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딥 뉴럴 네트워크의 적절한 구조 및 자가-지도 학습 방법에 따른 뇌신호 데이터 표현 기술 분석 및 고찰
고원준(Won-Jun Ko) 한국전자통신학회 2024 한국전자통신학회 논문지 Vol.19 No.1
최근, 의료 데이터 표현 분야에서 딥러닝 방법들이 사실상의 표준으로 자리잡고 있다. 하지만, 딥러닝 기술은 내재적으로 많은 양의 학습 데이터를 필요로 하므로 대규모의 데이터를 확보하기 쉽지 않은 의료 분야에서는 직접적인 적용이 어려운 실정이다. 특히 뇌신호 모달리티의 경우, 변동성이 크기 때문에 여전히 데이터 부족 문제를 가진다. 이에, 최근 연구에서는 뇌신호의 시간-공간-주파수 특징을 적절하게 추출할 수 있는 딥 뉴럴 네트워크 구조를 설계하거나, 혹은 자가-지도 학습 방법을 도입하여 뇌신호의 신경생리학적 특징을 미리 학습하도록 한다. 본 논문에서는, 최근 각광받는 기술인 뇌-컴퓨터 인터페이스 및 피험자 상태 예측 등의 관점에서 소규모 데이터를 다루기 위해 적용되는 방법론에 대한 분석 및 향후 기술 방향성을 제시한다. 먼저 현재 제안되고 있는 뇌신호 표현을 위한 딥 뉴럴 네트워크 구조에 대해 분석한다. 또한 뇌신호의 특성을 잘 학습하기 위한 자가-지도 학습 방법론을 분석한다. 끝으로, 딥러닝 기반 뇌신호 분석을 위한 중요 시사점 및 방향성에 관하여 논한다. Recently, deep learning technology has become those methods as de facto standards in the area of medical data representation. But, deep learning inherently requires a large amount of training data, which poses a challenge for its direct application in the medical field where acquiring large-scale data is not straightforward. Additionally, brain signal modalities also suffer from these problems owing to the high variability. Research has focused on designing deep neural network structures capable of effectively extracting spectro-spatio-temporal characteristics of brain signals, or employing self-supervised learning methods to pre-learn the neurophysiological features of brain signals. This paper analyzes methodologies used to handle small-scale data in emerging fields such as brain-computer interfaces and brain signal-based state prediction, presenting future directions for these technologies. At first, this paper examines deep neural network structures for representing brain signals, then analyzes self-supervised learning methodologies aimed at efficiently learning the characteristics of brain signals. Finally, the paper discusses key insights and future directions for deep learning-based brain signal analysis.
작문 수업에 적용한 과업 기반 지도와 자기 평가에 관한 연구
고원준 ( Won Jun Ko ) 한국중등영어교육학회 2008 중등영어교육 Vol.1 No.1
This study aims at testifying the effects of task-based teaching and self-assessment in the writing class. This research of thirty six high schoolers has been conducted for 16 weeks. For this study, 6 major subjects were chosen: childhood, best and worst, daily routine, job, marriage, and retirement and basedon these themes, instructions were done. Meanwhile, students were given chances to evaluate their own writings about the main 6 themes. Most of all, the point of this research is letting students themselves check how far they have improved in writing through comparing the first writing and the last one. The results suggestas follows: first, after task-based writing classes, proficiency toward listening and speaking was changed somewhat positive and active moderately. Second, regular self-assessment is effective in boosting writing skills generally. After comparing difference between the first writing and the last one, students measured how far their writings were improved: different vocabularies, short and simple sentencesto long and compound sentences, more systematic process of Writing and so on. Through this research, task-based teaching has direct effect on writing performance of students and indirectly on other language skills. But, the bottom line is that regular self-assessment is a key to improve language skills and show new possibility to enhance the classroom instructions.
