• Title/Summary/Keyword: self-adaptation

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A hybrid deep neural network compression approach enabling edge intelligence for data anomaly detection in smart structural health monitoring systems

  • Tarutal Ghosh Mondal;Jau-Yu Chou;Yuguang Fu;Jianxiao Mao
    • Smart Structures and Systems
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    • v.32 no.3
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    • pp.179-193
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    • 2023
  • This study explores an alternative to the existing centralized process for data anomaly detection in modern Internet of Things (IoT)-based structural health monitoring (SHM) systems. An edge intelligence framework is proposed for the early detection and classification of various data anomalies facilitating quality enhancement of acquired data before transmitting to a central system. State-of-the-art deep neural network pruning techniques are investigated and compared aiming to significantly reduce the network size so that it can run efficiently on resource-constrained edge devices such as wireless smart sensors. Further, depthwise separable convolution (DSC) is invoked, the integration of which with advanced structural pruning methods exhibited superior compression capability. Last but not least, quantization-aware training (QAT) is adopted for faster processing and lower memory and power consumption. The proposed edge intelligence framework will eventually lead to reduced network overload and latency. This will enable intelligent self-adaptation strategies to be employed to timely deal with a faulty sensor, minimizing the wasteful use of power, memory, and other resources in wireless smart sensors, increasing efficiency, and reducing maintenance costs for modern smart SHM systems. This study presents a theoretical foundation for the proposed framework, the validation of which through actual field trials is a scope for future work.

Menstrual Experience of Adolescent Girls (사춘기 여성들의 월경경험)

  • 정현숙
    • Journal of Korean Academy of Nursing
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    • v.26 no.2
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    • pp.257-270
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    • 1996
  • Studies on menstruation have focused only on menstruation itself and menstrual disorders. The menstruating girls or women have been neglected. So, the purpose of this study was to understand menstrual experience of adolescent girls in their perspective and build a theory on it, The specific purpose of this study were to find initial reaction of the girls, their strategies to adapt to menstruation. consequences of their efforts, influencing factor, and patterns of experience. The subjects of this study were eleven adolescent girls who experienced menarche three months to twenty-six months before the interview time. They were selected purposively. Their ages were in range of twelve and sixteen. One of them was a elementary school girl, three high school girls, and seven middle school girls. Two girls were handicapped because of cerebral palsy. All of them had some knowledge about menstrual physiology and hygiene during menstruation. Data were collected from September, 1994 to July, 1995. Data collection & analysis were done according to the grounded theory methodology by Strauss & Corbin(1990). Data collecting method was the long interviews and observation. Each interview took from 1 hour to 2 hours. Interview were tape-recorded and transcribed later by author. Data were analyzed immediately after interviews. Based on the results of previous interview, next interview were planned until gathered data reached the saturation point. Results were as follows. One hundred and six concepts were found. Those concepts were grouped into twenty eight categories and then fourteen higher categories. Twenty eight categories were as follows. “want to hide”, “bewildered”, “sense of burden”, “sense of heterogeneity”. “gladness”. “sense of superiority”, “negative empathy”, “positive empathy”, “limited hygenic control”, “sense of timing”, “lack of knowledge”, “lack of support”, “advance knowledge”, “informational support”, “emotional support”, “endurance”, “prayer”, “disclosing”, “avoidance”, “diversion”, “sense of powerlessness”, “discovery of sex identity”, “sense of maturation”, “sense of stability”, “acceptance of menstruation ”. fourteen higher categories were as follows. “negative feeling”, “posive feeling”, “exchange of feeling”, “limited hygenic control”, “sense of timing”, “accumulated experience”, “dysmenorrhea”, “level of knowledge”, “need for support”, “perceived support”, “sharing of feeling”, “self-control”, “passive acceptance”, “active acceptance”. The core category was “emotional shaking”, which consisted of “positive feeling” and “negative feeling”. “Emotional shaking”comes up to every adolescent girls experiencing menarche, independently of any contextual conditions, and its dimension has two directions : positive one and negative one. Its influencing factors were time of menarche, advance knowledge, support from the significant persons, expression and self-regulation. Even if they showed different process of adaptation to menstruation, general process of adaptation were as follows : 1. stage of emotional shaking 2. stage of acceptance 3. stage of internalization of the menstrual experience. Seven patterns existed on the process of adaptation to menstruation after menarche. Those are as follows. 1. If girls thought their menarche came too early and they had not much knowledge on menstruation, they had a kind of negative feeling. If they did not get enough support and dysmenorrhea superimposed, they came to accept menstruation passively. 2. If girls had menarche too early. they had negative feeling, even though they had enough advance knowledge. But support helped them accept menstruation easily. 3. If girls had menarche too early, they had negative feeling, even though they had enough advance knowledge on menstruation. But by experiencing subsequent menstruations and disclosing feeling, they began to accept menstruation. 4. If girls had menarche too lately and they had enough advance knowledge on menstruation. they had positive feeling. If dysmenorrhea superimposed later, their feeling turned in to negative one. But they came to accept menstruation positively by disclosing feeling and getting support. 5. If girls had menarche too early, they had negative feeling, even though they had enough advance knowledge on menstruation. In addition to this. if dysmenorrhes superimposed while they did not get enough support, they felt powerless and came to accept menstruation passively. 6. If girls had menarche too early and did not get enough advance knowledge, they had negative feeling. But disclosing feeling and support made them get sense of homogeneity and began to accept menstruation. 7. If girls had handicap, they had negative feeling, even though they had enough advance knowledge and menarche was late. But Menarche made them get feel sexual identity. Their limited hygenic control and negative empathy from their mothers made them accept menstruation passively. To let adolescent girls take their menstrual experience as a part of their lives forming a positive sense of feminine identity, it needs qualified teaching and, support and deep concern of the significant others. Nurses including school nurses should try to develop an educational program, which include menstrual physiology. hygiene during menstrual period, meaning of menstruation and impact of menstruation on the development of female sexual identity.

