• 제목/요약/키워드: Model Library

검색결과 1,528건 처리시간 0.029초

랜덤 포레스트를 활용한 만족도 사전조사에 따른 교육 역량 예측 분석 (An Analysis of Educational Capacity Prediction according to Pre-survey of Satisfaction using Random Forest)

  • 남기훈
    • 문화기술의 융합
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    • 제8권6호
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    • pp.487-492
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    • 2022
  • 대학들은 급변하는 사회 환경에 적합한 교육역량 수준을 높이기 위해 다양한 방법들을 찾고 있다. 본 논문에서는 조사 항목을 수정, 보완한 만족도 사전조사를 개강 전에 실행하여 학업성취도를 높이고 전공 이탈자의 비율을 낮춰 교육 성과를 높이는 방안을 제안한다. 일반적인 만족도 조사 이후에 시행되는 교육품질 개선(CQI) 방식을 보완하고자 만족도 사전조사를 시행하였다. 학생역량을 강화하기 위해 설계가 진행 중인 인공지능형 메디치 플랫폼에 적용할 수 있는 머신러닝 기법의 랜덤 포레스트를 활용하여 중요한 데이터의 예측 및 분석을 가능하게 하였다. 만족도 사전조사 데이터들을 전처리하여 수강 신청 학생들의 정보를 설명 변수로 정의하고 분류하여 모델 생성 및 학습하였다. 실험 환경은 주피터 노트북 3.7.7, Python 3.7에서 관련 알고리즘과 사이킷런(sklearn) 라이브러리를 함께 사용하였다. 제안하는 방안의 결과를 수업에 반영하여 수업 후에 진행하는 교육 만족도 조사의 변화와 중도 탈락생 수의 동향을 비교 분석하였다.

A Systematic Review and Meta-Analysis of Randomized Controlled Trials on Acupuncture for Improving Post-Operative Cognitive Dysfunction (POCD) and Chemotherapy-Related Cognitive Impairment (CRCI)

  • Kim, Ju-Young;Cho, Han-Byul;Kim, Man-Gi;Koo, Byung-Su;Kim, Geun-Woo
    • 동의신경정신과학회지
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    • 제33권1호
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    • pp.49-78
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    • 2022
  • Objectives: This study was conducted to evaluate the efficacy of Korean Medicine Therapy (KMT) for the treatment of Chemotherapy-induced Cognitive Impairment (CICI) through systematic review and meta-analysis of randomized controlled trials (RCTs) as proceeding research to further research the efficacy of KMT for CICI patients. Methods: We conducted a systematic review and meta-analysis according to the Preferred Reporting Items for Systematic reviews and Meta-Analyses guidelines (PRISMA). The RCTs on the efficacy of KMT for treatment of CICI were searched by structured search strategies in MEDLINE, EMBASE, Cochrane library, CAJD, KISS, NDSL, KoreaMed, and OASIS. The searched RCTs were screened by inclusion and exclusion criteria. We evaluated the quality of the method in the included studies using the Jadad score and Cochran ROB tool. The efficacy outcomes were the Visual Analogue Scale (VAS) and the Clinical total Effective Rate (CER) of CICI. They were analyzed using mean difference for continuous variable or Relative Risk (RR) for Dichotomous variable in the random-effect model. The RevMan 5.3 program was used for meta-analysis. Results: We included 19 RCTs, including 653 participants, in the systematic review and meta-analysis. There were favorable results for the KMT group after the intervention compared with the pharmacotherapy group, physiotherapy group, and combined treatment group. KMT group showed improvement using CER and VAS compared with exercises, but their heterogeneities were slightly significant. KMT was more effective compared to the Rehabilitation program in CER and the subgroup analysis results showed that KMT had a significant difference compared to other therapies in VAS, to Medication therapy in CER. Conclusions: KMT presented reasonable evidence on improving the Clinical total Effective Rate and Visual Analogue Scale in CICI patients. However, further evaluation in future research is required.

