• 제목/요약/키워드: Correlation Network

검색결과 1,395건 처리시간 0.032초

국내 AERONET 관측 현황과 장기간 에어로졸 광학 깊이의 변화 및 에어로졸 분포 분석 (Current Status of AERONET Observations in South Korea and Analysis of Long-Term Changes in Aerosol Optical Depth and Aerosol Distribution)

  • 장성현;엄준식
    • 대기
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    • 제34권3호
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    • pp.233-255
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    • 2024
  • This study analyzed the distribution of Aerosol Robotic Network (AERONET) Version 3 Level 2.0 data, spanning over two decades, across South Korea and its six administrative regions (Seoul metropolitan area, Chungcheong, Jeolla, Gangwon, Gyeongsang, and Jeju). The research assessed long-term trends in aerosol optical depth (AOD) and mass concentration of particulate matter (i.e., PM10 and PM2.5), using data from the AERONET direct sun product and AirKorea, respectively. Additionally, eight aerosol types were identified using the scattering Ångström exponent and absorption Ångström exponent from the AERONET inversion product. The study further explored their domestic and regional distributions. Findings indicated that AERONET data were predominantly concentrated in the western regions of South Korea, including the Seoul metropolitan area, Chungcheong, and Jeolla, with a higher frequency of data in spring, thus demonstrating spatial and temporal heterogeneity. The annual average AOD exhibited a declining trend of -0.006 yr-1. Similarly, PM10 and PM2.5 mass concentrations decreased by -1.324 ㎍ m-3 yr-1 and -1.335 ㎍ m-3 yr-1, respectively. These trends in AOD and PM10 (PM2.5) demonstrated positive correlations, with correlation coefficients of 0.674 (0.753) and statistically significant low p-values of 0.00058 (0.03), respectively. The analysis also revealed that aerosols in South Korea predominantly consisted of black carbon (BC) or BC-mixed types (84.09%), with a notable presence of smaller, less absorbent aerosol types (13.11%).

해상풍력단지 유지보수 최적화 활용을 위한 풍황 및 해황 장기예측 딥러닝 생성모델 개발 (Development of a Deep Learning-based Long-term PredictionGenerative Model of Wind and Sea Conditions for Offshore Wind Farm Maintenance Optimization)

  • 이상훈;김대호;최혁진;오영진;문성빈
    • 풍력에너지저널
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    • 제13권2호
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    • pp.42-52
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    • 2022
  • In this paper, we propose a time-series generation methodology using a generative adversarial network (GAN) for long-term prediction of wind and sea conditions, which are information necessary for operations and maintenance (O&M) planning and optimal plans for offshore wind farms. It is a "Conditional TimeGAN" that is able to control time-series data with monthly conditions while maintaining a time dependency between time-series. For the generated time-series data, the similarity of the statistical distribution by direction was confirmed through wave and wind rose diagram visualization. It was also found that the statistical distribution and feature correlation between the real data and the generated time-series data was similar through PCA, t-SNE, and heat map visualization algorithms. The proposed time-series generation methodology can be applied to monthly or annual marine weather prediction including probabilistic correlations between various features (wind speed, wind direction, wave height, wave direction, wave period and their time-series characteristics). It is expected that it will be able to provide an optimal plan for the maintenance and optimization of offshore wind farms based on more accurate long-term predictions of sea and wind conditions by using the proposed model.

Ultrastructural changes in cristae of lymphoblasts in acute lymphoblastic leukemia parallel alterations in biogenesis markers