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Counseling Case Study of a Child with Peer Confliction due to Lack of Social Skills and Impulsiveness (사회적 기술 부족과 충동성으로 인해 또래갈등이 심한 분교아동의 상담사례)

  • Lee, In-Sun
    • The Korean Journal of Elementary Counseling
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    • v.5 no.1
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    • pp.227-253
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    • 2006
  • It seems common for students living at a small county and islands to experience psychological conflicts and be unaccustomed in the peer society because they are not familiar with peer interaction and social skills. This is a case study of L (hereinafter called L) who was grown up in the sheltered school at a small county. L was psychologically disturbed because he couldn't get along well in the transferred school. It is the reason why he had lived in the sheltered school at a small county, so he had not enough exposure to interact with peer and social skills. Sometimes he was obstinate irrationally and when he had trouble with friends, he threw something out or went out of school and tricked juniors dangerously. The fact of disperse with families, parent's indifference, and hate of older brother made L to have ill feeling against family. He had low motivation and low self confident in learning because of short attention time and accumulated poor learning progress. In this study, he was evaluated at various area, such as, intelligent, affective, personal and inter-personal, before counselling. To evaluated the effect of the counselling, K-WISC-III, KPRC, sentence filling test, social adaptation ability test, etc, were administered right after the counselling was over and 8 weeks later. For specific information gathering and analysing, observation diary and deepen counselling were accomplished by homeroom teacher, his mother, and his peers. To correct his problematic behaviors, 13 counseling sessions were accomplished for 6 months and those counselling sessions were recorded and analysed definitely. Followings are the result of this case study. First, he was recovered from the anxiety of inter-personal interaction and he started to interact with peers. The result of sac scale score of KPRC profile was lower than before as much as average student after counseling and 8 weeks later. This reveals that the distress against interpersonal relation have settled. Especially, through the result of sentence filing test, he seemed to feel attachment to peers and be positive, active in the relation of peer. For instance, he was active in the open class lesson and interacted well with peers. It could be said that he overcame the psychological distress comparing with previous time. Second, he could apologize to his peer and juniors for his fault. His attitude were well shown in the letter from an old friend at the sheltered school, average KPRC profiling score comparing with previous counseling time, and remarkable decrease of attack scale score of teacher and peer. Third, his view toward family turn out positive. He recognized his situation that he lived apart from family and even worried about his parent's financial difficulty. Through solving the confliction with his older brother, he could acquire the feeling of family reunion. Fourth, his learning motivation and self-confidence were increased. He confirmed his future positively and he might be judged more attentive because his intelligence index was higher than before as much as average student. With the main goal of this study, verification for effectiveness of counseling. understanding and helping problematic students such as L who lives at a small county and island through investigation of their real situation and problems with the method of counseling and socio-cultural analysis is worthwhile. Identification of ideal relationship with peer is related with positive self-conception, harmonic social adaptation and development of child. It is time to investigate easy adaptive in classroom and well-organised program to acquire general social skills for sheltered school students at a small county and islands.

