• 제목/요약/키워드: technology-based education

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공무원 직무 전문교육 만족도 예측을 위한 딥러닝 기반 회귀 모델 설계 (A Deep Learning-based Regression Model for Predicting Government Officer Education Satisfaction)

  • 오수민;윤성연;박민서
    • 문화기술의 융합
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    • 제10권5호
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    • pp.667-671
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    • 2024
  • 공직자로서의 바람직한 가치관 확립과 공직의 전문성 향상을 위해 공무원의 직무 전문교육이 강조되고 있다. 만족도 높은 맞춤형 직무교육을 제공하기 위해 만족도에 영향을 미치는 요인을 분석한 연구들이 제안되고 있으나, 교육 내용을 활용하여 만족도를 예측한 연구는 부족한 실정이다. 따라서 본 연구는 교육 내용을 함께 고려해 공무원 직무 전문교육 만족도를 예측하는 딥러닝(Deep Learning) 모델을 제안한다. 제안 방법은 공무원 전문 교육과정 정보데이터를 활용한다. 우선 문자형으로 수집된 변수인 교육 대상, 교육 구분, 교육 형태를 원-핫 인코딩(One-hot Encoding)으로 카테고리화(Categorized)한다. 교육을 통해 학습할 수 있는 내용이 문자형으로 저장된 교육 내용을 TF-IDF(Term Frequency-Inverse Document Frequency)으로 수치화한다. 이를 딥러닝 기반의 회귀 모델로 학습하고, 10-겹 교차 검증(10-Fold Cross Validation)으로 모델의 성능을 검증한다. 본 연구의 제안 모델은 테스트 데이터에서 99.87%의 높은 예측 정확도를 보인다. 향후 본 연구를 고려한 맞춤형 교육 추천은 교육 대상에 최적화된 교육을 제공 및 개선하는 데에 도움이 될 것으로 기대한다.

블록형 프로그래밍 언어 기반 인공지능 교육이 학습자의 인공지능 기술 태도에 미치는 영향 분석 (An Analysis of the Influence of Block-type Programming Language-Based Artificial Intelligence Education on the Learner's Attitude in Artificial Intelligence)

  • 이영호
    • 정보교육학회논문지
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    • 제23권2호
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    • pp.189-196
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    • 2019
  • 인공지능이 우리 생활의 다양한 곳에 사용되기 시작하였으며, 최근 그 영역 또한 점차 확대되고 있다. 하지만 인공지능에 대한 교육이 초등학생을 대상으로 이루어지고 있지 않기 때문에 학생들이 인공지능 기술에 대해 어렵게 인식하는 경향이 있다. 이에 본 논문에서는 교육용 프로그래밍 언어와 인공지능 교육 방법을 고찰하고, 인공지능에 대한 교육을 실시함으로써 학생들의 인공지능 기술에 대한 태도의 변화를 살펴보았다. 이를 위해 학생들의 수준에 적절한 블록형 프로그래밍 언어 기반 인공지능 기술에 대한 교육을 실시하였다. 그리고 학생들의 인공지능 기술에 대한 태도를 단일집단 사전사후 검사를 통해 태도의 변화를 살펴보았다. 그 결과 인공지능에 대한 흥미, 인공지능 기술에 대한 접근 가능성, 학교에서 인공지능 기술에 대한 교육의 필요성에 있어 유의미한 향상을 가져왔다.

국내 전자산업과 자동차산업에서의 혁신성과 결정요인에 관한 연구 (A Study on the Determinants of Innovation Performance in Electronics and Automobile Industry)

  • 김태윤;이윤지;이문수
    • 산업경영시스템학회지
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    • 제37권4호
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    • pp.218-230
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    • 2014
  • To achieve a sustainable competitive advantage, firm is required innovative activities and competences. However, Small and Medium sized Enterprises (SMEs) is hard to achieve a superior performance because they possess low competences. So, this paper identify determinants of innovation performance by firm size in motor and electronics industry based on a resource-based view. This paper analyzes the effects of innovation activities and competence on innovation performance by using firm-level data provided by Korea Innovation Survey (KIS). The empirical evidence presented shows that there are differences of determinants on innovation performance by industry and firm size.

