• Title/Summary/Keyword: 결정성 검증

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1D CNN and Machine Learning Methods for Fall Detection (1D CNN과 기계 학습을 사용한 낙상 검출)

  • Kim, Inkyung;Kim, Daehee;Noh, Song;Lee, Jaekoo
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.3
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    • pp.85-90
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    • 2021
  • In this paper, fall detection using individual wearable devices for older people is considered. To design a low-cost wearable device for reliable fall detection, we present a comprehensive analysis of two representative models. One is a machine learning model composed of a decision tree, random forest, and Support Vector Machine(SVM). The other is a deep learning model relying on a one-dimensional(1D) Convolutional Neural Network(CNN). By considering data segmentation, preprocessing, and feature extraction methods applied to the input data, we also evaluate the considered models' validity. Simulation results verify the efficacy of the deep learning model showing improved overall performance.

Study of Cost-effectiveness analyses of polluted-river sediments dredging (하천 오니토 준설에 대한 편익산정 방법 연구)

  • Kwon, Yoon Jeong;Lee, Yealin;Lee, Kangwook;Kwon, Hyun-Han
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.460-460
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    • 2021
  • 각종 오염물질이 수계로 유입되어 침강하면 하상에 퇴적되는데 이 오염된 퇴적물 중 질퍽한 콜로이드상의 물질을 오니토라 일컫는다. 이 오염물은 저장소 및 물환경의 변화에 따라 수질 악화의 직접적인 원인이 될 수 있는 인, 질소 등의 영양염류를 수중으로 재용출시킬 수 있는 비점오염원 종류 중 하나이다. 하천 준설은 하천에서 저수용량 확보와 하상 유지관리 및 골재확보, 수질 개선을 위해 토사를 제거하고 그 토사를 운반선에 의하여 운반하여 지정된 투기장에 투기하는 일련의 공사를 말하며, 이를 통하여 비점오염원인 오니토를 직접적으로 제거할 수 있다. 준설의 필요성 판단 및 수질개선 효과를 모니터하기 위해서는 하천의 수질과 유량을 조사해야 한다. 이때 대상구간이 요구하는 수질 기준에 부합하지 않으면 오염퇴적물 준설 기준을 통해 준설이 필요한 구간 및 사업량을 결정한다. 준설 사업량의 경제적 타당성을 정량적으로 검증하기 위해 대상 구간을 준설을 하지 않을 시 오니토가 상시 용출된다는 가정하에 물재생시설로 이 오염물을 정화했을 때의 비용을 준설 사업비와 비교하였다. 본 연구에서는 하천공사 표준시방서(2007)에 제시된 오염퇴적물 준설 기준을 만족하는 서낙동강수계의 준설 계획 지구에 대한 계획 사업비와 해당 지구 하류에 위치한 물재생시설의 정화능력 및 운영비를 비교해 하천 준설 사업비에 대한 편익을 산정하였다.

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Load Distribution Ratios of Indeterminate Strut-Tie Models for Simply Supported RC Deep Beams - (II) Validity Evaluation (단순지지 RC 깊은 보 부정정 스트럿-타이 모델의 하중분배율 - (II) 적합성 평가)

  • Kim, Byung Hun;Jeung, Chan Haek;Yun, Young Mook
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.28 no.2A
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    • pp.269-279
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    • 2008
  • In this study, the ultimate strengths of 229 simply supported reinforced concrete deep beams tested to shear failure were evaluated by the ACI 318-05's strut-tie model approach implemented with the presented indeterminate strut-tie model and its load distribution ratio. The ultimate strengths of the deep beams were also estimated by the experimental shear equations, design codes that were based on experimental and theoretical shear strength models, and current strut-tie model design codes. The validity of the present strut-tie model and its load distribution ratio was examined through the comparison of the strength analysis results classified according to the prime design variables of the shear span-to-effective depth ratio, flexural reinforcement ratio, and compressive strength of concrete.

Front Face Image Analysis of Twentities Generation Man for Sasang Constitution Classification (20대 남성의 사상체질 분류를 위한 상안부의 얼굴 요소 분석)

  • Park, Sun-Ae;Lee, Se-Hwan;Kim, Bong-Hyun;Ka, Min-Kyoung;Cho, Dong-Uk
    • Annual Conference of KIPS
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    • 2007.11a
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    • pp.90-93
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    • 2007
  • 우리나라만의 독창적인 의료체계인 사상체질은 의학적 본질의 우수성에도 불구하고 크게 대중화 되지 않았으며 인지도 또한 높지 못하다. 이는 사상체질에서 가장 중요한 부분이 사상체질의 정확한 분류인데 현재 임상현장에서 행해지고 있는 사상체질 분류 방식은 임상의의 경험과 주관적 소견에 의해 분류되고 있기 때문에 진단 결과에 객관성이 없고 정확도가 낮게 평가되고 있는 실정이다. 이를 위해 사상체질 진단 방법 중 하나인 용모사기론을 IT공학의 영상처리에 적용하여 안면 영상 분석을 통해 사상체질 분류를 수행하고자 한다. 이를 위해 본 논문에서는 사상의학적 원전과 기존의 방법들을 조사, 연구하여 사상체질 분류의 중요한 요소를 결정하고 시스템 구현을 목표로 실험을 통해 사상체질 분류의 유의성을 갖는 측정 요소에 대해 검증해 보고자 한다.

