• Journal of Animal Science and Technology
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• 제63권6호
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• pp.1453-1463
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• 2021

Feeding is the most important behavior that represents the health and welfare of weanling pigs. The early detection of feed refusal is crucial for the control of disease in the initial stages and the detection of empty feeders for adding feed in a timely manner. This paper proposes a real-time technique for the detection and recognition of small pigs using a deep-leaning-based method. The proposed model focuses on detecting pigs on a feeder in a feeding position. Conventional methods detect pigs and then classify them into different behavior gestures. In contrast, in the proposed method, these two tasks are combined into a single process to detect only feeding behavior to increase the speed of detection. Considering the significant differences between pig behaviors at different sizes, adaptive adjustments are introduced into a you-only-look-once (YOLO) model, including an angle optimization strategy between the head and body for detecting a head in a feeder. According to experimental results, this method can detect the feeding behavior of pigs and screen non-feeding positions with 95.66%, 94.22%, and 96.56% average precision (AP) at an intersection over union (IoU) threshold of 0.5 for YOLOv3, YOLOv4, and an additional layer and with the proposed activation function, respectively. Drinking behavior was detected with 86.86%, 89.16%, and 86.41% AP at a 0.5 IoU threshold for YOLOv3, YOLOv4, and the proposed activation function, respectively. In terms of detection and classification, the results of our study demonstrate that the proposed method yields higher precision and recall compared to conventional methods.

• 한국환경복원기술학회지
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• 제15권5호
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• pp.85-102
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• 2012

Industrialization and modernization of the $20^{th}$ century have brought convenience to human life. However, such development produced unintentional global environmental issues such as destruction of natural ecosystem through excessive use of the natural environment beyond its capacity. The United National (UN) recognized such global environment issues and coordinated with worldwide experts to conduct a comprehensive assessment of the global ecosystem, "Millennium Ecosystem Assessment (MA)", to resolve the issues. The UN conducted the MA primarily to comprehend the correlation between the ecosystem and human welfare. The results demonstrated that the ecosystem provides various direct and indirect benefits to human. This new concept was introduced as the "ecosystem services". Introduction of the ecosystem services highlighted the significance of the ecosystem and led to increased research and active discussions among experts from various discipline over the recent 10 years. It has been considered that the ecosystem service concept could be incorporated in policymaking process, as primary criteria to assess and weigh the benefits of using natural resources against the effects on value of the ecosystem. The current policymaking process is affected by the contradicting logics of modernization and preservation of ecosystem. The ecosystem services concept could be the answer to forming a rational policymaking process, allowing for nature preservation while wisely using the available natural resources. The general consensus has been formed on the need of incorporating the ecosystem services concept in the policies and globally various researches on the ecosystem services have been actively conducted. However, introduction of the ecosystem services concept is still at a very early stage and research on real application of the ecosystem services is yet almost nonexistent. Also there are no clear and agreed definition, classification scheme and value appraisal methodology regarding the ecosystem services. Therefore, this research explains the basic concept of the ecosystem services and highlights specific issues for further researches, as further researches on real application of the ecosystem services would find ways for the ecosystem services approach to be valuable in the policymaking process.

• 재활복지공학회논문지
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• 제11권1호
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• pp.53-62
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• 2017

본 논문에서는 균형평가도구 중 임상에서 가장 많이 사용되는 BBS(Berg Balance Scale)를 머신러닝 기법을 이용하여 점수 분류 정확도를 제시한다. 데이터취득은 Noraxon 시스템을 이용하여, 신체 8군데(왼쪽 오른쪽 발목, 왼쪽 오른쪽 엉덩이 위, 왼쪽 오른쪽 손목, 등(Back), 이마)에 관성센서를 부착하였다. 관성센서의 3축 가속도데이터를 기반으로 특징벡터 STFT(Short Time Fourier Transform), SAM(Signal Area Magnitude)를 추출하였다. 그 다음, BBS의 항목을 동작특성에 따라 정적인 동작(static movement)과 동적인 동작(dynamic movement)으로 나누었고, BBS의 각 항목에 대하여 점수에 영향이 있는 센서부착위치에 따라 특징벡터를 선별하였다. BBS의 항목마다 선별된 특징벡터는 GMM(Gaussian Mixture Model)을 이용하여 분류하였다. 실험대상자 40명에 대한 정확도 산출결과, 1번순으로 차례대로 55.5%, 72.2%, 87.5%, 50%, 35.1%, 62.5%, 43.3%, 58.6%, 60.7%, 33.3%, 44.8%, 89.2%, 51.8%, 85.1%의 분류 정확도를 확인하였다.

