• 제목/요약/키워드: Reward Methods

검색결과 223건 처리시간 0.025초

강화학습의 신속한 학습을 위한 변이형 오토인코더 기반의 조립 특징 추출 네트워크 (Variational Autoencoder-based Assembly Feature Extraction Network for Rapid Learning of Reinforcement Learning)

  • 윤준완;나민우;송재복
    • 로봇학회논문지
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    • 제18권3호
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    • pp.352-357
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    • 2023
  • Since robotic assembly in an unstructured environment is very difficult with existing control methods, studies using artificial intelligence such as reinforcement learning have been conducted. However, since long-time operation of a robot for learning in the real environment adversely affects the robot, so a method to shorten the learning time is needed. To this end, a method based on a pre-trained neural network was proposed in this study. This method showed a learning speed about 3 times than the existing methods, and the stability of reward during learning was also increased. Furthermore, it can generate a more optimal policy than not using a pre-trained neural network. Using the proposed reinforcement learning-based assembly trajectory generator, 100 attempts were made to assemble the power connector within a random error of 4.53 mm in width and 3.13 mm in length, resulting in 100 successes.

Gene Expression Profiling of the Rewarding Effect Caused by Methamphetamine in the Mesolimbic Dopamine System

  • Yang, Moon Hee;Jung, Min-Suk;Lee, Min Joo;Yoo, Kyung Hyun;Yook, Yeon Joo;Park, Eun Young;Choi, Seo Hee;Suh, Young Ju;Kim, Kee-Won;Park, Jong Hoon
    • Molecules and Cells
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    • 제26권2호
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    • pp.121-130
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    • 2008
  • Methamphetamine, a commonly used addictive drug, is a powerful addictive stimulant that dramatically affects the CNS. Repeated METH administration leads to a rewarding effect in a state of addiction that includes sensitization, dependence, and other phenomena. It is well known that susceptibility to the development of addiction is influenced by sources of reinforcement, variable neuroadaptive mechanisms, and neurochemical changes that together lead to altered homeostasis of the brain reward system. These behavioral abnormalities reflect neuroadaptive changes in signal transduction function and cellular gene expression produced by repeated drug exposure. To provide a better understanding of addiction and the mechanism of the rewarding effect, it is important to identify related genes. In the present study, we performed gene expression profiling using microarray analysis in a reward effect animal model. We also investigated gene expression in four important regions of the brain, the nucleus accumbens, striatum, hippocampus, and cingulated cortex, and analyzed the data by two clustering methods. Genes related to signaling pathways including G-protein-coupled receptor-related pathways predominated among the identified genes. The genes identified in our study may contribute to the development of a gene modeling network for methamphetamine addiction.

SRN 모델을 이용한 이동통신 시스템의 호 수락 제어 기법 (Call Admission Control Techniques of Mobile Communication System using SRN Models)

  • 로철우
    • 대한전자공학회논문지TC
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    • 제39권12호
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    • pp.529-538
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    • 2002
  • 이동통신 시스템에서 핸드오프호 차단확률을 줄이기 위한 전형적인 방법은 핸드오프호를 위하여 미리 정한 채널수만큼의 채널을 예약하는 것이다. 예약 채널수를 결정하는 문제는 최적화 문제로 계산의 복잡도를 가중시킨다. 본 논문에서는 미리 채널을 예약하지 않고 핸드오프호 차단확률을 줄일 수 있는 호 수락 제어기법을 제안한다. 제안한 호 수락 제어 기법은 신규호 도착에 따른 시스템 상태에 종속하는 gain을 새로운 성능지표로 정의하고, 신규호 도착 시 계산되는 gain 값에 의한 호 수락 결정을 수행한다. SRN은 추계적 페트리 네트의 확장형으로 모델에 적절한 reward를 부여함으로써 원하는 성능지표를 쉽게 계산할 수 있는 모델링 도구이다. 본 논문에서는 gain 계산에 의한 호 수락 제어를 수행할 수 있는 SRN 모델을 개발하고 성능분석을 수행한다. SRN 모델은 2 레벨의 계층 모델로 상위 계층은 멀티미디어 트래픽에서 QoS를 고려한 호 수락 제어와 채널 할당을 나타내는 상태 구조 모델이고 하위 계층은 주어지는 상위계층의 시스템 상태에 따른 gain 값 계산을 수행하는 모델이다.

