fnctId=prof,fnctNo=236 나명환(Myung Hwan Na) 직위(직급) 교수 연구실 자연과학대학1호관 204 교수전공 및 연구분야 인공지능 빅데이터 분석 연락처 (062)530-3447 이메일 nmh@chonnam.ac.kr 홈페이지 - 학력 / 경력 서울대학교 수학교육학과 (1990) 서울대학교 통계학과 대학원 (1993. 이학석사) 서울대학교 통계학과 대학원 (1998. 이학박사) Univ. of Pittsburgh Dept. of Statistics Post-doc/연구 (1999.3 - 2000.1) 조선대학교 BK21지역대학육성사업단 계약교수/연구 (2000.2 - 2002.2) 서울대학교 복잡계통계연구센터 Post-doc/연구 (2002.3 -2003.2 ) 전남대학교 통계학과 교수 (2003.2 - 현재) 연구분야 Reliability Theory Statistical Quality Control Big data Analysis 인공지능의학 연구 스마트팩토리 및 스마트팜 연구 논문 & 책 강진호, 강수람, LIU ZHUOLIN, 나명환, (2024), 노지 채소 경작에서 최적의 재배전략과 생구무게의 예측, 스마트미디어저널, 13, 12, 45-55. 김민지, 강수람, 나명환, (2024), 통계적 회귀모형 및 머신러닝 모형들을 이용한 젖소의 우유 생산량 예측, Journal of The Korean Data Analysis Society, 26, 6, 1855-1867. 강진호, LIU ZHUOLIN, 나명환, (2024), 함수열 회귀모형과 딥러닝 알고리즘을 이용한 노지채소의 수확량 예측, Journal of The Korean Data Analysis Society, 26, 6, 1751-1764. 강소라, 이혜림, 나명환, (2024), 시설 오이 재배를 위한 핵심 요인 분석과 수확량 예측 모델 개발, 품질경영학회지, 52, 4, 767-784. Myung Hwan Na, In Seop Na, (2024), Detection and Classification of Wilting in Soybean Crop using Cutting-edge Deep Learning Techniques, Legume Research, 47, 10, 1723-1729. Myung Hwan Na, In Seop Na, (2024), AI-Powered Predictive Modelling of Legume Crop Yields in a Changing Climate, Legume Research, 47, 8, 1390-1395. Dahyun Kim, Wanhyun Cho, Inseop Na, Myung Hwan Na, (2024), Prediction of Live Bulb Weight for Field Vegetables Using Functional Regression Models and Machine Learning Methods, AGRICULTURE-BASEL, 14, 5, 754-1~754-20. Myung Hwan Na, Wan Hyun Cho, Sang Kyoon Kim, In Seop Na, (2023), The Development of a Weight Prediction System for Pigs Using Raspberry Pi, AGRICULTURE-BASEL, 13, 10, 2027(1)-2027(12). Myung Hwan Na, Wanhyun Cho, Sora Kang, Inseop Na, (2023), Comparative Analysis of Statistical Regression Models for Prediction of Live Weight of Korean Cattle during Growth, AGRICULTURE-BASEL, 13, 10, 1895(1)-1895(15). Jihun Kim, Il Do Ha, Sookhee Kwon, Ikhoon Jang, Myung Hwan Na, (2023), A Smart Farm DNN Survival Model Considering Tomato Farm Effect, Agriculture-Basel, 13, 9, 1782-1~1782-14. 김다현, 나명환, (2023), Video Vision Transformer를 이용한 벼의 수확량 예측과 Self-attention 시각화, Journal of The Korean Data Analysis Society, 25, 4, 1249-1259. 강소라, 조경철, 나명환, (2023), 기상 및 토양환경 정보를 이용한 노지 채소의 토양수분 변화 및 예측 모델 개발, Journal of The Korean Data Analysis Society, 25, 4, 1311-1324. Woosung Kim, Seonghyeon Kim, Myung Hwan Na, Yongdai Kim, (2022), A modified least angle regression algorithm for interaction selection with heredity, Statistical Analysis and Data Mining, 15, 5, 630-647. 노유경, 나명환, 김무섭, (2022), 미관측지점 일사량 베타회귀모형 구축 연구, 한국데이터정보과학회지, 33, 4, 577-588. Sandya De Alwis, Ziwei Hou, Yishuo Zhang, Myung Hwan Na, Bahadorreza Ofoghi, Atul Sajjanhar, (2022), A survey on smart farming data, applications and techniques, COMPUTERS IN INDUSTRY, 138, 0, 1-14. Myung Hwan Na, Wan Hyun Cho, Sang Kyoon Kim, In Seop Na, (2022), Automatic Weight Prediction System for Korean Cattle Using Bayesian Ridge Algorithm on RGB-D Image, Electronics, 11, 10, 1663(1)-1663(21). Kaimeng Zhang, Chi Tim Ng, Yong Man Kwon, Myung Hwan Na, (2022), New concepts of principal component analysis based on maximum separation of clusters, COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 51, 5, 2429-2439. Ji-Eun Lee, Myung Hwan Na, Sung Kyeom Kim, (2022), "Evaluation of Growth Parameters, Physiological Responses, and Yield during Forcing Cultivation of Cucumbers in On-farm Trials", Horticultural Science & Technology, 40, 2, 219-232. ...(중략)... Yong Man Kwon, Richard Wilson, Myung Hwan Na, (2010), “Optimal Burn in with Random Minimal Repair Cost”, Journal of the Korean Statistical Society, 245-249. 