  • Ritika Singh;Ayushi Jain;Jayanth Kumar Palanichamy;T. C. Nag;Sameer Bakhshi;Archna Singh
    • Applied Microscopy
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    • 제51권
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    • pp.20.1-20.12
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    • 2021
  • We explored the link between mitochondrial biogenesis and mitochondrial morphology using transmission electron microscopy (TEM) in lymphoblasts of pediatric acute lymphoblastic leukemia (ALL) patients and compared these characteristics between tumors and control samples. Gene expression of mitochondrial biogenesis markers was analysed in 23 ALL patients and 18 controls and TEM for morphology analysis was done in 15 ALL patients and 9 healthy controls. The area occupied by mitochondria per cell and the cristae cross-sectional area was observed to be significantly higher in patients than in controls (p-value=0.0468 and p-value<0.0001, respectively). The mtDNA copy numbers, TFAM, POLG, and c-myc gene expression were significantly higher in ALL patients than controls (all p-values<0.01). Gene Expression of PGC-1α was higher in tumor samples. The analysis of the correlation between PGC-1α expression and morphology parameters i.e., both M/C ratio and cristae cross-sectional area revealed a positive trend (r=0.3, p=0.1). The increased area occupied by mitochondria and increased cristae area support the occurrence of cristae remodelling in ALL. These changes might reflect alterations in cristae dynamics to support the metabolic state of the cells by forming a more condensed network. Ultrastructural imaging can be useful for affirming changes occurring at a subcellular organellar level.

Life prediction of IGBT module for nuclear power plant rod position indicating and rod control system based on SDAE-LSTM

  • Zhi Chen;Miaoxin Dai;Jie Liu;Wei Jiang;Yuan Min
    • Nuclear Engineering and Technology
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    • 제56권9호
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    • pp.3740-3749
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    • 2024
  • To reduce the losses caused by aging failure of insulation gate bipolar transistor (IGBT), which is the core components of nuclear power plant rod position indicating and rod control (RPC) system. It is necessary to conduct studies on its life prediction. The selection of IGBT failure characteristic parameters in existing research relies heavily on failure principles and expert experience. Moreover, the analysis and learning of time-domain degradation data have not been fully conducted, resulting in low prediction efficiency as the monotonicity, time correlation, and poor anti-interference ability of extracted degradation features. This paper utilizes the advantages of the stacked denoising autoencoder(SDAE) network in adaptive feature extraction and denoising capabilities to perform adaptive feature extraction on IGBT time-domain degradation data; establishes a long-short-term memory (LSTM) prediction model, and optimizes the learning rate, number of nodes in the hidden layer, and number of hidden layers using the Gray Wolf Optimization (GWO) algorithm; conducts verification experiments on the IGBT accelerated aging dataset provided by NASA PCoE Research Center, and selects performance evaluation indicators to compare and analyze the prediction results of the SDAE-LSTM model, PSOLSTM model, and BP model. The results show that the SDAE-LSTM model can achieve more accurate and stable IGBT life prediction.

영화 리뷰 감성분석을 위한 텍스트 마이닝 기반 감성 분류기 구축 (A Study on Analyzing Sentiments on Movie Reviews by Multi-Level Sentiment Classifier)

  • 김유영;송민
    • 지능정보연구
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    • 제22권3호
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    • pp.71-89
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    • 2016
  • 누구나 본인이 사용한 제품이나, 이용한 서비스에 대한 후기를 자유롭게 인터넷에 작성할 수 있고, 이러한 데이터의 양은 점점 더 많아지고 있다. 감성분석은 사용자가 생성한 온라인 텍스트 속에 내포된 감성 및 감정을 식별하기 위해 사용된다. 본 연구는 다양한 데이터 도메인 중 영화 리뷰를 분석 대상으로 한다. 영화 리뷰를 이용한 기존 연구에서는 종종 리뷰 평점을 관객의 감성으로 동일시하여 감성분석에 이용한다. 그러나 리뷰 내용과 평점의 실제적 극성 정도가 항상 일치하는 것은 아니기 때문에 연구의 정확성에 한계가 발생할 수 있다. 이에 본 연구에서는 기계학습 기반의 감성 분류기를 구축하고, 이를 통해 리뷰의 감성점수를 산출하여 리뷰에서 나타나는 감성의 수치화를 목표로 한다. 나아가 산출된 감성점수를 이용하여 리뷰와 영화 흥행 간의 연관성을 살펴보았다. 감성분석 모델은 지지벡터 분류기와 신경망을 이용해 구축되었고, 총 1만 건의 영화 리뷰를 학습용 데이터로 하였다. 감성분석은 총 175편의 영화에 대한 1,258,538개의 리뷰에 적용하였다. 리뷰의 평점과 흥행, 그리고 감성점수와 흥행과의 연관성은 상관분석을 통해 살펴보았고, t-검정으로 두 지표의 평균차를 비교하여 감성점수의 활용성을 검증하였다. 연구 결과, 본 연구에서 제시하는 모델 구축 방법은 나이브 베이즈 분류기로 구축한 모델보다 높은 정확성을 보였다. 상관분석 결과로는, 영화의 주간 평균 평점과 관객 수 간의 유의미한 양의 상관관계가 나타났고, 감성점수와 관객 수 간의 상관분석에서도 유사한 결과가 도출되었다. 이에 두 지표간의 평균을 이용한 t-검정을 수행하고, 이를 바탕으로 산출한 감성점수를 리뷰 평점의 역할을 할 수 있는 지표로써 활용 가능함을 검증하였다. 나아가 검증된 결론을 근거로, 트위터에서 영화를 언급한 트윗을 수집하여 감성분석을 적용한 결과를 살펴봄으로써 감성분석 모델의 활용 방안을 모색하였다. 전체적 실험 및 검증의 과정을 통해 본 연구는 감성분석 연구에 있어 개선된 감성 분류 방법을 제시할 수 있음을 보였고, 이러한 점에서 연구의 의의가 있다.