전자제품 제조업체 남성근로자의 직무 스트레스와 대사증후군의 관련성 (A Study on Correlation between Job Stress and Metabolic Syndrome of Male Employees of Electronic Goods Manufacturer)

  • 김태희;정명희;이세훈
    • 한국직업건강간호학회지
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    • 제25권1호
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    • pp.55-64
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    • 2016
  • Purpose: The aim of this study was to investigate the association between job stress and metabolic syndrome among male workers. Methods: A total of 396 male workers employed in an electronic company, located in 'P' city, Gyeonggi Province, who had taken medical examination at the 'D' hospital, volunteered in this study. All the data used in this study were obtained from 'D' hospital after getting consent and permission from the workers. General and occupational characteristics, medical history, and health-related behaviors of the subjects were obtained by self-administered questionnaire. Results: The highest occupational stress by sub-sector was reported in the order of insufficient job control, organizational system, lack of reward, job demand, job insecurity, physical environment, job culture, and relationship conflict. The prevalence rate of metabolic syndrome of the participants was 19.9%. The results of the multiple logistic regression analysis on metabolic syndrome of the subjects indicated that the syndrome was significantly higher among those with family history, smoking habit and ex-smoking, working duration of 3 years and over, and with higher total score of occupational stress. It was significantly more prevalent, when the degree of stress was high in the sub-sectors of occupational stress; job autonomy, job insecurity, lack of reward, and job culture. Conclusion: In conclusion, it is necessary to implement a plan to efficiently manage the job stress of these male workers, as the probability of metabolic syndrome increased with the increase of occupational stress. Furthermore, considering the highest occupational stress was found to be job autonomy among its sub-sectors, it is necessary to prepare various measures to enhance the autonomy of such employees.

고등학생의 인터넷 중독, 흡연, 음주에 영향을 미치는 요인 - 강원지역을 중심으로 - (A Study of Factors that Influence Internet Addiction, Smoking, and Drinking in High School Students)

  • 전경자;손신영;소애영;이꽃메;박선희
    • 대한간호학회지
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    • 제37권6호
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    • pp.872-882
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    • 2007
  • Purpose: This study aimed at exploring relationships among Internet addiction, smoking, and drinking and examining the effect factors on Internet addiction, smoking and drinking. Methods: By using stratified sampling, 1,529 participants representing high school students in the Kangwon province were selected. Data was analyzed by SPSS 12.0. using ${\chi}^2$, Pearson correlation coefficient and multiple regression. Results: One-fifth of the total participants were at the mild or moderate stage of Internet addiction. Regarding smoking, 22.7% of male subjects and 4.5% of female subjects were current smokers. Regarding drinking, the percentages of subjects who drank alcohol once or twice per month were 53.5% of male students and 40.7% of female students. Internet addiction positively correlated with depression, novelty seeking, harm avoidance and reward dependence, Internet addiction negatively correlated with persistence, self-directness, cooperativeness, and self-transcendence. Significant factors affecting Internet addiction were depression, gender, novelty seeking, and self-transcendence. Important factors influencing smoking were drinking, gender, school type, satisfaction with school, novelty seeking, and reward dependence. Significant factors affecting drinking were smoking, novelty seeking, school type and ages. Conclusion: This study shows the necessity of developing and implementing effective intervention programs in order to prevent adolescents from experiencing Internet addiction and health risk behaviors.