BIM 기반의 하천 유지관리를 위한 하천분야 BIM 표준분류체계 적용방안 (A Method to Apply the BIM Standard Classification System in the River Field for BIM-based River Maintenance)

  • 남정용;주재하;홍정일
    • 한국전산구조공학회논문집
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    • 제36권3호
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    • pp.147-154
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    • 2023
  • 하천시설물은 정보의 관리주체가 국가하천과 지방하천 등에 따라 달라서 통합되어 관리되지 못하고 있는 점, 설계 및 시공 단계의 정보화 축적이 미흡하여 시설물 정보의 망실이 우려되는 점 등 하천분야로 BIM 도입을 하기 위해서는 해결해야 할 과제들이 산재해 있다. 또한, 이로 인해 유지운영단계에서의 시설물 정보 활용 수준 역시 상당히 미흡한 편이다. 따라서, 하천시설물의 효과적인 유지운영을 위해서는 표준분류체계에 따라 시설물 정보를 정리함으로 데이터의 일관성을 확보하고 효율성을 증대시킬 필요가 있다. 본 연구에서는 이러한 하천분야의 시설물 특성을 고려하여 하천분야의 BIM 정보모델 도입과 3차원 기반의 하천시설의 효율적인 유지운영 전환을 위한 BIM 표준분류체계를 적용하는 방안을 제시한다.

시각장애인을 위한 보행 안내 스마트 안경 플랫폼 설계 (Design of Smart Glasses Platform walking guide for the visually impaired)

  • 이재범;장종욱;장성진
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2021년도 추계학술대회
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    • pp.320-322
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    • 2021
  • 세계적으로 고령 인구가 증가함에 따라 시각장애인의 비율 역시 증가하고 있으며, 여전히 안전상에 문제, 안내정보 부족 등 시각장애인이 외부 활동을 하는 데에 있어서 많은 제약이 존재한다. 이를 해결하기 위해 광학 문자 인식(OCR) 기능이 탑재된 스마트 안경 등 스마트 기기에 관한 연구가 활발히 진행되고 있다. 본 논문에서는 전방에 장애물을 인식해 음성으로 정보를 알려주고, 목적지까지 길을 안내해주는 시스템을 제안한다. 딥러닝 객체 인식 모델인 Yolo를 이용하여 계단, 라바 콘과 같은 위험요소를 장애물로 인식하고 음성으로 정보를 전달해주며, 길 찾기 API와 음성인식, TTS 라이브러리를 사용하여 입력한 목적지까지 음성으로 길 안내를 해줌으로써 시각장애인의 외부 활동 범위가 확대되는 효과를 기대할 수 있다.

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미세먼지 in vivo 모델에서 호흡기 질환에 대한 한약의 효과에 관한 연구 동향 분석 (Review on the Effects of Herbal Medicine on Respiratory Diseases in In Vivo Particulate Matter Models)

  • 우성천;이수원;박양춘
    • 대한한방내과학회지
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    • 제44권3호
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    • pp.418-438
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    • 2023
  • Objective: This study was conducted to review the effects of herbal medicine on respiratory diseases induced by the treatment of particulate matter in in vivo animal models. Methods: Literature searches were performed in seven databases (Pubmed, Embase, Cochrane Library, KISS, KTKP, OASIS, and ScienceON). After the searched studies were screened based on the inclusion/exclusion criteria, the publication date, origin, used animals, induction of particulate matter models, herbal medicine used for intervention, study design, outcome measure, and results of studies were analyzed. Results: Among a total of 972 studies primarily searched, 34 studies were finally included in our study. Of this number, 29 studies induced animal models by using only particulate matter, and 5 studies induced animal models with respiratory diseases, such as asthma and chronic obstructive pulmonary disease, by using particulate matter and other materials. In the selected studies, the treatments of herbal medicine in particulate matter models suppressed oxidative stress and inflammation in lung tissue, bronchoalveolar lavage fluid, and blood as well as lung injury in histological analysis. Conclusion: The results of this study suggest that herbal medicine is effective in treating respiratory diseases induced by particulate matter. These results are also expected to be useful data for designing further studies. However, more systematically designed in vivo studies related to particulate matter are needed.

