• 제목/요약/키워드: Skill accuracy

검색결과 145건 처리시간 0.028초

기계학습을 활용한 공정 변수별 오스템퍼링 경도 예측 비교 연구 (Comparative Study of Aus-Tempering Hardness Prediction by Process Using Machine Learning)

  • 김경훈;박종구;허우로;양해웅
    • 열처리공학회지
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    • 제36권6호
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    • pp.396-401
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    • 2023
  • Aus-tempering heat treatment is suitable for thin and small-sized in precision parts. However, the heat treatment process relies on the experience and skill of the operator, making it challenging to produce precision parts due to the cold forging process. The aims of this study is to explore suitable machine learning models using data from the aus-tempering heat treatment process and analyze the factors that significantly impact the mechanic properties (e.g. hardness). As a result, the study analyzed, from a machine learning perspective, how hardness prediction varies based on the quenching temperature, carbon (C), and copper (Cu) contents.

치아 보철물 디자인을 위한 이미지 대 이미지 변환 GAN 모델 (An Image-to-Image Translation GAN Model for Dental Prothesis Design)

  • 김태민;김재곤
    • 한국IT서비스학회지
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    • 제22권5호
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    • pp.87-98
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    • 2023
  • Traditionally, tooth restoration has been carried out by replicating teeth using plaster-based materials. However, recent technological advances have simplified the production process through the introduction of computer-aided design(CAD) systems. Nevertheless, dental restoration varies among individuals, and the skill level of dental technicians significantly influences the accuracy of the manufacturing process. To address this challenge, this paper proposes an approach to designing personalized tooth restorations using Generative Adversarial Network(GAN), a widely adopted technique in computer vision. The primary objective of this model is to create customized dental prosthesis for each patient by utilizing 3D data of the specific teeth to be treated and their corresponding opposite tooth. To achieve this, the 3D dental data is converted into a depth map format and used as input data for the GAN model. The proposed model leverages the network architecture of Pixel2Style2Pixel, which has demonstrated superior performance compared to existing models for image conversion and dental prosthesis generation. Furthermore, this approach holds promising potential for future advancements in dental and implant production.

Application of artificial intelligence for diagnosis of early gastric cancer based on magnifying endoscopy with narrow-band imaging

  • Yusuke Horiuchi;Toshiaki Hirasawa;Junko Fujisaki
    • Clinical Endoscopy
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    • 제57권1호
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    • pp.11-17
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    • 2024
  • Although magnifying endoscopy with narrow-band imaging is the standard diagnostic test for gastric cancer, diagnosing gastric cancer using this technology requires considerable skill. Artificial intelligence has superior image recognition, and its usefulness in endoscopic image diagnosis has been reported in many cases. The diagnostic performance (accuracy, sensitivity, and specificity) of artificial intelligence using magnifying endoscopy with narrow band still images and videos for gastric cancer was higher than that of expert endoscopists, suggesting the usefulness of artificial intelligence in diagnosing gastric cancer. Histological diagnosis of gastric cancer using artificial intelligence is also promising. However, previous studies on the use of artificial intelligence to diagnose gastric cancer were small-scale; thus, large-scale studies are necessary to examine whether a high diagnostic performance can be achieved. In addition, the diagnosis of gastric cancer using artificial intelligence has not yet become widespread in clinical practice, and further research is necessary. Therefore, in the future, artificial intelligence must be further developed as an instrument, and its diagnostic performance is expected to improve with the accumulation of numerous cases nationwide.

