animation sequences according to the modified structure of 3D object in the object structure editor. The animation tool has the feature that it can produce motion data independently of any modeling tool including our modeling tool. Differently from conventional 3D graphics tools that model objects based on geometrically calculated data, our tool models 3D geometric and animation data by approximating to the real object using 2D image interactively. There are some applications that do not need precise representation, but an easier way to obtain an approximated model looking similar to the real object. Our tool is appropriate for such applications. This paper has focused on the data management for enhancing the automatin and convenience when editing a motion or when mapping a motion to the other character.

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A Data Aggregation Scheme for Enhancing the Efficiency of Data Aggregation and Correctness in Wireless Sensor Networks (무선 센서 네트워크에서 데이터 수집의 효율성 및 정확성 향상을 위한 데이터 병합기법)

  • Kim, Hyun-Tae;Yu, Tae-Young;Jung, Kyu-Su;Jeon, Yeong-Bae;Ra, In-Ho
    • Journal of the Korean Institute of Intelligent Systems
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    • v.16 no.5
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    • pp.531-536
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    • 2006
  • Recently, many of researchers have been studied in data processing oriented middleware for wireless sensor networks with the rapid advances on sensor and wireless communication technologies. In a wireless sensor network, a middleware should handle the data loss problem at an intermediate sensor node caused by instantaneous data burstness to support efficient processing and fast delivering of the sensing data. To handle this problem, a simple data discarding or data compressing policy for reducing the total amount of data to be transferred is typically used. But, data discarding policy decreases the correctness of a collected data, in other hand, data compressing policy requires additional processing overhead with the high complexity of the given algorithm. In this paper, it proposes a data-average method for enhancing the efficiency of data aggregation and correctness where the sensed data should be delivered only with the limited computing power and energy resource. With the proposed method, unnecessary data transfer of the overlapped data is eliminated and data correctness is enhanced by using the proposed averaging scheme when an instantaneous data burstness is occurred. Finally, with the TOSSTM simulation results on TinyBB, we show that the correctness of the transferred data is enhanced.

Processing of Downhole S-wave Seismic Survey Data by Considering Direction of Polarization

  • Kim, Jin-Hoo;Park, Choon-B.
    • Journal of the Korean Geophysical Society
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    • v.5 no.4
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    • pp.321-328
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    • 2002
  • Difficulties encountered in downhole S-wave (shear wave) surveys include the precise determination of shear wave travel times and determination of geophone orientation relative to the direction of polarization caused by the seismic source. In this study an S-wave enhancing and a principal component analysis method were adopted as a tool for determination of S-wave arrivals and the direction of polarization from downhole S-wave survey data. An S-wave enhancing method can almost double the amplitudes of S-waves, and the angle between direction of polarization and a geophone axis can be obtained by a principal component analysis. Once the angle is obtained data recorded by two horizontal geophones are transformed to principal axes, yielding so called scores. The scores gathered along depth are all in-phase, consequently, the accuracy of S-wave arrival picking could be remarkably improved. Applying this processing method to the field data reveals that the test site consists of a layered ground earth structure.

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Development on Real Time Diagnosis System for Enhancing Operability of e-Navigation Data Service Platform (한국형 e-Navigation 대용량 데이터 처리 플랫폼의 운용성 증대를 위한 실시간 원격진단시스템의 개발)

  • Kim, Myeong-hun;Kang, Moon-seog
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2018.05a
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    • pp.247-250
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    • 2018
  • The remote diagnostic system has been developed for enhancing operability of Data Service Platform(DSP) of Korean e-Navigation Project performed by Ministry of Oceans and Fisheries(MOF) since 2016. It plays a critical role to find and handling logical, physical error in early time in order to maximize operability of DSP, which makes DSP to provide seamless service to various ships voyaging in the sea. Therefore, as developing a system to diagnose resource and operation status of DSP immediately in a remote place, and a system to feed it back to operator or to recover it on its own, DSP can have short period of MTTR as well as high chance of providing proper service to ships in voyage.

