• 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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    • 제32권3호
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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.

사춘기 여성들의 월경경험 (Menstrual Experience of Adolescent Girls)

  • 정현숙
    • 대한간호학회지
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    • 제26권2호
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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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사회적 기술 부족과 충동성으로 인해 또래갈등이 심한 분교아동의 상담사례 (Counseling Case Study of a Child with Peer Confliction due to Lack of Social Skills and Impulsiveness)

  • 이인선
    • 초등상담연구
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    • 제5권1호
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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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적응프로그램 제언을 위한 대학신입생 학교적응 관련 문헌분석 (A Review Study on Adjustment of College Freshmen for Suggesting Adaptation Program)

  • 유경희;김종경
    • 한국콘텐츠학회논문지
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    • 제16권8호
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    • pp.580-591
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    • 2016
  • 본 문헌분석 연구는 국내에서 최근 11년간 발표된 대학신입생의 학교적응 관련 문헌을 분석한 연구로, 대학신입생의 학교적응 요인을 파악하고 이에 대한 학교적응 방안과 대학 교육 프로그램 개선의 방향을 제공하고자 시도되었다. 본 문헌분석은 3개의 데이터베이스 국회도서관 자료실, 학술연구정보서비스(RISS), 한국학술정보(KISS)를 통하여 문헌 탐색기준에 의해 선택하였으며, 최종 24개의 연구가 선택되었다. 이 중 20편은 상관관계연구, 4편은 실험연구이었다. 대학신입생 학교적응 연구는 2009년부터 매년 1편씩 연구되다가 2012년부터 매년 5-6편으로 증가되어 대학 신입생의 적응에 대해 관심이 증가함을 볼 수 있다. 이 24개 문헌들에서 이용한 학교적응 조사도구는 Baker와 Siryk(1984)가 만든 도구를 23편에서 이용되었다. 분석된 상관관계 연구에서의 대학신입생 학교적응 평균은 3.25점으로 나타났다. 대학신입생의 학교적응과 관련된 변수는 20개 정도로 조사되었으며, 그 중 자기존중감, 자기효능감, 스트레스는 학교적응에 중요한 변수로 나타났다. 또한 대학신입생의 학교적응과 관련된 일반적 특성 중 외향적 성격, 가족과 사는 경우, 나이가 많은 경우, 학과에 만족한 경우, 학교생활에 만족한 경우 학교적응이 높게 나타났다. 이에 대학에서는 신입생 적응 프로그램을 계획할 때 자기효능감 증진방안, 스트레스 관리, 대학신입생을 위한 멘토-멘티 프로그램, 신입생 적응 프로그램 등을 학교와 학과에 맞게 지속적으로 진행할 것을 제언한다.

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

  • 이영미
    • 한국산학기술학회논문지
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    • 제10권5호
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    • pp.1115-1125
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    • 2009
  • 본 연구는 초등학생의 안전실천수준과 안전실천 관련요인을 파악하여 초등학생의 안전사고 예방을 위한 프로그램개발에 기초 자료를 제공하기 위하여 시도되었다. 대상자는 549명으로 자가설문지를 이용하였다. 자료분석은 기술적 통계, t-test, ANOVA, Scheffe's test, Pearson correlation coefficient, Stepwise multiple regression을 SPSS 12.0을 이용하여 분석하였다. 안전의식 수준은 3.55점과 안전실천 수준은 2.98점이었으며. 안전실천 수준은 초등학생의 성별, 학년, 친구수, 학교생활적응정도, 학업수준, 성격, 호기심, 안전교육필요성 인식정도, 부모의 안전교육실시 정도, 학교안전교육실시 정도에 통계적으로 유의한 차이가 있었다. 안전실천정도에 영향을 미치는 변수로는 안전의식 수준이 가장 높은 설명력을 나타냈으며, 자아존중감, 부모의 안전교육실시정도가 안전실천 수준을 설명하는 유의한 변수로 모두 28.8%의 설명력을 나타내었다. 안전실천수준에 영향을 미치는 다른 변인을 앞으로 더 규명해야 할 필요가 있다.