• 한국안광학회지
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• 제19권1호
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• pp.121-133
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• 2014

목적: 본 연구는 최근 5년간 연령에 따른 근시 유병률 진행을 비교 분석하였다. 방법: 보건복지부 산하 질병관리 본부에서 시행한 2008에서 2012년까지의 국민건강영양조사 자료를 통해 근시 유병률 진행을 비교 분석하였다. 결과: 최근 5년간 자료를 통해 근시를 분류하였고, 연령별 분석결과 약도근시 중 5-11세는 25.5%, 12-18세는 25.1%, 19-29세는 27.3%, 30-39세는 30.7%, 40-49세는 29.6%, 50-59세는 19.2%, 60-69세는 11.8%, 그리고 70세 이상에서는 20.2%의 근시유병률이 각각 나타났다. 중도근시 중 5-11세는 21.7%, 12-18세는 43.6%, 19-29세는 36.2%, 30-39세는 30.0%, 40-49세는 20.4%, 50-59세는 9.9%, 60-69세는 5.2%, 그리고 70세 이상에서는 7.6%의 근시 유병률이 각각 나타났다. 고도근시 중 5-11세는 2.1%, 12-18세는 11.7%, 19-29세는 11.5%, 30-39세는 6.9%, 40-49세는 5.6%, 50-59세는 1.9%, 60-69세는 1.5%, 그리고 70세 이상에서는 1.0%의 근시 유병률이 각각 나타났다. 결론: 근시 유병률 진행 증가에 대한 중요성을 인식하여 국민의 안보건복지와 시력저하 방지를 위한 제도적 장치와 사회적 관심이 더욱 필요할 것을 판단된다.

• 한국산학기술학회논문지
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• 제15권5호
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• pp.3203-3212
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• 2014

기업의 문화 예술 지원은 메세나 운동으로부터 시작되었고 이후에는 소비자의 문화욕구를 만족시키고 기업의 이미지를 향상시키며 시대의 요구와 변화로서 기업의 활동을 증가시키는 문화마케팅으로 변화되었다. 그러므로 많은 기업들은 다양한 영역에서 문화마케팅 활동을 발전시키고 있다. 특히 아트마케팅은 예술 활동에 대한 관심과 기대치를 올리고 생산품에 대한 비판적인 관점과 삶의 기준을 높이는 역할로 인해 중요한 업무가 되었다. 그러므로 기업은 전략적 차원과 공공복지에 기여하는 차원에 따르는 이미지 마케팅 활동으로서 자사건물이나 별도의 공간에 전시공간을 제공해 예술과 관련된 다양한 전시, 스폰서, 교육 프로그램을 제공한다. 본 논문은 문화마케팅의 개념, 기업의 문화 예술 지원현황 및 아트 마케팅의 개념과 유형을 분류한다. 동시에 문화마케팅 수단으로서 기업 미술관의 전시공간의 유형을 분류하고 프로그램의 분석을 통해 기업 미술관의 특성 및 유형을 파악한다.

