http://chineseinput.net/에서 pinyin(병음)방식으로 중국어를 변환할 수 있습니다.
변환된 중국어를 복사하여 사용하시면 됩니다.
머신러닝 기반 음성분석을 통한 체질량지수 분류 예측 - 한국 성인을 중심으로
김준호,박기현,김호석,이시우,김상혁,Kim, Junho,Park, Ki-Hyun,Kim, Ho-Seok,Lee, Siwoo,Kim, Sang-Hyuk 사상체질의학회 2021 사상체질의학회지 Vol.33 No.4
Objectives The purpose of this study was to check whether the classification of the individual's Body Mass Index (BMI) could be predicted by analyzing the voice data constructed at the Korean medicine data center (KDC) using machine learning. Methods In this study, we proposed a convolutional neural network (CNN)-based BMI classification model. The subjects of this study were Korean adults who had completed voice recording and BMI measurement in 2006-2015 among the data established at the Korean Medicine Data Center. Among them, 2,825 data were used for training to build the model, and 566 data were used to assess the performance of the model. As an input feature of CNN, Mel-frequency cepstral coefficient (MFCC) extracted from vowel utterances was used. A model was constructed to predict a total of four groups according to gender and BMI criteria: overweight male, normal male, overweight female, and normal female. Results & Conclusions Performance evaluation was conducted using F1-score and Accuracy. As a result of the prediction for four groups, The average accuracy was 0.6016, and the average F1-score was 0.5922. Although it showed good performance in gender discrimination, it is judged that performance improvement through follow-up studies is necessary for distinguishing BMI within gender. As research on deep learning is active, performance improvement is expected through future research.
김준호,김동현,이상근,홍성경,정석영,Kim, Joon Ho,Kim, Dong Hyawn,Lee, Sang Geun,Hong, Seong Kyeong,Jeong, Sek Young 한국강구조학회 2009 韓國鋼構造學會 論文集 Vol.21 No.3
가스배관이 매설된 지역에서 지면고에 변화가 발생하는 공사 수행시 가스배관의 안정성을 확보하기 위한 위치이동을 수행한다. 본 논문에서는 위치이동에 따른 배관의 구조해석을 위한 모델링 방법의 최적화와 함께 위치이동의 단계별 발생 응력을 실시간으로 예측하기 위한 방법을 제안하였다. 모델링 방법으로는 요소의 종류와 크기, 배관 매설부의 경계조건 처리 방법, 세장비에 의한 기하학적 비선형 특성 등의 영향에 관하여 분석하였으며 정확성을 확보하면서 해석 효율을 높일 수 있는 조건을 구하였다. 배관의 응력 예측을 위해서는 위치이동의 수 단계에 발생하는 배관위치 및 최대응력 정보를 이용하여 인공신경망을 학습시켰으며 학습 후 세부 이동단계별 배관의 위치와 최대응력을 예측할 수 있도록 하였다. 개발된 응력예측시스템은 윈도우 환경의 프로그램으로 개발하였다. If there are some construction works that affect the stability of buried pipelines, the pipelines should be moved to guarantee their safety. In this paper, modeling methods for analyzing the movement of pipelines were sought, and the step-by-step stress estimation method of moving pipelines was developed. Some factors affecting of pipeline response such as the element type, the element size, boundary modeling, and geometric non-linearity were quantitatively investigated. In addition, some conditions in which accuracy and effectiveness can be compromised in the analysis of long pipelines were identified. A neural network was used to estimate the pipeline stress. The inputs to the neural network included step-by-step displacements, and the output was the resulting stress at each movement step. After training the neural network, it can be used to estimate pipeline stresses at some sub-steps that are not included in the training. A Windows-based stress estimation program was developed.
김준호,Kim, Jun-Ho 한국정보통신기술협회 2007 TTA저널 Vol.112 No.-
기술의 발달에 따라 사람들이 컴퓨터나 인터넷에 바라는 것이 내가 시킨 일을 정확히 수행하는 것에서 내가 원하는 것을 수행하는 것으로 변화하고 있다. 이를 위해서는 최근 많이 언급되고 있는 Web 2.0의 시대가 Web 3.0의 시대로 발전하는 것을 의미한다. 우선 Web 2.0과Web 3.0의 개념을 살펴보기로 한다.
단상 스위치드 릴럭턴스 모터에 설치된 영구자석 기동장치의 디텐트 토크
김준호,이승민,Kim, Jun-Ho,Lee, Seung-Min 한국전기전자재료학회 2010 전기전자재료학회논문지 Vol.23 No.5
The single-phase switched reluctance motor(SRM) generates the positive torque in the restricted section. So, it can not started by itself and the torque ripple is heavier than poly-phase. For self-starting and fixing rotating direction, the rotor should be placed at the rising inductance slope when stationary. The parking permanent magnet locates the rotor in the fixed position, which can be started by it-self. It is very simple and cost effective but has some drawbacks. It affects the rotor during the operation, so the characteristics of motor, such as a torque, speed, and ripple are changed to go bad. This paper presents the detent torque of parking magnet starting device through the finite element analysis and experiments. The finite element analysis is performed at incremental rotor positions over one detent torque cycle for any one pole. The prototype, fabricated in the previous research, is used for the experiments. The inductance, instant torque, and detent torque are calculated using the terminal voltage and phase current. Finally, the finite element analysis result and the experiment result are compared for analysis and validity.
김준호,문윤재,이재헌,Kim, Joon-Ho,Moon, Yoon-Jae,Lee, Jae-Heon 한국플랜트학회 2015 플랜트 저널 Vol.11 No.1
This study is about whether the new Project Finance scheme called "Asset Backed Short Term Bond(ABSTB)" with Project Finance Guarantee Cover provided by Korean Exim Bank(KEXIM) is an appropriate and valid financing structure, through close examinations on domestic and overseas IPP case studies. This study clearly indicates that (i) the interest rate of ABSTB with KEXIM's Project Finance Guarantee is relatively more competitive than the interest rate of other ABSTB guaranteed by EPC Companies (ii) the lower credit rated EPC companies make higher ROE(Return on Equity) through this financing structure. Lastly, Korean EPC Companies can secure profitability through this innovative financing scheme which will also lead to winning more power plant Contracts and become globally competitive. 본 연구는 최근 도입된 단기사채를 통해 한국수출입은행의 대외채무보증과 연계하여 자산유동화 구조에 접목한 자산담보부 단기사채의 금리를 추정하고 해외 투자개발형 민자발전사업의 수주 확대를 위한 프로젝트파이낸스의 한 방안으로 이용할 수 있는지에 대한 것이다. 회사채 신용등급 AA-부터 BBB+까지 건설사 자산담보부 단기사채와 비교한 결과, 자산 유동화 구조와 접목한 한국수출입은행의 대외채무보증부 자산담보부 단기사채는 금리 경쟁력이 있고, 프로젝트의 자기자본수익률이 개선됨을 확인할 수 있었다. 특히, 본 금융구조는 회사채 등급이 낮은 시공사에 적용할수록 더 높은 자기자본수익률 확보가 가능함을 알 수 있었다. 이를 통해, 경쟁력 있는 자산담보부 단기사채 금융조건은 수요 창출 및 수익성 확보는 물론 우리기업의 해외 투자개발형 민자발전사업 수주확대에 기여할 것으로 기대된다.