조선소 블록 정도관리를 위한 경량화 측정 장비 및 증강현실 기반의 스마트 정도관리 시스템 개발 (A Study on Smart Accuracy Control System based on Augmented Reality and Portable Measurement Device for Shipbuilding)

  • 남병욱;이경호;이원혁;이재덕;황호진
    • 한국전산구조공학회논문집
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    • 제32권1호
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    • pp.65-73
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    • 2019
  • 선박의 생산 효율을 높이고 생산 주기를 단축하기 위해서는 건조 주기 동안에 효율적으로 선박 구성 요소의 정확도를 평가하는 것이 중요하다. 블록의 정도 관리는 선박 공정의 단축 및 비용 절감, 선박 품질 향상에 중요한 의미를 갖는다. 대형 조선소를 중심으로 이를 위한 시스템들이 개발되어 활용되고 있지만 일부 조선소에서는 블록 형상이나 크기에 따라 줄자나 추 등의 전통적인 측정도구나 광학 장비인 광파기를 사용하여 측정, 관리하고 있으며, 정도 관리 수행하는데 있어서 이러한 도구나 장비뿐만 아니라 필수적으로 측정 위치를 파악하기 위한 종이 도면과 측정 데이터를 기록하기 위한 장치를 병행하고 있다. 측정된 결과는 수기 입력 혹은 기록 장치를 통해 정도 관리 시스템에서 관리하게 된다. 측정 결과는 작업 환경 및 작업자의 숙련도에 따라 영향이 미치게 되며, 측정 결과 관리 측면에서도 측정 결과 작성 누락, 정도관리 시트 관리의 부재 등에 대한 인적 오류(human error)와 시스템 내 결과 데이터 입력으로 인한 이중 작업 시간 소요로 인한 효율 측면에서의 비용 손실이 발생한다. 본 연구에서는 기존 정도관리 수행에서의 작업 환경을 개선하기 위한 목적으로 블록 정도 및 블록 측정 위치를 종이 도면을 통해서 확인하던 과정을 증강현실 기술을 이용하여 실제 블록 위에 측정 정보를 가시화함으로써 정도관리 수행 시간을 단축하고 측정 장비와의 연동을 통해 정도관리 데이터를 효과적으로 관리할 수 있는 증강현실 기반의 스마트 정도관리 시스템을 제안하고, 제안한 시스템에 대해서 프로토타입 구현을 통하여 정도 관리에서의 적용 가능성을 검토하였다.

질적 간호에 대한 환자와 가족의 지각 (Perceptions of Quality Nursing care of Patients and Families)