실제 과학수업에서 시선추적과 주의력 검사를 통한 초등학생들의 주의 특성 분석 (An Analysis of Elementary Students' Attention Characteristics through Attention Test and the Eye Tracking on Real Science Classes)

  • 신원섭;신동훈
    • 한국과학교육학회지
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    • 제36권4호
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    • pp.705-715
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    • 2016
  • 이 연구의 목적은 실제 과학수업에서 시선추적과 주의력 검사를 통해 초등학생들의 주의의 특성을 분석하는 것이다. 초등학생들의 주의 과정을 분석하기 위하여 SMI사의 ETG(eye tracker glasses) 이동형 시선추적기를 사용하였고, 샘플링 속도는 30Hz이다. 사전 주의력 검사의 연구대상은 초등학교 6학년 155명이었고, 시선추적의 연구 대상은 초등학교 6학년 남학생 6명이었다. 시선추적의 연구대상자는 모두 과거 안구병력이 없었으며, 안경을 쓰지 않았다. 안구운동 분석은 'BeGaze Mobile Video Analysis Package' 프로그램을 사용하였다. 연구결과는 다음과 같다. 첫째, 초등학생의 주의력 검사 결과, 선택적 주의와 자기통제는 .316으로 낮은 상관을 보였고, 선택적 주의와 지속적 주의는 .85로 높은 상관을 보였다. 둘째, 선택적 주의와 자기 통제의 상관관계를 기준으로 초등학생들의 주의 유형을 주의형(attentive type), 비주의형(inattentive type), 안이형(easygoing type), 경솔형(hasty type)으로 구분하였다. 셋째, 실제 과학수업에서 초등학생들의 안구운동분석을 통해 초등학생들의 주의는 상향식 주의처리, 하향식 주의처리, 디폴트 모드 네트워크로 구분할 수 있었다. 또한 실제 수업에서 초등학생들의 주의 전환은 다양한 원인으로 인해 빈번히 발생하였다. 초등학생들이 목표 지향적이고 지식에 의존하는 하향식 주의 처리를 못하는 원인은 초점주의 실패로 인한 목표 대상 지각의 실패, 목표 대상에 대한 관련지식의 부재, 관련지식에 대한 유추의 실패 등으로 나타났다. 주의력 검사와 안구운동분석을 종합하여 초등학생의 주의 처리과정을 도식하였다. 이 연구에서 밝힌 초등학생의 주의 특성과 주의 처리과정이 효과적인 교수전략, 교수학습 모형, 교수자료를 개발하는데 기초적인 자료로 활용될 것을 기대한다.