Improving Reliability and Security in IEEE 802.15.4 Wireless Sensor Networks (IEEE 802.15.4 센서 네트워크에서의 신뢰성 및 보안성 향상 기법)

  • Shon, Tae-Shik;Park, Yong-Suk
    • The KIPS Transactions:PartC
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    • v.16C no.3
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    • pp.407-416
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    • 2009
  • Recently, various application services in wireless sensor networks are more considered than before, and thus reliable and secure communication of sensor network is turning out as one of essential issues. This paper studies such communication in IEEE 802.15.4 based sensor network. We present IMHRS (IEEE 802.15.4 MAC-based Hybrid hop-by-hop Reliability Scheme) employing EHHR (Enhanced Hop-by-Hop Reliability), which uses Hop-cache and Hop-ack and ALC (Adaptive Link Control), which considers link status and packet type. Also, by selecting security suite depending on network and application type, energy efficiency is considered based on HAS (Hybrid Adaptive Security) Framework. The presented schemes are evaluated by simulations and experiments. Besides, the prototype system is developed and tested to show the potential efficiency.

An Empirical Study on the User Experience Model of Music Streaming Service (음악 스트리밍 서비스 사용자 경험 모델에 관한 실증 연구)

  • Lee, Jeonga;Kim, Hyung Jin;Lee, Ho Geun
    • Informatization Policy
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    • v.30 no.3
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    • pp.92-121
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    • 2023
  • As music streaming services (MSS) involve various interactions with users during the music consumption process, it is important to understand the user experience and manage the service accordingly. This study developed a user experience model for MSS by theoretically linking the quality characteristics considered important by music service users with the structure of user experience. PLS analysis was then performed using survey data to test the model. As a result, functionality (search, browsing, and personalized recommendation), UI usability, content quality (currentness, sufficiency, relevance), and monetary cost were found to be key experience factors that determine the experience consequence, i.e., user satisfaction. In addition, in a supplementary analysis comparing domestic and global services, differences in user experience were found between the two groups in terms of functionality and content quality. The user experience model of MSS proposed in this study serves as a new foundation for theory-based research in this field and provides meaningful implications for the competitive landscape among music streaming service platforms and for their competitive strategies.

The Study on Usefulness Evaluation of a Technology Opportunity Discovery Service (유용성 관점의 기술 기회 발굴 지원 서비스에 대한 연구)

  • Lee, Mikyoung;Lee, Jinhee;Jeong, Do-Heon;Lee, Seungwoo;Cho, Minhee;Jung, Hanmin;Kim, Jinhyung;Hwang, Myunggwon;Kim, DoWan
    • KIPS Transactions on Computer and Communication Systems
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    • v.1 no.2
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    • pp.61-70
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    • 2012
  • In this study we evaluate usefulness of InSciTe Advanced, technology opportunity service offering trends information related technologies by analyzing automatically large amount of data. Before developing the service, InSciTe Advanced, we design 5 main services - Trends and Predictions, Technology Levels, Relationship Paths, Roadmaps, Competitors and Collaborators - through the interviews with expert in planning R&D strategy. And we evaluate usefulness of each service in InSciTe Advanced to examine how the information analyzed by InSciTe Advanced are useful to user from two points of view, Satisfaction of Information and Completeness of Information. Users set a high value on 5 main services in all tis aspects, but give relative low grades to completeness of Information. We will learn lessons from this study, increase kinds and amount of data, and strengthen the process about accuracy and reliability of analyzed information from the service.