  • 지성애;권성복;박은희
    • 간호행정학회지
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    • 제4권1호
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    • pp.247-275
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    • 1998
  • The purpose of this study was to offer the results of content analysis and qualitative study that explored the perceptions about quality nursing care of patients and families as consumers and to identify the implications of this study for quality nursing care management and research. The data was collected from 12 adult patients and 9 families who were admmitted at medical and surgical nursing unit of one university hospital in Seoul from October, 1996 to January, 1997. Research participants were asked to response "what do you think quality nursing care?" and similar questions during the interviews was performed. Data were analyzed using open coding and content analysis with frequencies and percents of attributes of quality nursing care. Attributes of quality nursing care and meaning of quality nursing care that patients and families perceived were explored. 1. The attributes of quality nursing care that patient and families perceived were categorized into 56 attributes. The highest response rate among the attributes was 'one's heart at ease' (76.2%), and the next high response rates were ranked in order 'consideration' , 'care about' (each 61.9% 'expert skill' (57.1%), 'deal with problem promptly' , 'information offer' (42.9%), 'intimate feeling' (38.1%), 'smile' 'service spirit' , 'do one's best' (each 33.3%), 'frequent visit' (23.8%), 'observe the time' (23.8%), 'direct nursing care' , 'speaking warmly' , give a hope' , 'address kindly' , 'a sense of duty' , 'good facilities' (each 19.0%), 'inquire after a patient health' , 'patient-centered nursing care' , 'showing an example' , 'professional knowledge' , 'careless moraly patient' , 'give encourage to patients' , 'good answer a question' (each 14.3%), 'do not imprudently' , 'do not disregard' , 'broad knowledge' , 'emergency treatment skill' , 'dependability' ,'consolation' giving a sense of security' , 'a self sacrificing spirit' , 'a sense of responsibility' 'hard - working', 'enough disposition of nursing staff (each 9.5%), 'improve patient's pride' and the rest attributes exhibited 4.7%, respectively. 2. The attributes that were identified in patients' data only were 8 categories, 'service sprit' (58.3 %) 'expert knowledge' , 'good answer a question' (each 25.0%), 'hard working' (16.7%), 'a warm character', 'professional attainments', 'do without reserve', 'satisfaction' (each 8.3%), 3. The attributes were identified to families' data only were 31 categories, 'speaking warmly' , 'direct nursing care', 'adress kindly', 'patientcentered nursing care', 'showing an example' (each 33.3%). 'do not imprudently' , 'do not disregard' , 'consolation', 'giving a sense of security', 'broad knowledge' , 'emergency treatment skill', 'dependability' ,'a self - sacrificing spirit', 'a sense of responsibility' (each 22.2%), 'improve patient's pride' , 'without discrimination' , 'show kindness' , 'individual nursing care', 'being with patient' , 'helping' , 'accuracy' , 'without any mistake' , 'love' , 'self - confidence', 'self possession', 'a self - denying spirit' , 'a sense of duty' , 'tighten discipline' , 'disposed room with similar patient to diagnosis', 'compensatory relationship between me dical team' , 'role of connection' (each 11.1 %). 4. The attributes of quality nursing care were integrated into 11 categories that they were 'patientcentered nursing care' (25.1%), 'expertise' (22.1%), 'caring'(18.1%), 'kindness'(11.1%L 'nurse attainments(10.1%), 'sincerity' (7.5%), 'good environment' (2.0%), 'effective organizational management', 'coordination', 'enough nursing staff' ( each 1.0%), 'satisfaction' (0.5%) were showed in the order of the highest rate. 5. The concept of quality nursing care were defined as 'give a satisfaction to patients by patientcentered care based on professional skill and caring with kindness and sincerity'. The description of the meaning of quality nursing care provided by this research participants, patients and families can provide important information for quality nursing care management, medical marketing, education and researches of this field. On the basis of the above findings the following recommendations are made: to suggest to utilize this results for patient care in practice setting, development of quality assessment tool in nursing care, repeat study by the same subjects and method, and to a comparative study by the same method to nurse.

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Video Self-Instruction Program을 이용한 보육교사의 소아심폐소생술 교육의 효과 (The Effects of Child Cardiopulmonary Resuscitation Education for Childcare Teachers with a Video Self-Instruction Program)

  • 김건희
    • 한국응급구조학회지
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    • 제13권2호
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    • pp.87-98
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    • 2009
  • Purpose : This study set out to compare the educational effects of a video self-instruction program for child CPR education on childcare teachers by applying the 2006 KACPR Guideline. By adopting the nonequivalent control group posttest quasi-experimental design, the study examined the educational effects on a group that did not receive instructions from the instructor, another group that received his instructions, and the other group that received an extra three-minute practice training session in addition to instructions. Methods : Data were gathered from August 6 to 18, 2008. As for research tools, the Knowledge Instrument of CPR by Connolly (2006) was used along with the National Practice Test Protocol for C1ass 1 Emergency Medical Technicians (2007) and Common Protocol for CPR (2006) to examine the performance of child CPR. By shooting the guide screen of $Resusci^{(R)}$ Junior CPR Manikin of Leardal with a video camera and using the Skill Guide Checklist of the Common Protocol for CPR (2006), the subjects' technical accuracy of chi1d CPR was evaluated. There were three subject groups: 29 childcare teachers randomly assigned to received the video self-instruction program training for chi1d CPR and no instructions from the instructor made up the control group; 22 childcare teachers randomly assigned to received the program training and instructions from the instructor made up experiment group I; 23 childcare teachers randomly assigned to received an extra three-minute practice training session in addition to the program training and the instructions made up experiment group II. The gathered data were analyzed with SPSS/PC+ (Version 14.0) in frequency, percentage, $X^2$-test, ANOVA, Scheffe test. Results : 1) There were no statistically significant differences (F=1.030, p=.362) among the groups in terms of knowledge scores after the child CPR education. 2) There were statistically significant differences (F=13.625, p=.000) among the groups in terms of performance abilities after the child CPR education. 3) There were no statistically significant differences (F=1.610, p=.207) among the groups in terms of technical accuracy of mouth-to-mouth resuscitation after the child CPR education 4) There were no statistically significant differences (F=1.484, p=.234) among the groups in terms of technical accuracy of chest compression after the child CPR education. Conclusion : The results indicate that childcare teachers can improve their performance abilities in child CPR when the instructors are active with their instructions and extra practice hours are secured through a VSI program. It's also needed to provide education with increasing concentration ratio about the items of lower knowledge points in order to help the teachers learn the accurate theory of child CPR. And there should be VSI programs of diverse conditions to increase the effects of child CPR training among childcare teachers.