융합기반의 대학원 기술창업 교육모델 개발에 대한 탐색적 연구 (The Exploratory Study on Development of Interdisciplinary Technology Entrepreneurship Education Model)

  • 최종인;변영조
    • 벤처창업연구
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    • 제8권2호
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    • pp.119-128
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    • 2013
  • 기존의 창업교육은 창업단계에 따라 창업을 위한 교과목 선정과 커리큘럼 중심의 연구를 수행하여 왔다. 하지만 창업교육을 시행함에 있어 국내 창업교육은 이론중심으로 진행되며, 현실기반의 내용이 부족하다. 기술, 경영, 법률 등은 창업에 필수적인 요소들로서 이들을 통합하여 교육할 수 있는 학제적 접근방법이 부족한 현실이다. 본 연구는 이러한 창업교육의 한계를 외국의 창업프로그램 사례(TI:GER)를 통하여 국내 환경에 적용하여 대학원 수준의 학제적 프로그램 설계를 제언하여 해결방안을 모색하는데 있다. 창업대학원, 법학전문대학원, 공대 및 자연대 대학원간 개별 대학원의 전공특성을 융합하여 HUMANE 이라는 하나의 프로그램으로 구성하여 운영, 이러한 학제적인 프로그램을 운영하여 새로운 방식의 창업교육 모델을 제시해보고자 한다.

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Crystal Structure and Tautomerism Study of the Mono-protonated Metformin Salt

  • Wei, Xiaodan;Fan, Yuhua;Bi, Caifeng;Yan, Xingchen;Zhang, Xia;Li, Xin
    • Bulletin of the Korean Chemical Society
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    • 제35권12호
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    • pp.3495-3501
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    • 2014
  • A novel crystal, the mono-protonated metformin acetate (1), was obtained and characterized by elemental analysis, IR spectroscopy and X-ray crystallography. It was found that one of the imino group in the metformin cation was protonated along with the proton transfer from the secondary amino group to the other imino group. Its crystal structure was then compared with the previously reported diprotonated metformin oxalate (2). The difference between them is that the mono-protonated metformin cations can be linked by hydrogen bonding to form dimers while the diprotonated metformin cations cannot. Both of them are stabilized by intermolecular hydrogen bonds to assemble a 3-D supermolecular structure. The four potential tautomer of the mono-protonated metformin cation (tautomers 1a, 1b, 1c and 1d) were optimized and their single point energies were calculated by Density Functional Theory (DFT) B3LYP method based on the Polarized Continuum Model (PCM) in water, which shows that the most likely existed tautomer in human cells is the same in the crystal structure. Based on the optimized structure, their Wiberg bond orders, Natural Population Analysis (NPA) atomic charges, molecular electrostatic potential (MEP) maps were calculated to analyze their electronic structures, which were then compared with the corresponding values of the diprotonated metformin cation (cation 2) and the neutral metformin (compound 3). Finally, the possible tautomeric mechanism of the mono-protonated metformin cation was discussed based on the observed phenomena.

Numerical simulation on gas continuous emission from face during roadway excavation

  • Chen, Liang;Wang, Enyuan;Feng, Junjun;Li, Xuelong;Kong, Xiangguo;Zhang, Zhibo
    • Geomechanics and Engineering
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    • 제10권3호
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    • pp.297-314
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    • 2016
  • With the mining depth continuously increasing, gas emission behaviors become more and more complex. Gas emission is an important basis for choosing the method of gas drainage, gas controlling. Thus, the accurate prediction of gas emission is of great significance for coal mine. In this work, based on the sources of gas emission from the heading faces and the fluid-solid coupling process, we established a gas continuous dynamic emission model, numerically simulated and applied it to the engineering. The result was roughly consistent with the actual situation and shows the model is correct. We proposed the measures of reducing the excavation distance and borehole gas drainage based on the model. The measures were applied and the result shows the overproof problem of gas emission disappears. The model considered the influence factors of gas emission wholly, and has a wide applicability, promotional value. The research is of great significance for the controlling of gas disaster, gas drainage and pre-warning coal and gas outbursts based on gas emission anomaly at the heading face.

공간디자인 분야에서 디지털 기술기반 연계교육 시스템에 대한 기초연구 -센서 인터페이스 기술과 제 3의 공간을 중심으로- (A Basic Study of the Interdisciplinary Education System Based on Digital Technology in Spatial Design -Focused on Sensor Interface Technology and The Third Place-)

  • 천세근
    • 한국콘텐츠학회논문지
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    • 제6권8호
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    • pp.114-123
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    • 2006
  • 유비쿼터스적 디지털 기술에 의한 제 3의 공간의 실용적 가치가 급속도로 상승하고 있는 현실에서, 시대적 변화에 부응하는 선도적 공간디자이너를 양성하기 위하여 디지털 융합기술 영역과의 교류를 기반으로 한 '학제간 연계 교육'이 필수적인 상황이다. 이에 본 연구에서는 새로운 통합적 공간연출에 대한 고찰과 해외사례분석을 통해, 기술적 측면에서의 감성공간구현을 위한 Interdisciplinary Teaching Form으로서 디지털 상호작용 기술, 디지털 통합 기술, 디지털 창작 기술의 3가지 교육영역을 정하고, 시범적으로 교육현장 적용 과정을 거침으로써, 이상적이고 미래지향적인 공간디자인 교육의 기초적 형태와 그 차별화 된 결과물을 제시하였다.