Determination of Dynamic Modulus of cold In-place Recycling Mixtures with Foamed Asphalt (폼드아스팔트를 이용한 현장 상온 재생 아스팔트 혼합물의 동탄성계수 결정)

  • Kim, Yong-Joo Thomas;Lee, Ho-Sin David
    • International Journal of Highway Engineering
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    • v.11 no.1
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    • pp.1-12
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    • 2009
  • A new mix design procedure for cold in-place recycling using foamed asphalt (CIR-foam) has been developed for Iowa Department of Transportation. Some strengths and weaknesses of the new mix design parameters were considered and modified to improve the laboratory test procedure. Based on the critical mixture parameters identified, a new mix design procedure was developed and validated to establish the properties of the CIR-foam mixtures. As part of the validation effort to evaluate a new CIR-foam mix design procedure, dynamic moduli of CIR-foam mixtures made of seven different reclaimed asphalt pavement (RAP) materials collected throughout the state of Iowa were measured and their master curves were constructed. The main objectives of this study are to provide: 1) standardized testing procedure for measuring the dynamic modulus of CIR-foam mixtures using new simple performance testing (SPT) equipment; 2) analysis procedure for constructing the master curves for a wide range of RAP materials; and 3) impacts of RAP material characteristics on the dynamic modulus. Dynamic moduli were measured at three different temperatures and six different loading frequencies and they were consistent among different RAP sources. Master curves were then constructed for the CIR-foam mixtures using seven different RAP materials. Based upon the observation of the constructed master curves, dynamic moduli of CIR-foam mixtures were less sensitive to the loading frequencies than HMA mixtures. It can be concluded that at the low temperature, the dynamic modulus is affected by the amount of fines in the RAP materials whereas, at the high temperature, the dynamic modulus is influenced by the residual binder characteristics.

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Pet Attachment and Subjective Well-Being: Mediation Effect of Basic Psychological Needs (반려동물 애착과 주관적 안녕감: 기본 심리 욕구의 매개 효과)

  • Soo Ah Woo;Min-Hee Kim
    • Science of Emotion and Sensibility
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    • v.26 no.1
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    • pp.17-32
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    • 2023
  • This study aims to study the impact of pet attachment on subjective well-being, focusing on individuals who live with pets. In addition, it is to recognize that their basic psychological requirement mediates between pet attachment and subjective well-being. For this purpose, a survey was performed on 358 adults living with pets nationwide. The final data of 319 people were evaluated after excluding invalid information. Dependent on the theoretical approach of the attachment theory, the human-pet relationship was examined by dividing it into two orthogonal dimensions pet attachment prevention and pet attachment anxiety(Zilcha-Mano et al., 2011). The mediating effects were investigated as an in-depth mechanism that mediates between pet attachment and subjective well-being, the mediating effects were examined, in terms of the three basic psychological needs of Self-Determination Theory, which are autonomy, competence, and relatedness. As an outcome, first, pet attachment prevention and pet attachment anxiety both revealed a negative correlation with subjective well-being. Second, basic psychological needs, which are autonomy, competence, and relatedness, are mediated between pet attachment and subjective well-being. Autonomy, competence, and relatedness fully mediated the relationship between pet attachment avoidance and subjective well-being. Meanwhile, in the case of pet attachment anxiety, only autonomy among basic psychological needs is fully mediated between pet attachment anxiety and subjective well-being in the case of pet attachment avoidance. This means that pet attachment prevention or pet attachment anxiety correlates with subjective well-being by satisfying basic psychological needs instead of directly affecting personal well-being. Regarding the pet effect, it is meaningful to find an in-depth mechanism that the human-pet relationship has for an adaptive and positive impact on humans.

Effects of Perceived Autonomy Support on Intrinsic Motivation and Passion for Major students of Security Martial Arts (경호무도 전공자의 지각된 자율성지지가 내재적 동기 및 열정에 미치는 영향)

  • Yang, Jin-Young;Lim, Tae-Hee;Kim, Dong-Hyun
    • Korean Security Journal
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    • no.46
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    • pp.87-112
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    • 2016
  • The purpose of this study was to investigate the influence of perceived autonomy support on intrinsic motivation and passion for major students of security martial arts. The subjects were selected 317 people to security martial arts majors universities in the metropolitan area extraction using a convenience sample. AS autonomy support, intrinsic motivation, and passion by research tools construct validity were utilized for statistical verification. Data were analyzed through descriptive statistics, frequency analysis, exploratory factors analysis, reliability analysis, correlation analysis using the SPSS 21.0 and confirmatory factors analysis and structural equation modeling(SEM) using AMOS 21.0. The results of this study were as follows. First, autonomy support of major students for security martial arts had a positive impact on intrinsic motivation. Second, autonomy support of major students for security martial arts had a positive impact on harmonious passion. Third, autonomy support of major students for security martial arts had a impact on obsessive passion. Forth, intrinsic motivation of major students for security martial arts had a positive impact on harmonious passion. Fifth, intrinsic motivation of major students for security martial arts had a negative impact on obsessive passion. The results of structural equation modeling showed that intrinsic motivation partially mediated the relationship between autonomy support and harmonious passion. And the relationships between autonomy support and obsessive passion were completely mediated by the intrinsic motivation.

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