황폐임야(荒廢林野)가 수해참상(水害慘狀)에 미치는 영향(影響) (천보산(天寶山)과 인접(隣接) 죽엽산(竹葉山)을 중심(中心)으로) (Influences of the devastated forest lands on flood damages (Observed at Chonbo and the neighbouring Mt. Jook-yop area))

  • 정인구
    • 한국산림과학회지
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    • 제5권1호
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    • pp.4-9
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    • 1966
  • 1. On 13 September 1964 a storm raged for 3 hours and 20 minutes with pounding heavy rainfalls, and precipitation of 287.5 mm was recorded on that day. The numerous landslides were occured in the eroded forest land neighbouring Mt. Chunbo, while no landslides recorde at all on Mt. Jookyup within the premise of Kwangnung Experiment Station, the Forest Experiment Station. 2. Small-scalled Landslides were occured in 43 different places of watershed area (21.97 ha.) in which the survey had already been done, in and around Mt. Chunbo (378 m a.s.l.). The accumulated soil amount totaled $2,146,56m^3$ due to the above mentioned landslides, while soil accumulated from riverside erosion has reached to $24,168.79m^3$, consisting of soils, stones, and pebbles. However, no landslides were reported in the Mt. Jook yup area because of dense forest covers. The ratio of the eroded soil amount accumulated from the riversides to that of watershed area was 1 to 25. On the other hand, the loss and damage in the research area of Mt. Chonbo are as follows: 28 houses completly destroyed or missing 7 houses partially destroyed 51 men were dead 5 missing, and 57 wounded. It was a terrible human disaster However, no human casualties were recorded at all, 1 house-completly destroyed and missing, 2 houses-partially destroyed. Total:3 houses were destroyed or damaged, in The area of Mt. Jookyup 3. In the calculation of the quanty of accumulated soil, the or mula of "V=1/3h ($a+{\sqrt{ab}}+b$)" was used and it showed that 24, 168.79m of soil, sands, stones and pebbles carried away. 4. Average slope of the stream stood 15 at the time of accident and well found that there was a correlation between the 87% of cross-area sufferd valley erosion and the length of eroded valley, after a study on regression and correlation of the length and cross-area. In other works, the soil erosion was and severe as we approached to the down-stream, counting at a place of average ($15^{\circ}1^{\prime}$) and below. We might draw a correlation such as "Y=ax-b" in terms of the length and cross-area of the eroded valley. 5. Sites of char-coal pits were found in the upper part of the desert-like Mt. Chunbo and a professional opinion shows that the mountain was once covered by the oak three species. Furthermore, we found that the soil of both mountains have been kept the same soil system according to a research of the soil cross-area. In other words, we can draw out the fact that, originally, the forest type and soil type of both Mt. Chunbo (378m) and Mt. Jookyup (610m) have been and are the same. However, Mt. Chunbo has been much more devastated than Mt. Jookyup, and carried away its soil nutrition to the extent that the ratios of N. $P_2O_5K_2O$ and Humus C.E.C between these two mountains are 1:10;1:5 respectively. 6. Mt. Chunbo has been mostly eroded for the past 30 years, and it consists of gravels of 2mm or larger size in the upper part of the mountain, while in the lower foot part, the sandy loam was formulated due to the fact that the gluey soil has been carried and accumulated. On the hand, Mt. Jookyup has consitantly kept the all the same forest type and sandy loam of brown colour both in the upper and lower parts. 7. As for the capability of absorbing and saturating maximum humidity by the surface soil, the ratios of wet soil to dry soil are 42.8% in the hill side and lower part of the eroded Mt. Chunbo and 28.5% in the upper part. On the contrary, Mt. Jookyup on which the forest type has not been changed, shows that the ratio in 77.4% in the hill-side and 68.2% in the upper part, approximately twice as much humidity as Mt. Chunbo. This proves the fact that the forest lands with dense forest covers are much more capable of maintaining water by wood, vegitation, and an organic material. The strength of dreventing from carring away surface soil is great due to the vigorous network of the root systems. 8. As mentioned above, the devastated forest land cause not only much greater devastation, but also human loss and property damage. We must bear in mind that the eroded forest land has taken the valuable soil, which is the very existance of origin of both human being and all creatures. As for the prescription for preventing erosion of forest land, the trees for furtilization has to be planted in the hill,side with at least reasonable amount of aertilizer, in order to restore the strength of earth soil, while in the lower part, thorough erosion control and reforestation, and establishments along the riversides have to be made, so as to restore the forest type.