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심폐소생술 수행자의 엉덩관절 각도가 심폐소생술 결과에 미치는 영향 (Effect of Chest Compression Position Depending on the Rescuer's Hip Joint Angle During Basic CPR)

  • 이재민;윤형완
    • 한국화재소방학회논문지
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    • 제34권2호
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    • pp.103-109
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    • 2020
  • 이 연구는 기본심폐소생술 교과목을 이수한 응급구조과 학생을 대상으로 수행자 엉덩관절 각도에 따라 기본심폐소생술의 질이 향상되는지 알아보고자 하였다. 기본심폐소생술 중 엉덩관절 각도에 따른 기본심폐소생술 질(가슴압박 깊이, 완전한 이완, 압박속도 등)을 측정하기 위해 SimPad SkillReporter와 Resusci Anne® QCPR®을 이용하여 비교 분석하였고, 2015 AHA Guideline 따랐으며, 가슴압박과 인공호흡의 비율은 30:2로 5주기 시행하였다. 실험군과 대조군의 일반적인 자세에서는 엉덩관절 각도, 인공호흡정도, 가슴압박 깊이, 가슴압박 속도, 가슴압박 이완, 가슴압박 정확도, 가슴압박 중단시간(Hands off time), 가슴압박 적용시간 비율은 큰 차이를 보이지 않았다(p > 0.05). 엉덩관절 각도를 90도로 유지하는 기본심폐소생술은 유지하지 않았을 때와 큰 차이는 없었으나, 적정깊이와 100% 이완에서는 좋은 결과를 보여 주어 보다 더 나은 심폐소생술 질 향상을 기대할 수 있을 것이다.

WRF 기반 공군 단기 수치 예보 시스템 : 2009년 하계 모의 성능 검증 (WRF-Based Short-Range Forecast System of the Korea Air Force : Verification of Prediction Skill in 2009 Summer)

  • 변의용;홍성유;신혜윰;이지우;송재익;함숙정;김좌겸;김형우;김종석
    • 대기
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    • 제21권2호
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    • pp.197-208
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    • 2011
  • The objective of this study is to describe the short-range forecast system of the Korea Air Force (KAF) and to verificate its performace in 2009 summer. The KAF weather prediction model system, based on the Weather Research and Forecasting (WRF) model (i.e., the KAF-WRF), is configured with a parent domain overs East Asia and two nested domains with the finest horizontal grid size of 2 km. Each domain covers the Korean peninsula and South Korea, respectively. The model is integrated for 84 hour 4 times a day with the initial and boundary conditions from National Centers for Environmental Prediction (NCEP) Global Forecast System (GFS) data. A quantitative verification system is constructed for the East Asia and Korean peninsula domains. Verification variables for the East Asia domain are 500 hPa temperature, wind and geopotential height fields, and the skill score is calculated using the difference between the analysis data from the NCEP GFS model and the forecast data of the KAF-WRF model results. Accuracy of precipitation for the Korean penisula domain is examined using the contingency table that is made of the KAF-WRF model results and the KMA (Korea Meteorological Administraion) AWS (Automatic Weather Station) data. Using the verification system, the operational model and parallel model with updated version of the WRF model and improved physics process are quantitatively evaluated for the 2009 summer. Over the East Aisa region, the parallel experimental model shows the better performance than the operation model. Errors of the experimental model in 500 hPa geopotential height near the Tibetan plateau are smaller than errors in the operational model. Over the Korean peninsula, verification of precipitation prediction skills shows that the performance of the operational model is better than that of the experimental one in simulating light precipitation. However, performance of experimental one is generally better than that of operational one, in prediction.