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A Review Study on Adjustment of College Freshmen for Suggesting Adaptation Program (적응프로그램 제언을 위한 대학신입생 학교적응 관련 문헌분석)

  • Yoo, Kyung Hee;Kim, Jong Kyung
    • The Journal of the Korea Contents Association
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    • v.16 no.8
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    • pp.580-591
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    • 2016
  • The purpose of this study was to review articles and theses on adjustment of college freshmen from domestic researches conducted during the past 11 years, to identify overall research trends, and to suggest direction and strategies for college freshman's adjustment. The final 24 articles were selected from three databases, RISS, KISS, and NAL (National assembly library) using specific inclusion criteria. Twenty were correlation studies and four were experimental studies. In 2009, the first study on adjustment of college freshmen was published. Since then several more studies have been conducted to date. This means that people have recognized the importance of adjustment of college freshmen. Twenty three studies that are reviewed used Baker and Siryk's college adjustment tool. From reviewed correlation studies, mean score of college students' adjustment was 3.25. The related variables with adjustment of college freshmen revealed 20 items, especially self-esteem, self-efficacy, and stress showed important related concepts. The general characteristics related to adjustment of freshmen were outgoing character, living with family, aged students, satisfied with the area of study, and satisfied with school life. The findings of this study indicated that colleges when planning for the freshmen orientation program should focus on improving self-efficacy of students, stress management, mentor program, and freshmen adjustment program for each department of the school and college.

Safety-practice and Its Related Factors among Elementary students in a rural area (일부 초등학생의 안전실천 관련요인)

  • Lee, Young-Mee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.5
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    • pp.1115-1125
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    • 2009
  • Purpose: The purpose of this study was to investigate the Safety-practice and Its Related Factors among Elementary students in rural area, to provide the basic data for prevention for safety accident occurrence in order to improve the QOL. Methods: The subjects of this study were 549 elementary students using self-report questionnaires. The collected data was analyzed using descriptive statistics, t-test, ANOVA, Scheffe's test, Pearson correlation coefficient and stepwise multiple regression with SPSS 12.0 Program. Results: The mean score for level of the safety awareness was 3.55(${\pm}.36$) and of the safety practice, 2.98(${\pm}.48$). The score of Safety-practice was statistically significant difference according to students' gender(p= .028) and students' grade(p= .004), the number of friends(p= .002), the level of school life adaptation(p= .000), recognized learning proficiency(p= .000), personality(p= .005), curiosity(p= .003), the level of demand for safety education(p= .000), the level of safety-education conducted by parents(p= .000), the level of safety-education conducted by teacher(p= .000). Stepwise multiple regression analysis for Safety-practice revealed that the most powerful predictor was level of Safety-awareness and self-esteem, the level of safety-education conducted by parents explained 28.8% of the variance. Conclusions: Therefore, it is necessary to develop safety practice promotion program in order to enhance the quality of life of elementary students. Future studies need to be pursued to find various variances.

Psychosocial Adaptation in Multicultural Adolescents' with Perception of Parent-Child Relationships (다문화 가정의 부모-자녀 간 관계 특성에 따른 자녀의 심리사회적 적응 차이)

  • Yeon, Eun Mo;Choi, Hyo-Sik
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.8
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    • pp.44-51
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    • 2020
  • The purpose of this study was to identify latent profiles of multicultural adolescents' psychological outcomes (school participation, self-esteem, and difficulty related to multicultural identity) depending on their perception of the parent-child relationship. A total of 5,540 samples from the Multicultural Adolescents Panel Study (MAPS) conducted by the National Youth Policy Institute in 2018 were analyzed by using Latent Profile Analysis and one-way ANOVA. The best-fitting model identified five groups according to their perception of the parent-child relationship: (1) father low-mother average (6.5%), (2) father average-mother low (2%), (3) father low-mother low (18.6%), (4) father average-mother average (31.2%), and (5) father high-mother high (41.7%). According to the results of one-way ANOVA, the father high-mother high (41.7%) group of adolescents showed more school participants and higher self-esteem and multicultural identity than the other profiled groups. The father average-mother average (31.2%) group of adolescents also scored higher than the other three groups (father low-mother average (6.5%), father average-mother low (2%), and father low-mother low (18.6%) of adolescents). The results of this study imply that improving multicultural adolescents' perception of their parent-child relationships would be important in improving psychological outcomes.

Prediction Model for Health Related to Quality of Life of Married Immigrant Women in Multicultural Families (다문화가정 결혼이주여성의 건강관련 삶의 질 예측모형)

  • Park, Hyun-Ok;Park, Kyung-Sook;Kwon, Oh-Yun
    • Journal of Digital Convergence
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    • v.16 no.1
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    • pp.357-369
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    • 2018
  • This study is to determine health related to Quality of Life(QOL) of married immigrant women in multicultural families, factors of predictors, and influence of these factors to develop and verify the structural model for development of an effective nursing mediation strategy for improved QOL. The participants were 254 women who immigrated to Korea for marriage. The hypothetical model is based on the health improvement model by Pender. Immigrant women's perceived barriers, perceived benefits, self-esteem, and perceived health had an impact on their health promotion behavior(HPB). These variables explained 55.2% of the QOL regarding health, and perceived health conditions, self-efficacy, self-worth, and level of cultural adaptation explained 29.3% of acts towards improving health. The results of this study suggest that development of efficient policy considering factors affecting health related to QOL of married immigrant women in multicultural families.