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류머티스 관절염과 골관절염 환자에서 Transforming growth factor β의 발현 양상 (Expressions of transforming growth factor β in patients with rheumatioid arthritis and osteoarthritis)

  • 김채기;윤원찬;송용호;김상경;최정윤
    • IMMUNE NETWORK
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    • 제1권3호
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    • pp.244-249
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    • 2001
  • The transforming growth $factor-{\beta}$ ($TGF-{\beta}$) is a multifunctional cytokine modulating the onset and course of autoimmune disease as shown in experimental models. In synovial inflammation, there is a potential role for $TGF-{\beta}$ in repairment, the inhibition of cartilage and bone destruction, and the down-regulation of immune response. The biologic effects of $TGF-{\beta}$ depend on the cell type, the isoform and the availability of active $TGF-{\beta}$. We investigated $TGF-{\beta}$ expression in patients with rheumatoid arthritis (RA) and compared to those of osteoarthritis (OA). And we determined a correlation between $TGF-{\beta}1$ and $TGF-{\beta}2$, and also the relationships between each $TGF-{\beta}$ isoform and the parameters for disease activity of RA. Methods: The study population consisted of 20 patients with RA and 20 patients with OA. The commercial ELISA kit was used to study $TGF-{\beta}1$ and $TGF-{\beta}2$ levels in peripheral blood (PB) and synovial fluids (SF). Results: 1) While PB $TGF-{\beta}1$ level was of no difference between RA and OA patient groups, SF $TGF-{\beta}1$ level was higher in RA group than OA group. Similarly, PB $TGF-{\beta}2$ levels of RA and OA groups was not different, but SF $TGF-{\beta}2$ levels was higher in RA group than OA group. 2) In patients with RA, the $TGF-{\beta}1$ levels were higher than $TGF-{\beta}2$ in both the PB and SF, while in patients with OA, there showed higher readings for $TGF-{\beta}1$ than $TGF-{\beta}2$ in SF but no difference between $TGF-{\beta}1$ and $TGF-{\beta}2$ levels in PB. 3) In patients with RA, there were no correlations between PB $TGF-{\beta}1$ and PB $TGF-{\beta}2$ levels, nor between SF $TGF-{\beta}1$ and SF $TGF-{\beta}2$ levels. At the same way, there was no correlation between PB $TGF-{\beta}1$ and SF $TGF-{\beta}1$ levels, nor between each levels of $TGF-{\beta}2$ in patients with RA. 4) There was also no correlation between each $TGF-{\beta}$ isoform and the parameters for disease activity such as ESR, CRP, tender joint count, swollen joint count, rheumatoid factor, and the duration of morning stiffness except between in PB $TGF-{\beta}1$ and disease duration of RA (r=0.637, p<0.01). Conclusion: Each $TGF-{\beta}$ isoforms were higher in synovial fluid of patients with RA than that of patients with OA. The data from the RA patients demonstrated different patterns of expressions of the isoforms depending on which compartment (PB or SF) was investigated. The quantification of different $TGF-{\beta}$ isoform is thought to be important when $TGF-{\beta}$ is measured under disease conditions of RA.

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fMRI를 이용한 망간 노출 용접공의 운동수행에 따른 뇌 활성도 평가 (Cerebral Activity by Motor Task in Welders Exposed to Manganese through fMRI)