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Resource Optimization Techniques based on Context Awareness for Enhancing Operability of e-Navigation Data Service Platform (한국형 e-Navigation 데이터 처리 플랫폼의 운용성 증대를 위한 상황인지 기반의 자원 최적화 기법)

  • Kim, Myeong-hun
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2019.05a
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    • pp.186-189
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    • 2019
  • The technique named CORD is an algorithm that optimizes resources of Data Service Platform(DSP) in real time, and it has been developed for enhancing operability of DSP of Korean e-Navigation Project performed by Hanwha Systems and Ministry of Oceans and Fisheries(MOF) since 2016. It plays a critical role to recognize the state of DSP in early time and handling problems immediately when it occurs logical, physical error in order to make DSP steady state condition, which has something in common with maximizing operability of DSP and seamless maritime service to various ships in the sea. Therefore, as developing a noble technique that makes DSP steady state by diagnosing resource and operation status of DSP as well as by reconfiguring service queue optimally in real time, DSP can have shorter response time and higher chance of providing proper maritime service to ships in voyage.

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Convergence Research on the Effect of Awareness Enhancing Education of International Development Cooperation on Global Citizenship, Career Identity, Career Preparation Behavior, and Cooperative Efficacy (대학교 국제개발협력의 이해 수업이 세계시민의식, 진로정체성, 진로준비행동 및 협력적 효능감에 미치는 효과에 대한 융합연구)

  • Ryu, Young Mi;Sim, Seon-Ju;Park, Sun-Young
    • Journal of Internet of Things and Convergence
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    • v.5 no.2
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    • pp.47-54
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    • 2019
  • This convergence study was conducted to identify the effect of the awareness enhancing program of the international development cooperation of college students sponsored by the Korea International Cooperation Agency (KOICA). A quasi-experimental study design was used. The participants consisted of one experimental group (n=32) who attended the awareness enhancing class of international development cooperation and the other control group (n=32) who did not participate in the class in a university in C city. The data were collected using online survey before the first class and after the last class in spring semester 2019. Collected data were analyzed by ANCOVA using SPSS WIN Version 20.0 program. The levels of global citizenship (p=.003) and career preparation behavior (p=.013) was higher in the experimental group than in the control group. However, career identity(p=.385) and cooperative efficacy(p=.488) did not show significant difference between the groups. This study proposed the direction for the awareness enhancing program of the international development cooperation of college students by showing its positive effects on the global citizenship and career preparation behavior.

Effect of calf strengthening exercise on walking mechanism in middle-aged women (종아리 강화 운동이 중년여성의 보행메커니즘에 미치는 영향)

  • Jong-Geun Kim;Gyeong-Hee Cho
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.4
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    • pp.235-240
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    • 2024
  • We designed this study because it is necessary to take health care from middle age for to healthy old age. The purpose of this study was to confirm the effect of middle-aged women on the walking mechanism by applying an exercise program that can achieve the maximum effect through simple exercise regardless of time and place. A total of 20 subjects were selected from middle-aged women aged 45 years or older, with 10 calf-enhancing exercise groups and 10 control groups. As a result of comparing before and after exercise in the calf-enhancing exercise group, the step length left and right, and double support, step time, and speed were improved. As a result of comparing the walking mechanisms of the calf-enhancing exercise group and the non-exercise group after exercise, the step length left and right, and step time left and right were improved. The positive effect of the walking mechanism was shown through the calf-enhancing exercise regardless of time and place. In particular, it is judged that the stride was widened, resulting in an increase in the speed of walking due to the strength of the lower extremities and the shortening of the one-foot support section, resulting in meaningful results. In future studies, it is considered desirable to present measurement data for each life cycle by evaluating all ages, such as adolescents and the elderly, and to provide it as basic data for causing social problems due to lack of normal exercise.