치과위생사의 셀프리더십이 조직유효성과 업무능력에 미치는 영향 (The effect of self-leadership on organizational effectiveness and job performance in dental hygienist)

  • 김지혜;한수진
    • 한국치위생학회지
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    • 제16권6호
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    • pp.1079-1092
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    • 2016
  • Objectives: The purpose of the study is to investigate the effect of self-leadership on organizational effectiveness and job performance in the dental hygienist. Methods: A self-reported questionnaire was completed by 281 dental hygienists in Seoul, Incheon, and Gyeonggido from March 1 to 31, 2016. The questionnaire consisted of general characteristics of the subjects, self-leadership, job satisfaction, organizational commitment, job performance. Data were analyzed by t-test, one-way ANOVA, multiple regression analysis using the SPSS 18.0 program. Results: The average of self-leadership was 3.62, self-reward had highest score of 3.84, followed by rehearsal 3.73, self-expectation 3.72, self-goal setting 3.51, constructive thinking 3.48, and self-criticism 3.45. The average of organizational commitment was 3.11, and that of job satisfaction was 3.11 and the average of job performance was 3.70. Among the sub-factors of self-leadership, self-expectation, self-goal setting, constructive thinking showed a positive correlation with organizational commitment and job satisfaction. All sub-factors except for self-criticism showed a positive correlation with job performance. Among the sub-factors of self-leadership, self-expectation (${\beta}=0.350$), constructive thinking (${\beta}=0.124$), self-reward (${\beta}=0.106$), rehearsal (${\beta}=0.102$) showed a significant effect together with job satisfaction (${\beta}=0.187$) on job performance. Also, age, education level, clinical career, the average monthly salary showed a significant effect on job performance. Conclusions: The self-leadership and job satisfaction of in the dental hygienist had influence on job performance. To improve the job performance of dental hygienists, it is necessary to apply self-leadership development program focusing on the strengthening of self-expectation and constructive thinking.

치과의료기관 종사자의 조직문화와 셀프리더십 유형이 조직유효성에 미치는 영향 (The effects of organizational culture and self-leadership on organizational effectiveness in oral health professional)

  • 장종화;이영수;문애은
    • 한국치위생학회지
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    • 제11권3호
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    • pp.395-404
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    • 2011
  • Objectives : This study was to investigate the level of organizational culture and self-leadership on organizational effectiveness and the significant factors influencing organizational effectiveness in oral health professional. Methods : Data were obtained from a cross-sectional survey of 297 oral health professional(mean age=$29.95{\pm}8.10$). Participants in the study were recruited when they attended the dental health form in Gwangju. Organizational culture was classified into four factors: relation-oriented, innovation-oriented, hierarchy-oriented, task-oriented culture. Self-readership consisted of five factors: rehearsal/self-observation, self-goal establishment, self-esteem, self-criticism, self-reward. Organizational effectiveness included organizational commitment and job satisfaction. The data was analysed using t-test, one-way ANOVA, Pearson correlation and multiple regression. Results : The dominant organizational culture was rank-oriented culture. The mean score of self-readership score was 3.51 out of a maximum 5 points. Organizational commitment was positively correlated with age, relation-oriented culture, self-goal establishment, self-reward explained 41.9% and job satisfaction was positively correlated with relation-oriented culture and self-esteem explained 48.6%. Conclusions : Based on the findings, the organizational culture and self-readership was correlated with organizational effectiveness. These results suggest that further development should be continued to develop the effective self-readership and organizational culture to improve the organizational effectiveness of oral healthcare professional.

생태체계모델에 따른 한국치과위생사의 이직의도 관련요인 : 체계적 문헌고찰 및 메타분석 (Factors related to the turnover intention of Korea dental hygienists based on ecological systems model : a systematic review & meta analysis)

  • 이다솜;김동희;한경순
    • 한국치위생학회지
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    • 제21권5호
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    • pp.655-666
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    • 2021
  • Objectives: A systematic review and a meta-analysis were performed investigate the factors related to turnover intention of dental hygienists in Korea. Methods: Literature between 2000 and January 2021 were used to support the meta-analysis, which focused on 21 factors extracted from 50 articles using a random effects model. The correlation coefficient, r, in the effect size was calculated. Results: Substantial literature was published after 2011 (76%); in academic journals (74%); and targeted nonmetropolitan areas (40%). Lawler's turnover intention tool was used in several studies. The effect size for each ecosystem was in the order of microsystem (r=0.325), mesosystem (r=0.307), macrosystem (r=0.259), exosystem (r=0.176), and individuals (r=0.171). The random-effects model indicated an overall average of r=0.311. The factor that showed a large effect size in relation to turnover intention was organizational commitment of the microsystem (r=-0.594). Furthermore, mesosystem reward (r=- 0.416), microsystem burnout (r=0.464), job stress (r=0.408), and job satisfaction (r=-0.405) were identified as other major factors. Conclusions: To lower the turnover rate of dental hygienists, it is important to focus on factors belonging to the microsystem, and mesosystem reward.

