• Title/Summary/Keyword: Adaptation method

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Shape optimal design of elastic structures by the domain adaptive method (領域適應法을 利용한 彈性體 形狀의 最適設計)

  • 정균양
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.11 no.2
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    • pp.234-242
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    • 1987
  • The solution of shape design problems based on variational analysis has been approached by using the domain adaptive method. The objective of the structural shape design is to minimize the weight within a bound on local stress measure, or to minimize the maximum local stress measure within a bound on the weight. A derived optimality condition in both design problems requires that the unit mutual energy has constant value along the design boundary. However, the condition for constant stress on the design boundary was used in computation since the computed mutual energy oscillates severely on the boundary. A two step iteration scheme using domain adaptation was presented as a computational method to slove the example designs of elastic structures. It was also shown that remeshing by grid adaptation was effective to reduce oscillatory behavior on the design boundary.

A Design of Management Architecture and Ubiquitous Profile Based on CC/PP for Content Adaptation in Ubiquitous Environment (유비쿼터스 환경에서 콘텐츠 적응화를 위한 CC/PP 기반의 유비쿼터스 프로파일 및 운영 아키텍쳐 설계)

  • Kim Kyung-Sik;Lee Jae-Dong
    • The KIPS Transactions:PartC
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    • v.13C no.4 s.107
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    • pp.491-500
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    • 2006
  • In this paper, the management architecture and the ubiquitous profile based on CC/PP for contents adaptation in the ubiquitous environment is designed. The components and the attributes of the ubiquitous profile are defined based on the services scenario of contents adaptation in the ubiquitous environment. The ubiquitous profile was applied to techniques such as standard vocabulary, CC/PP structure, RDF schema and RDF to use effectively in the ubiquitous environment during the design. Also we design and propose the another management architecture based on ideas such as the dynamic constitution method, the metadata constitution method using a repository and the management method of gateway on center for the effective management of the ubiquitous profile. The result of performance evaluation for the proposed management architecture is more effective compared with the previous management method of the profile. The proposed the ubiquitous profile and the management architecture has provided the foundation of the research for a user to adaptation contents services in the ubiquitous environment.

Development of Semi-Supervised Deep Domain Adaptation Based Face Recognition Using Only a Single Training Sample (단일 훈련 샘플만을 활용하는 준-지도학습 심층 도메인 적응 기반 얼굴인식 기술 개발)

  • Kim, Kyeong Tae;Choi, Jae Young
    • Journal of Korea Multimedia Society
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    • v.25 no.10
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    • pp.1375-1385
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    • 2022
  • In this paper, we propose a semi-supervised domain adaptation solution to deal with practical face recognition (FR) scenarios where a single face image for each target identity (to be recognized) is only available in the training phase. Main goal of the proposed method is to reduce the discrepancy between the target and the source domain face images, which ultimately improves FR performances. The proposed method is based on the Domain Adatation network (DAN) using an MMD loss function to reduce the discrepancy between domains. In order to train more effectively, we develop a novel loss function learning strategy in which MMD loss and cross-entropy loss functions are adopted by using different weights according to the progress of each epoch during the learning. The proposed weight adoptation focuses on the training of the source domain in the initial learning phase to learn facial feature information such as eyes, nose, and mouth. After the initial learning is completed, the resulting feature information is used to training a deep network using the target domain images. To evaluate the effectiveness of the proposed method, FR performances were evaluated with pretrained model trained only with CASIA-webface (source images) and fine-tuned model trained only with FERET's gallery (target images) under the same FR scenarios. The experimental results showed that the proposed semi-supervised domain adaptation can be improved by 24.78% compared to the pre-trained model and 28.42% compared to the fine-tuned model. In addition, the proposed method outperformed other state-of-the-arts domain adaptation approaches by 9.41%.