토픽모델링을 활용한 정보활용교육 연구주제 분석 및 교육내용 제안 (A Study of Information Literacy Curriculum Using Topic Modeling)

  • 윤지혜;정유경
    • 정보관리학회지
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    • 제39권4호
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    • pp.1-21
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    • 2022
  • 본 연구는 정보활용교육 분야의 연구주제들을 파악하여 정보활용교육에 제안할 수 있는 요소들이 있는지를 살펴보는데 연구의 목적이 있다. 우선, 정보활용교육과 관련된 문헌정보학 분야의 논문 97편을 대상으로 토픽모델링을 적용하여 '미디어 리터러시', '정보활용교육의 교수학습방법', '정보원 이용 및 판단' 등의 주요 주제를 파악하였다. 분석 결과를 바탕으로, 교육내용 측면에서는 Big 6 정보모형, 교육방법과 관련해서는 미국 사서교사협회의 정보활용 능력기준과 미국 대학 및 연구도서관협회의 정보활용교육 개발지침을 고려하여 정보활용교육 교육내용을 제안하였다. 본 연구는 정보활용교육 전반의 연구주제와 연관된 교육 요소들을 파악하였으며, 이를 바탕으로 '정보원 이용 및 판단', '정보윤리'와 관련된 교육내용을 보다 강조하였다는 점에서 의의가 있다.

지하공간 BIM 기반 발파진동 영향 시각화 기술 (BIM-based visualization technology for blasting in Underground Space)

  • 서명배;최수미;오성종;김성욱;신정훈
    • 스마트미디어저널
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    • 제12권11호
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    • pp.67-76
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    • 2023
  • 본 논문에서는 도심지 지하 발파에 대한 영향 분석을 효율적으로 하기 위해 터널 굴착 시 발파영향에 대해 계측데이터와 연계하여 3차원 BIM 모델 데이터를 작성한 후 인프라 전체의 상호 영향을 고려한 시각화 방안을 제안한다. 이를 위해 시각화에 필요한 BIM 모델링 수준을 정의하였고 GTX-A구간 대상으로 진동계측 데이터 수집, 지형 및 구조물 BIM 작성, 발파진동추정식을 활용한 계측데이터 시각화 방식을 개발하였다. 발파영향원 시각화를 위해 구 형태의 발파영향원 라이브러를 개발하였고 Revit Dynamo 자동화 로직 연동이 가능한 제원표를 구성하였으며 이를 통해 발파진동 영향분석을 3차원으로 쉽게 시각화 하는 방안을 제시하였다. 텍스트 중심의 발파진동 영향분석을 3D로 시각화된 입체적인 방식으로 검토할 수 있어 발파진동 설계 및 민원대응에 용이할 것으로 판단된다.

The TANDEM Euratom project: Context, objectives and workplan

  • C. Vaglio-Gaudard;M.T. Dominguez Bautista;M. Frignani;M. Futterer;A. Goicea;E. Hanus;T. Hollands;C. Lombardo;S. Lorenzi;J. Miss;G. Pavel;A. Pucciarelli;M. Ricotti;A. Ruby;C. Schneidesch;S. Sholomitsky;G. Simonini;V. Tulkki;K. Varri;L. Zezula;N. Wessberg
    • Nuclear Engineering and Technology
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    • 제56권3호
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    • pp.993-1001
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    • 2024
  • The TANDEM project is a European initiative funded under the EURATOM program. The project started on September 2022 and has a duration of 36 months. TANDEM stands for Small Modular ReacTor for a European sAfe aNd Decarbonized Energy Mix. Small Modular Reactors (SMRs) can be hybridized with other energy sources, storage systems and energy conversion applications to provide electricity, heat and hydrogen. Hybrid energy systems have the potential to strongly contribute to the energy decarbonization targeting carbon-neutrality in Europe by 2050. However, the integration of nuclear reactors, particularly SMRs, in hybrid energy systems, is a new R&D topic to be investigated. In this context, the TANDEM project aims to develop assessments and tools to facilitate the safe and efficient integration of SMRs into low-carbon hybrid energy systems. An open-source "TANDEM" model library of hybrid system components will be developed in Modelica language which, by coupling, will extend the capabilities of existing tools implemented in the project. The project proposes to specifically address the safety issues of SMRs related to their integration into hybrid energy systems, involving specific interactions between SMRs and the rest of the hybrid systems; new initiating events may have to be considered in the safety approach. TANDEM will study two hybrid systems covering the main trends of the European energy policy and market evolution at 2035's horizon: a district heating network and power supply in a large urban area, and an energy hub serving energy conversion systems, including hydrogen production; the energy hub is inspired from a harbor-like infrastructure. TANDEM will provide assessments on SMR safety, hybrid system operationality and techno-economics. Societal considerations will also be encased by analyzing European citizen engagement in SMR technology safety.