자체 제작한 호흡 동기화 장치를 통한 흉부 일반촬영 검사의 호흡 재현성 평가 (Evaluation of Respiration Reproducibility of Chest General X-ray Examination using Self-made Respiratory Synchronization Device)

  • 권오영;이창훈;용금주;진선희;정다빈;허영철
    • 한국방사선학회논문지
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    • 제15권7호
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    • pp.1049-1056
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    • 2021
  • 본 연구의 목적은 일반촬영용 호흡 동기화 장치를 개발하여 호흡 협조가 어려운 환자의 가슴 검사를 할 때 들숨의 재현성을 높이는 것이다. 공기압 센서를 이용하여 호흡 동기화 장치를 자체 제작(X-RSD)하였고, 심폐소생술용 마네킹에 벤틸레이터를 연결하여 공기를 주입하였다. 이때 주입한 공기의 양은 SkillReporting 장치를 이용하여 정량화하였다. 마네킹의 가슴에 X-RSD를 위치한 후 공기의 양을 200-700 cc까지 100 cc 씩 총 6 단계를 나눠서 검사하였다. 오차 평가는 총 80회씩 반복 측정하여 X-RSD의 민감도를 측정하였고 민감도는 100%로 매우 정교한 결과 값을 얻을 수 있었다. 이후 가슴 측면검사를 X-RSD를 보면서 검사한 영상과, 암맹 검사한 영상을 비교평가 하였고, X-RSD의 폐 용적이 암맹 검사보다 용적도 크게 측정되고, 편차도 적게 측정되었다. 종합적으로 X-RSD를 이용하면 협조가 어려운 환자의 가슴검사에 도움을 줄 수 있으며, 일반촬영의 재촬영률을 줄여 전체적인 피폭선량 감소에 기여가 가능할 것이라 사료된다.

스쿼시 심판판정에 대한 선수들의 인식과 정서 반응 (Squash Athlete's Perception and Emotional Response on the Referee's Judgment)

  • 박경실;강호석
    • 디지털융복합연구
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    • 제15권11호
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    • pp.497-511
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    • 2017
  • 연구의 목적은 스쿼시 심판판정에 대한 선수들의 인식과 심판판정에 대한 정서 반응을 알아보는데 있다. 이를 위해, 2016년 국가대표선수 남 녀 각 3명 총 6명을 대상으로 개별심층면담을 진행하여, 이들이 인식하고 있는 심판판정과 그에 따른 정서반응을 규명하였다. 연구결과 첫째, 심판판정에 대한 인식 차이는 심판마다 주관적 관점을 가지고 있고 보는 위치와 시각의 차이, 순간적인 판단능력, 경력과 경험에 따라 차이가 나는 것으로 나타났다. 둘째, 심판판정이 경기의 승패에 미치는 영향은 낮은 것으로 나타났다. 셋째, 리드하고 리드 당하는 경기 상황에서 심판 판정 영향정도와 그에 따른 정서적 대처방안 모두 "영향이 없다"는 의견이 많은 것으로 나타났다. 이러한 결과는 선수들이 인식하는 심판판정이 경기상황과 심판의 경험 등에 따라서 다르게 인식한다는 것을 의미하며, 심판에 따라 판정에 대한 인식이 다르지만, 실제 경기결과에는 영향을 미치지 않는다는 것을 의미한다. 결론적으로 심판판정이 상황에 따라 선수들의 정서반응에 긍정적 및 부정적 영향을 미칠 수 있지만, 경기력을 결정하는 중요 요소는 선수 개인의 여유 있는 경기 운영과 기술의 정확성이라는 사실을 시사한다.