• 제목/요약/키워드: Self-adaptive approach

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Application of Information Technologies for Lifelong Learning

  • Poplavskyi, Mykhailo;Bondar, Ihor
    • International Journal of Computer Science & Network Security
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    • 제21권6호
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    • pp.304-311
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    • 2021
  • The relevance of the research involves outlining the need for modern professionals to acquire new competencies. In the conditions of rapid civilizational progress, in order to meet the requirements of the labor market in the knowledge society, there is a readiness for continuous training as an indicator of professional success. The purpose of the research is to identify the impact of various forms of application of information technologies for lifelong learning in order to provide the continuous self-development of each person without cultural or age restrictions and on the basis of rapid digital progress. A high level (96%) of need of the adult population in continuing education with the use of digital technologies has been established. The most effective ways to implement the concept of "lifelong learning" have been identified (educational camps, lifelong learning, mass open online courses, Makerspace activities, portfolio use, use of emoji, casual game, scientific research with iVR game, implementation of digital games, work in scientific cafes). 2 basic objectives of continuing professional education for adults have been outlined (continuous improvement of qualifications and obtaining new qualifications). The features of ICT application in adult education have been investigated by using the following methods, namely: flexibility in terms of easy access to ideas, solving various problems, orientation approach, functional learning, group or individual learning, integration of leisure, personal and professional activities, gamification. The advantages of application of information technologies for continuous education (economic, time, and adaptive) have been revealed. The concept of continuous adult learning in the context of digitalization has been concluded. The research provides a description of the structural principles of the concept of additional education; a system of information requests of the applicant, as well as basic technologies for lifelong learning. The research indicates the lack of comprehensive research in the relevant field. The practical significance of the research results lies in the possibility of using the obtained results for a wider acquaintance of the adult population with the importance of the application of lifelong learning for professional activities and the introduction of methods for its implementation in the educational policy of the state.

레거시 소프트웨어 시스템을 위한 문맥 독립적 행위 기반 실시간 오작동 탐지 기법 (Runtime Fault Detection Method based on Context Insensitive Behavioral Model for Legacy Software Systems)

  • 김순태
    • 한국인터넷방송통신학회논문지
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    • 제15권4호
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    • pp.9-18
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    • 2015
  • 최근에는 스마트폰과 같이 임베디드 형태로 다양한 장소에서 서비스를 제공하는 어플리케이션의 수가 늘어나는 추세이다. 기존의 고정된 장소에서의 실행 환경보다 서비스 실행 중 상태가 동적으로 변할 수 있다는 점으로 인해 실행 중 오작동이 발생할 수 있다. 이 문제를 다루기 위하여 본 연구에서는 레거시 소프트웨어 시스템을 대상으로 메서드 수준의 오작동 탐지 기능의 구축기법을 제안한다. 기존의 문맥 의존적 행위 모델 기반으로 비정상 행위를 탐지하는 방식 메서드 수준의 탐지에 적용 시 거짓 양성의 발생 비율 증가, 모니터링 오버헤드 증가 등의 문제가 발생 가능하다. 이를 향상하기 위해 본 연구에서는 문맥 독립적 행위 모델 기반 오작동 탐지(Context-Insensitive Behavior Model-based Failure Detection, CIBFD) 기법을 제안한다. 사례 연구를 통해 기존 연구 대비 탐지 결과를 비교 분석하고, 어플리케이션 도메인 별 기법의 효용성을 분석한다.

학령기 아동의 대응 유형에 관한 연구 : Q방법론적 접근 (A Study on Types of Coping in School-Age Children : A Q-methodological Approach)