Exploring parenting variables associated with sweetness preferences and sweets intake of children

  • Woo, Taejung;Lee, Kyung-Hea
    • Nutrition Research and Practice
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    • 제13권2호
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    • pp.169-177
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    • 2019
  • BACKGROUND/OBJECTIVES: Excessive sugar intake is one of the causes associated with obesity and several chronic diseases prevalent in the modern society. This study was undertaken to investigate the effect of parenting variables based on the theory of planned behavior, on the sweetness preferences and sweets intake of children. SUBJECTS/METHODS: Parents and their children (n = 103, aged 5-7 years) were enrolled to participate in a survey for this study, after providing the required informed consent. Parents were asked to fill out a self-administered questionnaire at their residence. The sweetness preference test for children was conducted at a kindergarten (or daycare center) by applying the one-on-one interview method. RESULTS: The children were divided into two clusters categorized by the K-mean cluster analysis: Cluster 1 had higher sweetness preference (0.42 M sugar, 35%; 0.61 M sugar, 65%); Cluster 2 exhibited lower sweetness preference (0.14 M sugar, 9.5%; 0.20 M sugar, 9.5%; 0.29 M sugar, 81%). Cluster 1 had a higher frequency of sweets intake (P < 0.01), and lower sweets restriction (P < 0.05) and nutrition quotient score (P < 0.05). Sweets intake was negatively correlated with the nutritional quotient (r = -0.204, P < 0.05). The behavioral intention of parents was higher in cluster 2 (P < 0.05), while affective attitude, feeding practice, and reward were higher in cluster 1 (P < 0.001, P < 0.05, and P < 0.01, respectively). Furthermore, behavioral intention of parents showed a negative correlation with affective attitude (r = -0.282, P < 0.01) and feeding practice (r = -0.380, P < 0.01), and a positive correlation with subjective norm (r = 0.203, P < 0.05) and parenting attitude (r = 0.433, P < 0.01). CONCLUSIONS: This study indicates that the sweetness preferences and sweets intake of children is related to the parent's affective attitude, feeding practice and reward. We suggest that to reduce the sugar consumption of children, guidelines for access to sweets and pertinent parenting practices are required.

간호·간병통합서비스 병동 간호사의 직무 스트레스, 전문직 자율성, 호혜성이 직무착근도에 미치는 영향요인 (Influencing Effects of Job Stress, Professional Autonomy, Reciprocity on the Job Embeddedness of Comprehensive Nursing Care Unit Nurses)

  • 박선옥;박완주
    • 임상간호연구
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    • 제29권1호
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    • pp.1-11
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    • 2023
  • Purpose: The purpose of this study was to identify the influencing effects of job stress, professional autonomy, and reciprocity on the job embeddedness among comprehensive nursing care unit nurses. Methods: The participants in this study were 147 nurses who have worked for over 6 months in Comprehensive Nursing Care Unit. Data were collected from January 3 to January 31, 2022 from six general hospitals with more than 300 beds in three cities in G, G and P. Results: As the results of hierarchical regression analysis, job embeddedness was lower when nurses had clinical experiences for 1 to under 5 years (β=-.49, p<.001), 5 to under 10 years (β=-.27, p=.035), 10 to under 20 years (β=-.54, p<.001) compared to those who had clinical experiences for more than 20 years. Also, job embeddedness was higher when there was greater balance within team caregiving of reciprocality (β=.27, p<.001) and intrinsic reward (β=.22, p=.003), and lower role conflict (β =-.27, p<.001). Conclusion: The results of the study showed that job embededness would increase if the role conflict of comprehensive nursing care unit nurses reduces, if there was a culture that the members can make cooperative relationship with other health care professionals and, if there was an appropriate intrinsic reward depending on their work experience.