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

  • 연은모;최효식
    • 한국산학기술학회논문지
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    • 제21권8호
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    • pp.44-51
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    • 2020
  • 본 연구의 목적은 다문화 가정 자녀가 지각한 아버지, 어머니와의 관계의 질에 따라 차별적인 특성을 갖는 유형이 있는지 확인하고, 차별적 특성을 갖는 유형에 따라 자녀의 학교생활, 자아존중감, 다문화가족정체성에 차이가 있는지 확인하는 것이다. 이를 위해 2018년 전국다문화가족실태조사 자료의 5,540명의 데이터를 활용하였으며, 잠재프로파일분석, 일원분산분석 방법을 사용하였다. 먼저, 잠재프로파일분석 결과, 다문화 가정 자녀가 지각한 아버지, 어머니와의 관계의 질에 따라 '아버지 하-어머니 중 집단(6.5%)', '아버지 중-어머니 하 집단(2.0%)', '아버지 하-어머니 하 집단(18.6%)', '아버지 중-어머니 중 집단(31.2%)', '아버지 상-어머니 상 집단(41.7%)'의 잠재계층이 확인되었다. 둘째, 일원분산분석 결과 5개 잠재계층에 따라 자녀의 학교생활, 자아존중감, 다문화가족정체성에 차이가 있는 것으로 나타났다. '아버지 상-어머니 상 집단(41.7%)'이 나머지 4개 잠재계층보다 학교생활, 자아존중감, 다문화가족정체성 수준이 높았으며, '아버지 중-어머니 중 집단(31.2%)'이 '아버지 하-어머니 중 집단(6.5%)', '아버지 중-어머니 하 집단(2.0%)', '아버지 하-어머니하 집단(18.6%)'보다 학교생활, 자아존중감 수준이 높은 것으로 나타났다. 본 연구결과는 다문화 가정 자녀의 심리사회적 적응 수준을 높기 위해서는 아버지와 어머니 모두와의 관계의 질을 높여 주는 것이 필요함을 시사한다.

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

  • 박현옥;박경숙;권오윤
    • 디지털융복합연구
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    • 제16권1호
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    • pp.357-369
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    • 2018
  • 본 연구는 다문화가정 결혼이주여성의 건강관련 삶의 질을 설명하는 요인을 규명하고, 각 요인들의 영향력을 파악하여 구조모형을 개발해 검증하는데 목적이 있다. 2013년 7월 1일부터 2014년 2월 28일까지 한국거주 1년 이상인 다문화가정 결혼이주여성 254명을 대상으로 하였다. 가설적 모형은 Pender의 건강증진모형을 바탕으로 건강관련 삶의 질을 내생 변수로 구성하여 구축하였다. 수정된 모형의 적합 결과는 ${\chi}^2=112$(p<.001), RMSEA=0.069, GFI=0.937, NFI=0.910, CFI=0.948 였다. 수정 모형의 검정결과 지각된 유익성, 지각된 장애성, 자아존중감, 지각된 건강상태가 건강관련 삶의 질을 55.2% 설명했으며 지각된 건강상태, 자기효능감, 자아존중감, 문화적응도가 건강증진행위를 29.3% 설명하였다. 다문화가정 결혼이주여성의 건강관련 삶의 질의 영향 요인은 자아존중감(${\beta}=.35$), 지각된 건강상태(${\beta}=.20$), 지각된 장애성(${\beta}=-.26$), 지각된 유익성(${\beta}=.21$) 순으로 나타났다. 본 연구는 다문화가정 결혼이주여성의 건강관련 삶의 질에 영향을 주는 요인들의 효과를 확인 했다는 점에서 의미가 있으며, 향후 본 연구결과를 토대로 결혼이주여성에게 제공되는 건강 정책에서 전략 개발의 기초자료가 될 수 있을 것이다.