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웹기반 교육 프로그램의 개발과 프로그램 운영에 따른 효과 고찰 (A Case Study on the Development and Evaluation of an Web-based Learning Program)

  • 이영미;장정옥;오유진
    • Journal of Nutrition and Health
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    • 제35권8호
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    • pp.886-895
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    • 2002
  • Introduction and application of virtual education has been rapidly increased in these days. A variation of information communication technology has an effect on education in interconnect with network as internet in the world that exceed the limit of time and regional. Computer and network communication technology through the medium of internet make an entrance cyber education as a new education paradigm. It must be affective on learner who have various educational characteristics and requirements. It begins to appear quality, quantity improvements of knowledge and the development of information technology that web based cyber education. This study was conducted to develop the web based education program and to evaluate the effectiveness of learning satisfaction and accomplishment and to compare the cyber lecture system with the traditional lecture system During the second semester of 2001, this study was investigated 317 registered students in a "Food and Culture" class at Kyungwon University. The data were obtained from pre and post-study with self-administered questionnaire. The evaluation and satisfaction score of students who were registered in cyberclass was negative tendency to compare pre with post-test scores, because of insuffciency of computer-aided lecture system. The major problem was inconvenient in checking system for connecting times in cyberclass which was one of evaluation point in final score. Another problem was frequently disconnection during cyber studying and not to concentrate each time in the cyber lecture because of eye fatigue, boring due to less interesting contents than other newly developed web-site. The students was prefer to mix type of the cyber and traditional lecture type class. The result of final score an each class, the score of cyber class (71.36 $\pm$ 22.44) was significantly lower than other groups (mixed type : 76.66 $\pm$ 19.99, traditional type :79.17 $\pm$ 15.72) (p < 0.05). Cyber class was attempted to present a useful and interesting teaching and learning tool which can be applied successfully in a longer term. The result suggest that various teaching and learning strategies should be developed considering the fact that the student learn alone most in time.t in time.

A Fiber Optic Sensor for Determination of 2,4-Dichlorophenol Based on Oxygen Oxidation Catalyzed by Iron(III) Tetrasulfophthalocyanine

  • Tong, Yilin;Li, Dapeng;Huang, Jun;Zhang, Cong;Li, Kun;Ding, Liyun
    • Bulletin of the Korean Chemical Society
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    • 제34권11호
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    • pp.3307-3311
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    • 2013
  • A new fiber optical sensor was developed for the determination of 2,4-dichlorophenol (DCP). The sensor was based on DCP oxidation by oxygen with the catalysis of iron(III) tetrasulfophthalocyanine (Fe(III)PcTs). The optical oxygen sensing film with $Ru(bpy)_3Cl_2$ as the fluorescence indicator was used to determine the consumption of oxygen in solution. A lock-in amplifier was used for detecting the lifetime of the oxygen sensing film by measuring the phase delay change of the sensor head. The different variables affecting the sensor performance were evaluated and optimized. Under the optimal conditions (i.e. pH 6.0, $25^{\circ}C$, Fe(III)PcTs concentration of 0.62 mg/mL), the linear detection range and response time of the sensor are $1.0{\times}10^{-6}-9.0{\times}10^{-6}$ mol/L and 250 s, respectively. The sensor displays high selectivity, good repeatability and stability, and can be used as an effective tool in analyzing DCP concentration in practical samples.

Microwave Signal Spectrum Broadening System Based on Time Compression

  • Kong, Menglong;Tan, Zhongwei;Niu, Hui;Li, Hongbo;Gao, Hongpei
    • Current Optics and Photonics
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    • 제4권4호
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    • pp.310-316
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    • 2020
  • We propose and experimentally demonstrate an all-optical radio frequency (RF) spectrum broadening system based on time compression. By utilizing the procedure of dispersion compensation values, the frequency domain is broadened by compressing the linear chirp optical pulse which has been multiplexed by the radio frequency. A detailed mathematical description elucidates that the time compression is a very preferred scheme for spectrum broadening. We also report experimental results to prove this method, magnification factor at 2.7, 8 and 11 have been tested with different dispersion values of fiber, the experimental results agree well with the theoretical results. The proposed system is flexible and the magnification factor is determined by the dispersion values, the proposed scheme is a linear system. In addition, the influence of key parameters, for instance optical bandwidth and the sideband suppression ratio (SSR), are discussed. Magnification factor 11 of the proposed system is demonstrated.