• Title/Summary/Keyword: convergence result

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Emotion Recognition Implementation with Multimodalities of Face, Voice and EEG

  • Udurume, Miracle;Caliwag, Angela;Lim, Wansu;Kim, Gwigon
    • Journal of information and communication convergence engineering
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    • v.20 no.3
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    • pp.174-180
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    • 2022
  • Emotion recognition is an essential component of complete interaction between human and machine. The issues related to emotion recognition are a result of the different types of emotions expressed in several forms such as visual, sound, and physiological signal. Recent advancements in the field show that combined modalities, such as visual, voice and electroencephalography signals, lead to better result compared to the use of single modalities separately. Previous studies have explored the use of multiple modalities for accurate predictions of emotion; however the number of studies regarding real-time implementation is limited because of the difficulty in simultaneously implementing multiple modalities of emotion recognition. In this study, we proposed an emotion recognition system for real-time emotion recognition implementation. Our model was built with a multithreading block that enables the implementation of each modality using separate threads for continuous synchronization. First, we separately achieved emotion recognition for each modality before enabling the use of the multithreaded system. To verify the correctness of the results, we compared the performance accuracy of unimodal and multimodal emotion recognitions in real-time. The experimental results showed real-time user emotion recognition of the proposed model. In addition, the effectiveness of the multimodalities for emotion recognition was observed. Our multimodal model was able to obtain an accuracy of 80.1% as compared to the unimodality, which obtained accuracies of 70.9, 54.3, and 63.1%.

Analysis of Convergence Factors on Physical and Mental Health Status according to Existence of Spouses of the Elderly - The 8th Korea National Health and Nutrition Examination Survey(2019) - (노인의 배우자 유무가 신체와 정신건강에 미치는 융합 요인 분석 -국민건강영향조사 제8기 조사를 이용하여-)

  • Park, Jeong Min;Kim, Seong Min
    • Journal of the Korea Convergence Society
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    • v.12 no.11
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    • pp.501-510
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    • 2021
  • This study is a secondary data analysis study that analyzed the data of the 8th Korea National Health and Nutrition Examination Survey(2019) to identify factors that affect physical and mental health status according to the presence or absence of a spouse of the elderly. 𝜒2 test, logistic and linear regression analysis were performed on 1,510 elderly aged 65 years or older. As a result of the study, general characteristics (gender, age, education level, household income) and health-related characteristics (smoking, drinking, and physical activity) were adjusted according to the spouse status. As a result, compared to those without a spouse, the probability of diagnosis of arthritis (OR=0.673, p=.010) and the Possibility of experiencing depression (OR=0.535, p=003) lower. It was confirmed that the quality of life was significantly higher (B=0.023, p=.040). The results of this study can be used as basic data to determine the factors that influence the health status of the elderly by existence of spouses.

Epoxy Matrix with Adding Dopamine for Improving Mechanical Property and Interfacial Adhesion with Glass Fiber (도파민이 첨가된 에폭시 기지재의 기계적 물성 및 유리섬유 간 계면접착력 향상)

  • Shin, Pyeong-Su;Kim, Jong-Hyun;Baek, Yeong-Min;Park, Ha-Seung;Park, Joung-Man
    • Composites Research
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    • v.32 no.2
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    • pp.96-101
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    • 2019
  • Interfacial adhesion between fiber and resin are related to composites performance, so it is very important to evaluate them accurately. In this study, the interfacial properties of microdroplets under fatigue loading conditions were evaluated. The mechanical properties and interfacial adhesion of epoxy resin with dopamine were studied. Tensile specimens were prepared to evaluate mechanical properties and epoxy microdroplets specimens were used for the evaluation of interfacial adhesion. In addition, in the microdroplet fatigue test, the same diameter of the microdroplet was used and the experiment was performed under the same conditions. As a result, it was confirmed that mechanical and interfacial properties were improved when dopamine was applied to epoxy resin through tensile and microdroplet experiments. It is considered that dopamine improves the degree of curing of the epoxy resin and imparts hydroxyl groups to the epoxy resin to increase the mechanical properties and the interfacial adhesion between the glass fibers.

Study on Convergence Technique due to the Shape of Cruiser Board through Structural Analysis (구조 해석을 통한 크루저 보드의 형상에 따른 융합 기술연구)

  • Lee, Jung-Ho;Cho, Jae-Ung
    • Journal of the Korea Convergence Society
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    • v.6 no.4
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    • pp.99-105
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    • 2015
  • In order to prevent the environmental pollution nowadays, the mobile device for one person of cruiser board not used with the fossil oil has been noticed. This study aims to analyze the property of cruiser board due to the shape by carrying out the structural analysis for the safe design of cruiser board. Two models of the existing cruiser board and the cruiser board with new configuration are designed. As the structural analysis was carried out by using the finite element analysis program, the durability by deformation, stress and fatigue life was investigated. In the study result, the model of cruiser board with new configuration has the maximum deformation of 0.000971mm, the maximum stress of 0.936MPa and the fatigue life from 1827.7Cycle to $1.887{\times}105Cycle$. As all study result values at the new model became better than the existing model, the new model was seen to become more adequate at using than the existing model. This study result can be contributed to the safer and durable design of cruiser board. And it is possible to be grafted onto the convergence technique at design and show the esthetic sense.