신변보호담당관을 통해 본 북한이탈주민의 지역사회 정착 장애요인과 신변보호담당관의 업무부담 : 개인적 요인들을 중심으로 (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)

  • 홍순혜;박윤숙;원미순
    • 한국사회복지학
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    • 제52권
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    • pp.223-240
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    • 2003
  • 본 연구는 북한이탈주민들이 지역사회에 정착하는데 어려움을 주는 개인적 장애요인들을 확인하고 이들이 신변보호담당과의 업무부담과 어떤 관련성을 가지고 있는지 파악하는데 목적이 있다. 이를 통해 북한이탈주민들의 인식, 태도, 행동에 어떠한 변화를 도모해야 하며 어떤 사회적 기술 습득을 지원해야 하는지 파악하여, 북한이탈주민들의 변화를 위한 서비스 및 프로그램 개발에 기초자료를 제공하고자 하는 것이다. 북한이탈주민들이 갖는 개인적 장애요인들은 그들의 신변보호를 담당하고 있는 신변보호담당관을 통하여 확인하였다. 북한이탈주민이 갖고 있는 장애요인을 확인하기 위한 20개 항목을 구성하여 148명의 신변보호담당관을 대상으로 설문조사 한 후 요인분석을 실시하였다. 이를 통해 자립능력, 생활태도, 사회문화적 적응, 신변보호담당관의 지원에 대한 태도 관련 요인들이 확인되었다. 분석 결과, 자립능력 관련 요인이 가장 큰 장애요인이 되고 있었으며, 4개 요인들은 서로 높은 상관관계를 가지고 있었다. 장애요인들 중 사회문화적 적응 관련 요인만이 북한이탈주민의 지역정착기간이 길어짐에 따라 향상되었고 다른 요인들은 변화를 보이지 않았다. 또한 네 가지 장애요인과 신변보호담당관이 지각하는 신변보호 업무량, 업무난이도, 신변보호담당관과 북한이탈주민과의 관계성을 분석하였는데, 생활태도와 자립능력 관련 요인이 신변보호담당관의 업무부담에 가장 큰 영향을 미치고 있었다. 이를 근거로 북한이탈주민의 인식, 태도, 행동 변화를 위한 전략이 논의되었다.

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

  • 송혜림;강은주
    • 가족자원경영과 정책
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    • 제25권4호
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    • pp.55-70
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    • 2021
  • 이 연구는 1인가구가 계속 증가하는 현상과 함께 1인가구를 주제로 한 연구가 축적되어야 한다는 필요성 그리고 사회적으로 워라밸(일-생활 균형)에 대한 관심에 주목하여 취업 1인가구의 일-생활 균형 실태를 파악하고자 수행되었다. 1인가구 중에서 미혼 20-30대 11명을 대상으로 심층면접을 통해 1인가구로서의 일상생활, 일-생활의 실태 그리고 일-생활 균형과 관련된 사례 분석을 실시하였다. 연구 결과, 1인가구로 살게 될 때의 자발성, 1인가구 삶에 대한 준비와 계획 등은 1인가구 삶에 대한 만족도에 영향을 미치는 중요한 요인으로 나타났다. 자기계발이나 여가활동에 있어서 돈과 시간이라는 자원의 영향이 크다는 점도 확인할 수 있다. 가족과의 소통과 교류에서, 직접적인 대면은 충분치 않지만 메신저 사용을 많이 하고 있으며, 떨어져 사는 가족 특히 부모님과의 관계에서 경제적, 정서적, 가사노동의 상호 지원이 이루어지고 있음을 알 수 있다. 또한 참여자들은 직장생활을 경험하면서 일-생활 균형의 중요성을 더욱 인식하게 되었고, 일과 대비되는 생활의 영역에서 자기계발, 여가활동의 의미가 부각되고 있다. 또한 일-생활 균형의 장애요인으로 업무부담 외에 돈과 시간이라는 자원의 제약을 발견할 수 있다. 일-생활 균형을 위해서 경제적 지원 그리고 유연근무제와 같은 제도에 대한 요구가 나타났다. 이러한 결과를 통해 1인가구로서의 삶을 준비하고 계획하는 데 도움을 주는 가정경영 및 가족자원관리 교육의 필요성을 확인할 수 있다. 나아가 다양한 집단의 일-생활 균형을 위해 맞춤형의 사업과 제도가 활성화될 필요가 있을 것이다.

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

  • 이혜린;안지현;윤세창;정서현;장혜인;홍진표
    • 대한불안의학회지
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    • 제15권2호
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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.