The Comparison of Speaker Adaptation Methods (화자 적응 방법들의 비교)

  • 황영수
    • The Journal of the Acoustical Society of Korea
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    • v.18 no.1
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    • pp.61-66
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    • 1999
  • In this paper, we proposed various speaker adaptation methods and studied the performance of these methods. Methods which were studied in this paper are MAPE(Maximum A Posteriori Probability Estimation), Linear Spectral Estimating, Multi-Layer Perceptron and ARTMAP. In order to evaluate the performance of these methods, we used Korean isolated digits as the experimental data, the hybrid speaker adaptation method, which unified MAPE, linear spectral estimating and output probability of SCHMM, showed the better recognition result than those which performed other methods. And the method using ARTMAP showed the similar result to above hybrid method.

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A study on Rail Potential Test adaptation for Performance test of DC Railway system (직류 전기철도 성능시험을 위한 레일전위시험 적용연구)

  • Jung, Ho-Sung;Jang, Dong-Uk;Han, Moon-Seob;Park, Hyun-June
    • Proceedings of the KIEE Conference
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    • 2007.10c
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    • pp.238-240
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    • 2007
  • This paper present adaptation method of rail potential test to verify DC railway system's performance and safety. For protection of person and utility caused by rail potential rise, international standard to limit rail potential rise is made and rail potential is tested at the time of plan and construction of DC railway system in foreign country. So, we need rail potential test at the opening time and prepare a continuous monitoring technique of rail potential and a limitation method of rail potential rise. For these, we describe cause of rail potential rise, international standard about rail potential, protection principle, an example of calculation and measurement, and adaptation method for performance test.

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Noise Robust Speech Recognition Based on Noisy Speech Acoustic Model Adaptation (잡음음성 음향모델 적응에 기반한 잡음에 강인한 음성인식)

  • Chung, Yongjoo
    • Phonetics and Speech Sciences
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    • v.6 no.2
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    • pp.29-34
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    • 2014
  • In the Vector Taylor Series (VTS)-based noisy speech recognition methods, Hidden Markov Models (HMM) are usually trained with clean speech. However, better performance is expected by training the HMM with noisy speech. In a previous study, we could find that Minimum Mean Square Error (MMSE) estimation of the training noisy speech in the log-spectrum domain produce improved recognition results, but since the proposed algorithm was done in the log-spectrum domain, it could not be used for the HMM adaptation. In this paper, we modify the previous algorithm to derive a novel mathematical relation between test and training noisy speech in the cepstrum domain and the mean and covariance of the Multi-condition TRaining (MTR) trained noisy speech HMM are adapted. In the noisy speech recognition experiments on the Aurora 2 database, the proposed method produced 10.6% of relative improvement in Word Error Rates (WERs) over the MTR method while the previous MMSE estimation of the training noisy speech produced 4.3% of relative improvement, which shows the superiority of the proposed method.

ADAPTIVE FUZZY CONTROLLER IMPLEMENTED ON THERMAL PROCESS

  • Abd el-geliel, M.
    • 제어로봇시스템학회:학술대회논문집
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    • 2003.10a
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    • pp.84-89
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    • 2003
  • Fuzzy controller is one of the succeed controller used in the process control in case of model uncertainties. But it my be difficult to fuzzy controller to articulate the accumulated knowledge to encompass all circumstance. Hence, it is essential to provide a tuning capability. There are many parameters in fuzzy controller can be adapted, scale factor tuning of normalized fuzzy controller is one of the adaptation parameter. Two adaptation methods are implemented in this work on an experimental thermal process, which simulate heating process in liquefied petroleum gases (LPG) recovery process in one of petrochemical industries: Gradient decent (GD) adaptation method; supervisory fuzzy controller. A comparison between the two methods is discussed.