Influence of lateralized versus medialized reverse shoulder arthroplasty design on external and internal rotation: a systematic review and meta-analysis

  • Kevin A. Hao;Robert J. Cueto;Christel Gharby;David Freeman;Joseph J. King;Thomas W. Wright;Diana Almader-Douglas;Bradley S. Schoch;Jean-David Werthel
    • Clinics in Shoulder and Elbow
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    • 제27권1호
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    • pp.59-71
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    • 2024
  • Background: Restoration of external (ER) and internal rotation (IR) after Grammont-style reverse shoulder arthroplasty (RSA) is often unreliable. The purpose of this systematic review was to evaluate the influence of RSA medio-lateral offset and subscapularis repair on axial rotation after RSA. Methods: We conducted a systematic review of studies evaluating axial rotation (ER, IR, or both) after RSA with a defined implant design. Medio-lateral implant classification was adopted from Werthel et al. Meta-analysis was conducted using a random-effects model. Results: Thirty-two studies reporting 2,233 RSAs were included (mean patient age, 72.5 years; follow-up, 43 months; 64% female). The subscapularis was repaired in 91% (n=2,032) of shoulders and did not differ based on global implant lateralization (91% for both, P=0.602). On meta-analysis, globally lateralized implants achieved greater postoperative ER (40° [36°-44°] vs. 27° [22°-32°], P<0.001) and postoperative improvement in ER (20° [15°-26°] vs. 10° [5°-15°], P<0.001). Lateralized implants with subscapularis repair or medialized implants without subscapularis repair had significantly greater postoperative ER and postoperative improvement in ER compared to globally medialized implants with subscapularis repair (P<0.001 for both). Mean postoperative IR was reported in 56% (n=18) of studies and achieved the minimum necessary IR in 51% of lateralized (n=325, 5 cohorts) versus 36% (n=177, 5 cohorts) of medialized implants. Conclusions: Lateralized RSA produces superior axial rotation compared to medialized RSA. Lateralized RSA with subscapularis repair and medialized RSA without subscapularis repair provide greater axial rotation compared to medialized RSA with subscapularis repair. Level of evidence: 2A.

DNA barcoding of fish diversity from Batanghari River, Jambi, Indonesia

  • Huria Marnis;Khairul Syahputra;Jadmiko Darmawan;Dwi Febrianti;Evi Tahapari;Sekar Larashati;Bambang Iswanto;Erma Primanita Hayuningtyas Primanita;Mochamad Syaifudin;Arsad Tirta Subangkit
    • Fisheries and Aquatic Sciences
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    • 제27권2호
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    • pp.87-99
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    • 2024
  • Global climate change, followed by an increase in anthropogenic activities in aquatic ecosystems, and species invasions, has resulted in a decline in aquatic organism biodiversity. The Batanghari River, Sumatra's longest river, is polluted by mercury-containing illegal gold mining waste (PETI), industrial pollution, and domestic waste. Several studies have provided evidence suggesting a decline in fish biodiversity within the Batanghari River. However, a comprehensive evaluation of the present status of biodiversity in this river is currently lacking. The species under investigation were identified through various molecular-based identification methods, as well as morphological identification, which involved the use of neighbor-joining (NJ) trees. All collected specimens were initially identified using morphological techniques and subsequently confirmed with molecular barcoding analysis. Morphological and DNA barcoding identification categorized all specimens (1,692) into 36 species, 30 genera and 16 families, representing five orders. A total of 36 DNA barcodes were generated from 30 genera using a 650-bp-long fragment of the mitochondrial cytochrome oxidase subunit I (COI) gene. Based on the Kimura two-parameter model (K2P), The minimum and maximum genetic divergences based on K2P distance were 0.003 and 0.331, respectively, and the average genetic divergence within genera, families, and orders was 0.05, 0.12, 0.16 respectively. In addition, the average interspecific distance was approximately 2.17 times higher than the mean intraspecific distance. Our results showed that the COI barcode enabled accurate fish species identification in the Batanghari River. Furthermore, the present work will establish a comprehensive DNA barcode library for freshwater fishes along Batanghari River and be significantly useful in future efforts to monitor, conserve, and manage fisheries in Indonesia.