최영진,박정현,고원준,박재환,남산,박재관,Choi Young-Jin,Park Jeong-Hyun,Ko Won-Jun,Park Jae-Hwan,Nahm Sahn,Park Jae-Gwan 한국재료학회 2004 한국재료학회지 Vol.14 No.10
Herein, we report on the co-firing of a low-K wiring substrate and a middle-K functional substrate in LTCC. Firstly, we researched the sintering behavior and dielectric properties of the low-k wiring substrate comprised by alumina and glass frit with ${\varepsilon}_r$, of $\sim7$ and the middle-k functional substrate comprised by $Ba_{5}Nb_{4}O_{15}$ and glass frit with ${\varepsilon}_r$, of $20\sim30$. The warpage and delamination between the hetero layers of the low-K and the middle-K composition were also studied. In particular, physical matching of the hetero layers could be possible by adjusting of the sintering properties of the composition. We observed that an introduction of the glass frit to the low- and middle-K substrate gives rise to a minimization of an effect given by separation of the hetero layers, and modification of the fraction of the glass frit accompanied by a variation of the composition could control the sintering behavior and its beginning temperature. In the case of co-firing of the L03 as the low-K wiring substrate composition and the M03 as the middle-K functional substrate composition at $875^{\circ}C$, we could fabricate a desirable structure of hetero layers without any kinds of structural defects such as separation, warpage, delamination, pore trap, etc. We suppose that the co-firing techniques described in this study would provide a helpful method to fabricate a LTCC multi-functional for the next generation.
LTCC 내장 캐패시터용 BaTiO<sub>3</sub>계 세라믹스의 저온소결 및 유전특성
박정현,최영진,고원준,박재환,남산,박재관,Park, Jeong-Hyun,Choi, Young-Jin,Ko, Won-Jun,Park, Jae-Hwan,Nahm, Sahn,Park, Jae-Gwan 한국세라믹학회 2005 한국세라믹학회지 Vol.42 No.2
[ $BaTiO_3$ ]계 유전체 모재료에 대하여 $Al_{2}O_{3}$와 CaO 조성이 소량 포함된 lithium-borosilicate계 유리 프릿을 $5\~15wt\%$ 적용함으로써 LTCC용 내장 캐패시터로 적용 가능한 조성을 개발하였다. 이를 위하여 먼저, 화학적으로 안정하고 저온소성효과가 탁월한 유리 프릿 조성물을 설계하고 이를 유전체 모재료에 적용하여 저온소성특성 및 유전특성을 평가하였다. $BaTiO_3$ 세라믹스를 모재료로 하는 경우 유리 프릿을 5wt$\%$ 첨가하였을 때 $925^{\circ}C$에서 $95\%$ 정도의 상대밀도 값을 나타내었으며, 이 경우 유전율 990, 유전손실 $3.1\%$의 유전특성을 나타내었다. $(Ba,Ca)(Ti,Zr)O_3$ 세라믹스를 모재료로 하여 유리프릿을 10 wt$\%$ 첨가한 경우는 $875^{\circ}C$의 소결온도에서 상대밀도가 $95\%$ 이상이며 기공율 $0.5\%$ 이하인 소결특성을 나타내었고, 700 이상의 유전율 및 $2\%$ 내외의 유전손실 값을 가지는 것으로 측정되었다. The compositions for LTCC embedded capacitors based on $BaTiO_3$ ceramics with $5\~15\;wt\%$ of lithium-borosilicate glass frits were studied. After the glass frits, which is chemically stable and has acceptable ability of low-temperature sintering, were added to the host dielectric materials, the sintering behavior and dielectric properties were evaluated. As for $BaTiO_3$, relative density of >$95\%$, permittivity 990, and dielectric loss $3.1\%$ were obtained when sintered at $925^{\circ}C$ with 5 wt$\%$ of glass frits. As for $(Ba,Ca)(Ti,Zr)O_3$ ceramics, relative density of >$95\%$, open porosity <$0.5\%$, permittivity 700, and dielectric loss $2\%$ were obtained when sintered at $875^{\circ}C$ with 10 wt$\%$ of glass frits.