A Biological Fuzzy Multilayer Perceptron Algorithm

  • Kim, Kwang-Baek;Seo, Chang-Jin;Yang, Hwang-Kyu
    • Journal of information and communication convergence engineering
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    • v.1 no.3
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    • pp.104-108
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    • 2003
  • A biologically inspired fuzzy multilayer perceptron is proposed in this paper. The proposed algorithm is established under consideration of biological neuronal structure as well as fuzzy logic operation. We applied this suggested learning algorithm to benchmark problem in neural network such as exclusive OR and 3-bit parity, and to digit image recognition problems. For the comparison between the existing and proposed neural networks, the convergence speed is measured. The result of our simulation indicates that the convergence speed of the proposed learning algorithm is much faster than that of conventional backpropagation algorithm. Furthermore, in the image recognition task, the recognition rate of our learning algorithm is higher than of conventional backpropagation algorithm.

A Study on the Design and Implementation of the Learned Life Sports Team Recommendation Service System based on User Feedback Information (사용자 피드백 정보 기반의 학습된 생활 스포츠 팀 추천 서비스 시스템 설계 및 구현)

  • Lee, Hyunho;Lee, Wonjin
    • Journal of Korea Multimedia Society
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    • v.21 no.2
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    • pp.242-249
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    • 2018
  • In this paper, the customized sports convergence contents curation system is proposed for activation of life sports. The proposed system collects and analyzes profile of social sports group (club, society, etc.) for recommending optimized sports convergence contents to user. In addition, the feedback based on the recommendation result from the user is continuously reflected and the optimal recommendation is made possible. For the system evaluation, the proposed system is tested to 300 users (about 20 sports team) for about 3 months and the system is verified by analyzing the initial recommendation results and recommendation results reflected by user feedback.

Determination of Minimum Eigenvalue in a Continuous-time Weighted Least Squares Estimator (연속시간 하중최소자승 식별기의 최소고우치 결정)

  • Kim, Sung-Duck
    • The Transactions of the Korean Institute of Electrical Engineers
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    • v.41 no.9
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    • pp.1021-1030
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    • 1992
  • When using a least squares estimator with exponential forgetting factor to identify continuous-time deterministic system, the problem of determining minimum eigenvalue is described in this paper. It is well known fact that the convergence rate of parameter estimates relies on various factors consisting of the estimator and especially, theirproperties can be directly affected by all eigenvalues in the parameter error differential equation. Fortunately, there exists only one adjusting eigenvalue in the given estimator and then, the parameter convergence rates depend on this minimum eigenvalue. In this note, a new result to determine the minimum eigenvalue is proposed. Under the assumption that the input has as many spectral lines as the number of parameter estimates, it can be proven that the minimum eigenvalue converges to a constant value, which is a function of the forgetting factor and the parameter estimates number.

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Consumers' Awareness of and Demand for Digital Convergence furniture - focused on the furniture in residential space - (디지털 컨버젼스 가구에 관한 소비자 인지 및 요구도 조사 - 주거공간 가구를 중심으로 -)

  • 백혜영;이연숙
    • Korean Institute of Interior Design Journal
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    • v.13 no.4
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    • pp.172-179
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    • 2004
  • As the properties of living space and objects change in the digital era, furniture is also expected to change. This study starts from the question of such inclination that the digital innovation drives territories among products into the ambiguous, then tries to trace the variation of meaning against the furniture. Based on this possibility these functions, this research aims, to find out the digital functions which is preferred to be integrated with the furniture for the users of the residential space and the interface design aspects, which are considered important. preliminary survey using university students was done to extract the possible digital functions for convergence. The respondents were married women in their 20s and 30s who filled out the surveys on the internet. As a result, the specific digital convergence functions for both living and kitchen space were Identified. As major important expects for them were found functionality and controllability. Thus furniture design will expand to a concept which designs a new way of life.

A KOROVKIN TYPE APPROXIMATION THEOREM FOR DOUBLE SEQUENCES OF POSITIVE LINEAR OPERATORS OF TWO VARIABLES IN A-STATISTICAL SENSE

  • Demirci, Kamil;Dirik, Fadime
    • Bulletin of the Korean Mathematical Society
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    • v.47 no.4
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    • pp.825-837
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    • 2010
  • In this paper, we obtain a Korovkin type approximation theorem for double sequences of positive linear operators of two variables from $H_w$ (K) to C (K) via A-statistical convergence. Also, we construct an example such that our new approximation result works but its classical case does not work. Furthermore, we study the rates of A-statistical convergence by means of the modulus of continuity.

Strong Convergence of Modified Iteration Processes for Relatively Weak Nonexpansive Mappings

  • Boonchari, Daruni;Saejung, Satit
    • Kyungpook Mathematical Journal
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    • v.52 no.4
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    • pp.433-441
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    • 2012
  • We adapt the concept of shrinking projection method of Takahashi et al. [J. Math. Anal. Appl. 341(2008), 276-286] to the iteration scheme studied by Kim and Lee [Kyungpook Math. J. 48(2008), 685-703] for two relatively weak nonexpansive mappings. By letting one of the two mappings be the identity mapping, we also obtain strong convergence theorems for a single mapping with two types of computational errors. Finally, we improve Kim and Lee's convergence theorem in the sense that the same conclusion still holds without the uniform continuity of mappings as was the case in their result.