  • 정연;조결자
    • Child Health Nursing Research
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    • 제4권1호
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    • pp.116-127
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    • 1998
  • The purpose of this study was to examine the reliability of Q-sorting and to develope a typology of coping to stress in school-age children through the use of Q-methodology. For the study, Q-statements are selected from the literature and interviews of 30 Children, A total number 153 statement were collected and 31 Q-samples were finally selected. AP-sample of 76 was selected the elementary school children. Each of respondents were given 31 coping strategies questionnaire and set of 31 statements with cartoon on each of cards and sorted them according to the 9-point scale. The result of the C-sorting by each subject were coded and analyzed using the QUANAL PC and SPSS PC+ program. As a result of the analysis, There were significant relationship between score each item of question naire and score of sorted statement. Therefore, school-age children was able to Q-sorting(forced normal distribution). Also, the four types of coping were named as follows : Type I (n=35) : To search for the dynamic behaviors Type II (n=12) : To search for the intellectual behaviors Type III (n=22) : To search for emotional-spiritual behaviors Type IV (n=7) : To search for the self-abuse behaviors Throught the study, the implication for teachers, parents and school nurses is that there is needed to guide and to support adaptive coping behaviors. Also, it is recommended that the application of Q-methodology for study of children's subjective concepts like stress and coping.

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An Evaluation of Multiple-input Dual-output Run-to-Run Control Scheme for Semiconductor Manufacturing

  • Fan, Shu-Kai-S.;Lin, Yen
    • Industrial Engineering and Management Systems
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    • 제4권1호
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    • pp.54-67
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    • 2005
  • This paper provides an evaluation of an optimization-based, multiple-input double-output (MIDO) run-to-run (R2R) control scheme for general semiconductor manufacturing processes. The controller in this research, termed adaptive dual response optimizing controller (ADROC), can serve as a process optimizer as well as a recipe regulator between consecutive runs of wafer fabrication. In evaluation, it is assumed that the equipment model could be appropriately described by a pair of second-order polynomial functions in terms of a set of controllable variables. Of practical relevance is to consider a drifting effect in the equipment model since in common semiconductor practice the process tends to drift due to machine aging and tool wearing. We select a typical application of R2R control to chemical mechanical planarization (CMP) in semiconductor manufacturing in this evaluation, and there are five different CMP process scenarios demonstrated, including mean shift, variance increase, and IMA disturbances. For the controller, ADROC, an on-line estimation technique is implemented in a self-tuning (ST) control manner for the adaptation purpose. Subsequently, an ad hoc global optimization algorithm based on the dual response approach, arising from the response surface methodology (RSM) literature, is used to seek the optimum recipe within the acceptability region for the execution of next run. The main components of ADROC are described and its control performance is assessed. It reveals from the evaluation that ADROC can provide excellent control actions for the MIDO R2R situations even though the process exhibits complicated, nonlinear interaction effects between control variables, and the drifting disturbances.

From Machine Learning Algorithms to Superior Customer Experience: Business Implications of Machine Learning-Driven Data Analytics in the Hospitality Industry

  • Egor Cherenkov;Vlad Benga;Minwoo Lee;Neil Nandwani;Kenan Raguin;Marie Clementine Sueur;Guohao Sun
    • Journal of Smart Tourism
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    • 제4권2호
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    • pp.5-14
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    • 2024
  • This study explores the transformative potential of machine learning (ML) and ML-driven data analytics in the hospitality industry. It provides a comprehensive overview of this emerging method, from explaining ML's origins to introducing the evolution of ML-driven data analytics in the hospitality industry. The present study emphasizes the shift embodied in ML, moving from explicit programming towards a self-learning, adaptive approach refined over time through big data. Meanwhile, social media analytics has progressed from simplistic metrics deriving nuanced qualitative insights into consumer behavior as an industry-specific example. Additionally, this study explores innovative applications of these innovative technologies in the hospitality sector, whether in demand forecasting, personalized marketing, predictive maintenance, etc. The study also emphasizes the integration of ML and social media analytics, discussing the implications like enhanced customer personalization, real-time decision-making capabilities, optimized marketing campaigns, and improved fraud detection. In conclusion, ML-driven hospitality data analytics have become indispensable in the strategic and operation machinery of contemporary hospitality businesses. It projects these technologies' continued significance in propelling data-centric advancements across the industry.