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Family Resiliency Facto for the Adaptation of Family who have a Congenital Heart Disease (선천성 심장 질환 아동 가족의 복원 요인이 적응에 미치는 영향)

  • Tak Young-Ran;Yun E-Hwa;An Ji-Yeon;Kim Sang-Hwa
    • Journal of Korean Academy of Nursing
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    • v.34 no.7
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    • pp.1298-1306
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    • 2004
  • Purpose: The purpose of this study was to explore the relationships of family strain, perceived social support, family hardiness, and family adaptation and identify the family resiliency factors for the adaptation of families who have a child with congenital heart disease. Method: The sample consisted of 90 families who had a child diagnosed with congenital heart disease and completed surgical treatment. Data was collected from parents using a questionnaire. Results: Results from path analyses revealed that family strain had a direct effect on both perceived social support and family hardiness, and an indirect effect on family adaptation. Also, the findings revealed that perceived social support had a direct effect on both family hardiness and family adaptation, and family hardiness had a direct effect on family adaptation. Thus, these results indicated that perceived social support and family hardiness had a mediating effect on family strain. Conclusion: Findings provide the evidence for the theoretical and empirical significance of perceived social support and family hardiness as family resiliency factors for family adaptation. Clinical implications of these findings might be discussed in terms of family-centered nursing interventions for the families who have a child with congenital heart disease based on an understanding of family resiliency for adaptation.

Psychosocial Adaptation of Women with Rheumatoid Arthritis: Focusing on Physical Disability and Social Support (류마티스 관절염 여성의 심리사회적 적응 - 신체적 기능장애와 사회적 지지를 중심으로 -)

  • Lim, Seung-Ju;An, Kyung-Eh;Han, In-Young
    • Journal of muscle and joint health
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    • v.11 no.2
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    • pp.165-175
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    • 2004
  • Purpose: To describe the psychosocial adaptation, physical disability and social support, and to examine whether the physical disability and social support influence the psychosocial adaptation of women with Rheumatoid Arthritis(RA). Method: This survey was conducted with 102 women diagnosed as RA using a structured survey tool between April 12th and 30th 2004. Results: The Physical disability ranged from 0 to 51, the average was 9.89(${\pm}12.15$), appearing that less severe than previous studies. The social support ranged from 29 to 168, and the average was 91.73(${\pm}31.44$). The age, marital status, and monthly income were associated with patient's perceived social support. The psychosocial adaptation ranged from 77 to 186 and the average was 132.12(${\pm}24.13$). Entering physical disability and social support into the model significantly improved the prediction of psychosocial adaptation: 45.1% of the variance of psychosocial adaptation was attributed by the physical disability (Beta=-.325) and the social support (Beta=.204). Additionally, the religion (Beta=.231) and monthly income (Beta=.381) were significant predictors of the psychosocial adaptation. Conclusions: (1) Programs to improve physical disability of the clients are needed. (2) Marital status and age should be considered when the programs are developed. (3) More social support should be provided to the women with RA. (4) Adequate financial support is essential for the psychosocial adaptation of women with RA.

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Influences of Parents' Neglect, National Identity and Self-resilience of Multicultural Adolescents on School Adaptation (다문화 청소년의 부모 방임, 국가 정체성, 자아탄력성이 학교 적응에 미치는 영향)

  • Cho, Hun Ha;Jung, Yu Jin;Nam, Kyung ah
    • Journal of East-West Nursing Research
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    • v.29 no.1
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    • pp.39-48
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    • 2023
  • Purpose: This study aimed to identify the influences of parental neglect, national identity, and self-resiliency of multicultural adolescents on school adaptation. Methods: Participants are multicultural adolescents in the 4th year (2014) of the multicultural adolescents panel survey. Data were analyzed by descriptive statistics, independent t-test, ANOVA, pearson's correlation coefficient, and stepwise multiple regression analysis using SPSS 22.0 program. Results: Self-resiliency was the most influential factor on school adaptation of multicultural adolescents, followed by parental neglect, and national identity, mother's Korean reading ability, multicultural adolescents' speaking ability, city size, mother's education, and mother's speaking ability. Conclusion: Multicultural families who had an experience of parental neglect should be selected and those parents need to be educated about the appropriate parenting method to improve the school adaptation of multicultural adolescents. In addition, the school adaptation improvement program should be developed and provided to strengthen the national identity and self-resiliency of multicultural adolescents.