  • 최재호;장봉기;이종화;홍은주;이명주;지동하
    • 한국환경보건학회지
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    • 제37권2호
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    • pp.102-112
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    • 2011
  • Objectives: The purpose of this study is to analyze the effects of chronic exposure by welders to manganese (Mn) through an analysis of the degree of brain activity in different activities such as cognition and motor activities using the neuroimaging technique of functional magnetic resonance imaging (fMRI). The neurotoxic effect that Mn has on the brain was examined as well as changes in the neuro-network in motor areas, and the usefulness of fMRI was evaluated as a tool to determine changes in brain function from occupational exposure to Mn. Methods: A survey was carried out from July 2010 to October 2010 targeting by means of a questionnaire 160 workers from the shipbuilding and other manufacturing industries. Among them, 14 welders with more than ten years of job-related exposure to Mn were recruited on a voluntary basis as an exposure group, and 13 workers from other manufacturing industries with corresponding gender and age were recruited as a control group. A questionnaire survey, a blood test, and an fMRI test were carried out with the study group as target. Results: Of 27 fMRI targets, blood Mn concentration of the exposure group was significantly higher than that of the control group (p<0.001), and Pallidal Index (PI) of the welder group was also significantly higher than that of the control group (p<0.001). As a result of the survey, the score of the exposure group in self-awareness of abnormal nerve symptoms and abnormal musculoskeletal symptoms was higher than those of the control group, and there was a significant difference between the two groups (p<0.05, respectively). In the correlation between PI and the results of blood tests, the correlation coefficient with blood Mn concentration was 0.893, revealing a significant amount of correlation (p<0.001). As for brain activity area within the control group, the right and the left areas of the superior frontal cortex showed significant activity, and the right area of superior parietal cortex, the left area of occipital cortex and cerebellum showed significant activity. Unlike the control group, the exposure group showed significant activity selectively on the right area of premotor cortex, at the center of supplementary motor area, and on the left side of superior temporal cortex. In the comparison of brain activity areas between the two groups, the exposure group showed a significantly higher activation state than did the control group in such areas as the right and the left superior parietal cortex, superior temporal cortex, and cerebellum including superior frontal cortex and the right area of premotor cortex. However, in nowhere did the control group show a more activated area than did the exposure group. Conclusions: Chronic exposure to Mn increased brain activity during implementation of hand motor tasks. In an identical task, activation increased in the premotor cortex, superior temporal cortex, and supplementary motor area. It was also discovered that brain activity increase in the frontal area and occipital area was more pronounced in the exposure group than in the control group. This result suggests that chronic exposure to Mn in the work environment affects brain activation neuro-networks.

중학생의 SNS중독 경향성에 있어 내현적 자기애와 소외감, 자아존중감의 관계 (The Relationship of Covert Narcissism, Sense of Alienation, and Self-Esteem with SNS Addiction Proneness in Middle School Students)

  • 조소연;정주원
    • 한국가정과교육학회지
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    • 제29권3호
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    • pp.125-140
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    • 2017
  • 본 연구는 중학생의 SNS중독경향성을 중재할 수 있는 방법을 모색하기 위하여 내현적 자기애, 소외감과 SNS중독경향성의 관계와 영향력을 살펴보고, 내현적 자기애, 소외감, SNS중독경향성의 관계에서 자아존중감의 매개효과를 검증하였다. 이를 위해 최근 1주일 이내에 SNS이용 경험이 있는 중학교 1~3학년 청소년을 대상으로 온라인을 통하여 자료를 수집하였으며, 최종 341명을 분석에 사용하였다. 첫째, 내현적 자기애, 소외감, 자아존중감과 SNS중독경향성의 상관관계를 살펴보면, 내현적 자기애와 소외감은 SNS중독경향성에 유의미한 정적 상관관계를 보였다. 반면, 자아존중감과 SNS중독경향성의 관계에서는 유의미한 부적 상관관계를 보였다. 둘째, 내현적 자기애, 소외감, 자아존중감이 SNS중독경향성에 미치는 영향력을 살펴본 결과, 내현적 자기애, 소외감, 자아존중감은 SNS중독경향성에 유의한 영향을 끼치는 것으로 나타났다. 내현적 자기애와 소외감이 높을수록 SNS중독경향성이 더 높게 나타난 반면, 자아존중감이 높을수록 SNS중독경향성은 낮게 나타났다. 셋째, 내현적 자기애, 소외감과 SNS중독경향성과의 관계에서 자아존중감의 매개효과가 검증되었다. 내현적 자기애와 소외감은 직접적으로 SNS중독경향성에 유의한 영향을 주기도 하지만, 매개변인인 자아존중감을 통하여 SNS중독경향성에 유의한 영향을 끼치고 있음이 나타났다. 즉, 내현적 자기애와 소외감이 높을수록 자아존중감은 낮아지고 이는 SNS중독경향성을 더 높게 만드는 것으로 나타났다. 청소년의 올바른 네트워크 문화가 형성될 수 있도록 일상생활에서도 통용될 수 있는 적합한 SNS이용에 대해 교육과 건강하고 바람직한 SNS문화가 형성되어야 한다. 또한 학생들이 스스로 통제하고 조절하는 힘을 기를 수 있도록 체계적인 교육과 관리가 이루어져야 한다.