인간에 대한 간호학적인 해석에 관한 고찰 -간호이론발달을 통해서 - (A Literary Review of Human Being by Nursing Aspects - As the Theory Development in Nursing -)

  • 이광자
    • 대한간호학회지
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    • 제9권2호
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    • pp.49-61
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    • 1979
  • A review of this literature and discussions reveal a development of ideas concerning the elements of nursing models. The elements of a nursing model are the nurses view of the human being, nursing's goal, and nursing activities. It has long been recognized that human beings, at one time or another, require nursing care. Varieties of literature were reviewed in regard to the human being as recipient of nursing care through the theory development in nursing. Florence Nightingale initiated the modern era of nursing and described more clearly man as the recipient of nursing care. She looked at man as responding to the laws of nature whether the person was healthy or sick. Henderson added to Nightingale's concept of man , the recipient of nursing care by emphasizing that man is a whole, complete, and independent being. Her view is further specified by her enumeration of the activities the human being must perform. Johnson has developed a very comprehensive view of man as the recipient of nursing care. Man is a behavioral system which has a tendency to achieve and maintain stability in patterns of functioning. Like Nightingale, Johnson sees that similar patterns occur in both health and illness. Johnson postulates that the whole behavioral system of the human is composed of eight sub-systems: affiliative, achievement, aggressive, dependency, eliminative, ingestive, restorative, sexual. Roger's main contribution to the development of nursing models was her emphasis upon unitary man. She pointed out that man is a unified whole, possessing his own integrity and manifesting characteristics that“are more than and different from the sum of his parts.”Rogers focuses on the life processes of the human and points out that these processes have the following characteristics. Wholeness, openness, unidirectionality, pattern and organization, sentence, and thought. According to Roy, man is a biopsychosocial being in constant interaction with a changing environment. To cope with this changing environment, man has certain innate and acquired mechanisms. Man's ability to respond positively or to adapt, depends upon the degree of the change taking place and the state of the person coping with the change. When she analyzes man as an adaptive organism she further describes man as being composed of four adaptive modes: physiological needs, self-concept, role function, and interdependence. Based on the literary review through the theory development in nursing, general approach by a unified nursing model to a view of the recipient of nursing care may be stated as follows: Man is a unified whole composed of subsystems with a flexible and normal line of defense; his internal regulating mechanisms help him to cope with a changing environment; he functions by the principles of homeodynamics.

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

  • 우수아;김민희
    • 감성과학
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    • 제26권1호
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    • pp.17-32
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    • 2023
  • 본 연구의 목적은 현재 반려동물과 생활하는 반려인들을 대상으로 반려동물에 대한 애착이 주관적 안녕감에 미치는 영향을 알아보고, 기본 심리 욕구가 반려동물에 대한 애착과 주관적 안녕감 사이를 매개하는지 확인하는 것이다. 이를 위해 전국의 성인 중 반려동물과 생활하는 358명을 대상으로 설문을 실시하였고, 이 중 사용할 수 없는 자료를 제외하고 319명의 자료를 분석하였다. 본 연구에서는 애착의 2차원 모델과(Zilcha-Mano et al., 2011) 자기 결정성 이론(Deci & Ryan, 2012)에 근거하여, 애착 불안과 애착 회피가 주관적 안녕감에 미치는 영향을 확인하였다. 더 나아가 이들 관계의 심층 기제로서 기본 심리 욕구인, 자율성, 유능감, 관계성의 매개효과를 분석하였다. 결과는 다음과 같다. 첫째, 반려동물 애착 회피와 반려동물 애착 불안은 모두 주관적 안녕감과 부적 상관을 보였다. 둘째, 기본 심리 욕구인 자율성, 유능감, 관계성이 반려동물과의 애착과 주관적 안녕감의 관계를 매개하는 매개효과가 검증되었다. 특히, 애착 회피와 주관적 안녕감 간 관계를 자율성, 유능감, 관계성이 완전 매개하는 것으로 나타났으며, 애착 불안과 주관적 안녕감 간 관계에서는 자율성만 완전 매개하는 것으로 나타났다. 이는 반려동물과의 애착 회피 또는 애착 불안이 직접적으로 개인의 안녕감에 영향을 미친다기보다 기본 심리 욕구 충족에 관여함으로써 주관적 안녕감에 영향을 미친다는 것을 의미한다. 반려동물과의 관계가 인간의 삶에 긍정적인 영향을 끼치는 데 있어 기본 심리 욕구의 충족이 심층 기제가 된다는 사실을 밝혔다는 데 본 연구의 의의가 있다.