중유전율 LTCC 기판용 $CaZrO_3-CaTiO_3$계 세라믹스의 저온소결 및 유전특성
박정현,최영진,고원준,박재환,박재관,Park Jeong-Hyun,Choi Young-Jin,Ko Won-Jun,Park Jae-Hwan,Park Jae-Gwan 한국마이크로전자및패키징학회 2004 마이크로전자 및 패키징학회지 Vol.11 No.3
[ $CaZrO_3$ ]세라믹스에 대하여 $CaTiO_3$세라믹스의 첨가량 변동에 따른 마이크로파 유전특성을 조사하였다. 또한 중유전율 LTCC 기능성 기판으로 활용하기 위하여 저융점의 유리 프리트를 첨가하여 $CaZrO_3-CaTiO_3$ 세라믹스의 저온 소결 거동과 마이크로파 유전특성을 평가하였다. 저온 소결 조제로 사용된 저응점의 유리 프리트를 $10-20 wt\%$ 범위로 첨가함으로서 $CaZrO_3-CaTiO_3$ 세라믹스의 소결온도를 $1450^{\circ}C$에서 $900^{\circ}C$이하로 낮출 수 있었다. 음의 온도계수를 갖는 $CaZrO_3$ 및 유리프리트에 대하여 양의 온도계수를 갖는 $CaTiO_3$ 세라믹스의 분율을 적정히 제어함으로서 제로의 온도계수를 구현할 수 있었다. $CaZrO_3-CaTiO_3$ 세라믹스에 저온 소결용 유리 프리트를 $15 wt\%$ 첨가하여 $875^{\circ}C$에서 소결한 경우. 유전율(k) 23, 품질계수(Q${\times}$f) 2500, 공진 주파수 온도계수$(T_f) -3 ppm/^{\circ}C$의 매우 양호한 마이크로파 유전특성을 나타내었다. The microwave dielectric properties of $CaZrO_3$ ceramics with addition of $CaTiO_3$ were studied. The effect of glass addition on the low-temperature sintering and microwave dielectric properties of $CaZrO_3-CaTiO_3$ ceramics were also evaluated to develop the materials for functional substrates of low-temperature co-fired ceramics. When $10-20 wt\%$ of lithium borosilicate glass was added, the sintering temperature of the $CaZrO_3-CaTiO_3$ ceramics decreased from $1450^{\circ}C$ to below $900^{\circ}C$. As the $T_f$ of glass frits and $CaZrO_3$ are slightly negative and that of $CaTiO_3$ is significantly positive, zero $T_f$ could be realized by mixing an appropriate amount of $CaTiO_3$ with $CaZrO_3$. The $CaZrO_3-CaTiO_3$ ceramics sintered at $875^{\circ}C$ with $15wt\%$ glass frits showed the relative density of $98\%$, permittivity of 23, quality factor of 2500 GHz, and temperature coefficient of resonant frequency of $ -3 ppm/^{\circ}C$.
만능시험기를 이용한 프리스트레싱 정착구의 슬립량 측정 실험
한진무 ( Han¸ Jin Moo ),고원준 ( Ko¸ Won Jun ),박선규 ( Park¸ Sun Kyu ) 한국구조물진단유지관리공학회 2000 한국구조물진단유지관리공학회 학술발표대회 논문집 Vol.4 No.2
A simple test method for evaluating the slip of 12.4mm diameter prestressing strand is presented. This test which is could be adopted to the field condition, reproduces the slip behavior of prestressing wedge anchorage. This test, conducted at the sungkyunkwan univ. structural test laboratory, compared the prestressing wedge anchorage slip and the slip loss of prestress. It shows that the average slip of wedge anchorage system is 2.87mm and loss of prestress is 4.81 ton respectively. The comparison of experimental value of prestressing loss of wedge slip and numerical value considering elastic theory is also discussed.