Personal Factors of Defecting North Korean Residents Obstructing Settlement in South Korean Communities and Job Burden Perceived by Police Officers Who are Providing Special Protection for Them (신변보호담당관을 통해 본 북한이탈주민의 지역사회 정착 장애요인과 신변보호담당관의 업무부담 : 개인적 요인들을 중심으로)

  • Hong, Soon-Hae;Park, Yun-Sook;Won, Mi-Soon
    • Korean Journal of Social Welfare
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    • v.52
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    • pp.223-240
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    • 2003
  • The present study is to identify personal factors of defecting North Korean residents that obstruct their settlement in South Korean communities. It will provide information about what perception, attitude and behaviors of defecting North Korean residents should be changed and what social skills should be improved in order to successfully adjust to South Korea. Personal obstacles were measured by police officers who are providing special protection for defecting North Korean residents, who are in a good position to observe behaviors of defecting North Korean residents because they are spending a great deal of time with them. They can even identify the personal obstacles not perceived by defecting North Korean residents themselves. Twenty-item scale was developed to measure the personal obstacles and was found to comprise 4 obstructing factors: self-supporting ability related factor, life style related factor, social and cultural adaptation related factor, and attitude toward police officer's support related factor. Among them, self-supporting ability related factor had the highest negative score. The study further revealed that self-support ability and life style related factors had a significant effect on the job burden of police officers. The findings suggested the necessity of ethical and moral education for the defecting North Korean residents.

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Work and Life Balance of Working Single-person Households : Focused on Unmarried 20-30 Generation (취업 1인가구의 일-생활 균형: 20-30대 미혼을 중심으로)

  • Song, Hyerim;Kang, Eunjoo
    • Journal of Family Resource Management and Policy Review
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    • v.25 no.4
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    • pp.55-70
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    • 2021
  • The aim of this study was to analyze the work and life balance of unmarried working cases in single-person households. Eleven cases were interviewed with a semi-structured questionnaire. The results were as follows: When they were starting as a single-person household on their own initiative and with enough preparation and planning, they expressed higher satisfaction as a single person household. For their adaptation to being a single-person household, practice education and information about household work and self-care were useful. Their thought about 'life' are focusing on self improvement and leisure activities either alone or with their friends. Their family interactions were performed with financial, emotional, and housework support from each other. Resources such as money and time were the major factors that impacted work and life balance. For work and life balance of single person househods, the cases needed political support for financial aid and flexible work arrangements.

Two-Year Follow Up Study of Change in Satisfaction Level and Mental Health among North Korean Defectors (북한이탈주민의 삶의 만족도와 정신 건강 실태 변화에 대한 2년간 추적 연구)

  • Lee, Hye Rin;An, Ji Hyun;Yoon, Se Chang;Jeong, Seo Hyun;Chang, Hye In;Hong, Jin Pyo
    • Anxiety and mood
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    • v.15 no.2
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    • pp.109-114
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    • 2019
  • Objective : The purpose of this study was to investigate changes in the satisfaction levels and mental health among North Korean defectors over two years. Methods : At the beginning of the study, the subjects were comprised of 300 North Korean defectors registered with a regional adaptation center (the Hana Center) in South Korea. Participants reported self-questionnaires including socio-demographic variables and self-rating scales for satisfaction levels, depression symptoms, trauma-related symptoms, resilience and alcohol use behavior. In the follow up study after two years, 189 North Korean defectors participated in an online survey, responding to the same questionnaires as at baseline. Results : The self-rated scores for satisfaction with one's overall life (p=0.008), sense of autonomy (p=0.001), sense of physical health (p<0.001), and expected life satisfaction five years later (p<0.001) had all decreased significantly at follow-up after two years. Depression symptoms (p<0.01) and trauma-related symptoms (p<0.001) increased significantly over two years, and the resilience score (p<0.01) decreased significantly during the same period. No significant differences in alcohol use behavior (p=0.059) were observed at follow-up. Conclusion : Satisfaction levels among North Korean defectors gradually decreased over the follow-up period, and this may be due to the difficulties encountered in the process of assimilating to daily life in South Korea. Economic, medical, and psychological support is needed for successful assimilation of North Korean defectors.