• 한국융합학회논문지
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• 제11권12호
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• pp.429-438
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• 2020

본 연구의 목적은 국제 교류 융합 활성화를 위하여 동남 아시아 간호대학을 대상으로 한국 간호에 대한 요구도를 조사하는 것이다. 본 연구에서는 태국, 베트남, 필리핀에 거주하는 교수와 학생들을 대상으로 Google Form을 활용하여 두 번에 나누어 설문 조사를 실시하였다. 첫 번째 설문조사에서는 간호교육의 큰 범주내에서 요구도 조사를 실시하고, 응급간호와, 감연관리에 관련된 주제가 가장 요구도가 높게 나타났다. 두 번째 설문조사에서는 첫 번째 설문조사결과에 근거하여 세부주제에 대한 요구도를 조사하기 위하여 실시하였고 결과 응급간호에서는 응급환자 중증도 분류가 우선순위가 가장 높은 주제에서 빈도가 제일 높게 나타났으며, 감염관리에서는 COVID-19과 같은 신종감염병에 대한 관리가 우선순위가 가장 높은 주제에서 빈도가 제일 높게 나타났다. 본 연구의 결과를 바탕으로 가장 빈도가 높은 순위에 따라 콘텐츠를 개발하여 국제교류프로그램에 활용할 것에 대하여 제안한다.

• 인간식물환경학회지
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• 제23권4호
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• pp.475-484
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• 2020

Background and objective: Horticultural activity is one of the most basic elements of horticultural therapy, which brings about therapeutic effects for participants through various plant-related activities. The main objective of this study was to verify the results of previous research, which suggested six types of activities from the exploratory factor analysis. Methods: To meet the purpose of this study, a questionnaire was designed to determine the preferences for 6 types of the horticultural therapy activities. The survey was conducted on 703 people from March 7 to June 20, 2019. The data of 674 cases were used into the final analysis, excluding unreliable responses. Descriptive statistics, and reliability analysis were performed using IBM SPSS Statistics 25, and confirmatory factor analysis was performed using IBM SPSS Amos 21. Results: First, horticultural therapy activities were classified into 6 types from the exploratory factor analysis, as conducted in previous research. The confirmatory factor analysis provided that the fit of the final model was satisfactory with χ² = 1,300.590 (p < .001), RMR = .045, GFI = .876, RMSEA = .062, NFI = .914, TLI = .905, CFI = .914. Conclusion: This result revalidated that the mode with 6 types of horticultural therapy activities from previous research is appropriate criteria for the classification of horticultural activities. The model could be used to design more systematic horticultural therapy programs that meet the needs or circumstances of the subject, or that are suitable for necessary therapeutic intervention methods.

• 한국전문물리치료학회지
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• 제9권2호
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• pp.61-81
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• 2002

The purposes of this research were to investigate home care rehabilitation services in rural areas and to collect basic data about disabled persons necessary when for carrying out rehabilitation services. Respondents were selected from six of a total of eight townships (Myon) and one town (Eup) in the Wonju city area. Wonju is in Kangwon Province (Do). Of a total of 338 names provided by the Myon offices, 298 persons were located and included registered and non-registered persons. Conditions included stroke, spinal cord injury, and cerebral palsy in addition to disabilities classified as first, second or third degree, in the case of registered cases. Respondent demographic characteristics, medical characteristics, rehabilitation service needs, willingness to receive rehabilitation service and individual opinions regarding rehabilitation services were analysed by frequency and percentage. The results were as follows: 1) Rehabilitation services received by disabled persons living at home in the rural areas surrounding Wonju city were medical rehabilitation (41.7%), diagnosis (36.5%), rehabilitation assistive devices (7.6%), social assistance (7.1%), rehabilitation counseling (3.0%), vocational rehabilitation (1.8%), educational rehabilitation (1.6%) and housekeeping services (0.5%). The majority of rehabilitation services were medical rehabilitation provided at hospitals and oriental medicine hospitals. 2) Sixty point eight percent of respondents expressed their willingness to receive home care rehabilitation services. Needs expressed were highest for medical rehabilitation (27.0%), followed by social assistance (19.4%), medical examination (12.4%), physician-generated diagnosis in the home setting (11.6%), sociopsychological rehabilitation (9.3%), vocational rehabilitation (7.6%), rehabilitation engineering (6.0%), educational rehabilitation (3.3%), and housekeeping services (3.3%). 3) Rehabilitation service needs were analyzed by severity classification: 65.8% of first degree, 62.7% of second degree and 55.6% of third degree disability classification, and 62.7% of non-registered disabled individuals responded that rehabilitation service was necessary. 4) Rehabilitation service needs were also analyzed by diagnosis: 62.6% of stroke, 85.5% of amputation, 60.0% of spinal cord injury and 52.4% of traumatic brain injury respondents answered positively that they were willing to receive rehabilitation service if it were to be provided. Rehabilitation service utilization data of disabled individuals living at home in rural areas were investigated and their rehabilitation needs analyzed. This critical information can be used when community-based rehabilitation programs for disabled persons living at home are planned for provision out of a public health center or when community-based rehabilitation welfare policy is formulated.

• 산업경영시스템학회지
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• 제31권1호
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• pp.41-48
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• 2008

Enhanced machine reliability has dramatically reduced the rate and number of railway accidents but for further reduction human error should be considered together that accounts for about 20% of the accidents. Therefore, the objective of this study was to suggest a new taxonomy of performance shaping factors (PSFs) that could be utilized to identify the causes of a human error associated with railway accidents. Four categories of human factor, task factor, environment factor, and organization factor and 14 sub-categories of physical state, psychological state, knowledge/experience/ability, information/communication, regulation/procedure, specific character of task, infrastructure, device/MMI, working environment, external environment, education, direction/management, system/atmosphere, and welfare/opportunity along with 131 specific factors was suggested by carefully reviewing 8 representative published taxonomy of Casualty Analysis Methodology for Maritime Operations (CASMET), Cognitive Reliability and Error Analysis Method (CREAM), Human Factors Analysis and Classification System (HFACS), Integrated Safety Investigation Methodology (ISIM), Korea-Human Performance Enhancement System (K-HPES), Rail safety and Standards Board (RSSB), $TapRoot^{(R)}$, and Technique for Retrospective and Predictive Analysis of Cognitive Errors (TRACEr). Then these were applied to the case of the railway accident occurred between Komo and Kyungsan stations in 2003 for verification. Both cause decision chart and why-because tree were developed and modified to aid the analyst to find causal factors from the suggested taxonomy. The taxonomy was well suited so that eight causes were found to explain the driver's error in the accident. The taxonomy of PSFs suggested in this study could cover from latent factors to direct causes of human errors related with railway accidents with systematic categorization.

• 재활복지공학회논문지
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• 제11권4호
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• pp.371-376
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• 2017

본 논문에서는 원형 근전도 시스템 장비를 사용하여 근전도 패턴인식을 할 때, 장비의 센서 위치와 무관하게 패턴 인식이 가능한 알고리즘을 제안한다. 6가지 동작의 8채널 근전도 신호를 1초간 측정한 데이터를 이용하여 14개의 특징점을 추출하였다. 또한 8개의 채널에서 추출된 112개의 특징점을 나열하여 주성분분석을 하고 영향력이 높은 데이터만을 추려내어 8개의 입력 신호로 줄였다. 모든 실험은 k-NN 분류기를 이용하여 데이터를 학습시키고 5-fold 교차 검증을 사용하여 데이터를 검증하였다. 기계학습에서 데이터를 학습시킬 때, 어떤 데이터를 학습하느냐에 따라 그 결과가 크게 달라진다. 기존의 연구들에서 사용하는 학습 데이터를 사용 할 경우 99.3%의 정확도를 확인하였다. 그러나 센서의 위치가 22.5도 정도만 틀어지더라도 67.28%의 정확도로 명확하게 떨어짐을 보았다. 본 논문에서 제안하는 학습 방법을 사용 할 경우 98%의 정확도를 보이고 장비의 센서의 위치가 바뀌더라도 98% 근처의 정확도를 유지함을 보였다. 이러한 결과를 사용하여 원형 근전도 시스템을 사용하는 사용자들의 편의성을 크게 증대시켜 줄 수 있을 것으로 보인다.