나명환, 권용만, (2010), 파라미터 설계에서 신호대 잡음비 사용없이 신경망을 이용한 최적화 방안, 한국데이터정보과학회지, 21, 2, 211-218. 나명환, 권용만, (2009), 파라미터 설계에서 신경망을 이용한 최적화 방안, 한국데이터정보과학회지, 20, 5, 829-835. 김희수, 배용채, 김희정, 나명환, 2009, 여러가지 확률분포를 이용한 발전기 고정자 권선의 흡습 시험에 관한 연구, 응용통계연구, 22, 5, 961-969. Cha, J.H. and Na, M. H. (2009), Accelerated Burn-In Procedures and System Maintenance Policies, Communications in Statistics?Theory and Methods, 38 719-733, 2009 Chee Youn Roh, Heejeong Kim, Myung Hwan Na, (2008), Accelerated Lifetime Data Analysis Using Quantile Regression, The Korean Journal of Applied Statistics, 21, 4, 1-8. Myung Hwan Na, et al (2006), Bayesian Approach to Mean Time Between Failure Using the Modulated Power Law Process, Journal of the Korean Society for Industrial and Applied Mathematics, 10, 2, pp. 41-48. Myung Hwan Na, et al (2006), Bayesian Procedure for the Multiple Test of Fraction Nonconforming, Journal of the Korean Society for Quality Management, 34, 1, pp. 73-77. Myung Hwan Na, et al (2005), Optimal Age Burn-in and Maintenance Policy, Journal of the Korean Society for Industrial and Applied Mathematics IT Series, 9, 2, pp. 41-48. Myung Hwan Na, Ji Hwan Cha, Yong Sook Son (2005), Recent Advances in Burn-in, The Korean Communication in Statistics, 12, 1, pp. 1-9. Myung Hwan Na, (2005), Testing whether failure rate changes its trend with unknown change points, Journal of Statistical Planning and Inference, 129, 1, pp. 317-325. Myung Hwan Na, et al, (2005), Solutions of integral equations related to SPRT for erlang distribution, The Korean Journal of Applied Statistics, 18, 1, 57-66. Myung Hwan Na and Sangyol Lee (2003), Burn-in When Repair Costs Vary with Time, Journal of the Korean Society for Quality Management, 31, 1, pp. 142-147. Myung Hwan Na (2002), On Optimal Burn-in and Maintenance Policy Korean Communication in Statistics, 9, 3, pp. 865-870. 정해성, 나명환, 방한서(2001), "A Test For Trend Change in Failure Rate", 품질경영학회지, 29, 1, pp. 41-46. Hai Sung Jeong, Myung Hwan Na, and Jae Joo Kim, (2000), "Testing Whether Failure Rate Changes its Trend Using Censored Data", International Journal of Reliability and Application, Vol. 1, No 2, pp. 115-121. Jae Joo Kim, Hai Sung Jeong and Myung Hwan Na (2000), "A Test For Trend Change in Failure Rate Using Censored Data", The Asian Journal on Quality, Vol. 1, No 1, pp. 58-63. Myung Hwan Na and Jae Joo Kim, (2000), "A Family of Tests for Trend Change in Mean Residual Life Using Censored Data”, International Journal of Reliability and Application, Vol. 1, No 1, pp. 39-47. 나명환, 김재주(2000), "A Family of Tests for Trend Change in Mean Residual Life with Known Change Point" 한국통계학회논문집, 7권, 3호, pp. 789-798. Hai Sung Jeong, Myung Hwan Na, (2000), "Parametric Estimation of a Renewal Function", International Journal of Reliability and Application, Vol. 1, No 1, pp. 81-87. Myung Hwan Na and Jae Joo Kim, (1999), "On Inference for Mean Residual Life", Communication in Statistics-Theory and Methods, 28, 12, 2917-2933. 나명환(1999), "Spline Hazard Rate Estimation Using Censored Data", 한국산업정보응용수학회지, 3, 2, 103-110. 이현우, 강기훈, 나명환, 김재주(1999), "The Variance of an MLE of the Intensity Function of Repairable System”, 응용통계연구, 12권, 2호, pp. 563-572. 나명환, 김재주, 이강현(1999), "Nonparametric Reliability Estimation In Strength-Stress Model: B-Spline Approach”, 품질경영학회지, 27, 3, 152-162. 나명환, 이현우(1999), "Nonparametric Estimation of Reliability In Time Dependent Strength-Stress Model”, 한국데이터정보과학회지, 10, 1, 111-118. 이현우, 나명환(1999), "A New Test for Trend Change in Mean Residual Life Using Censored Data" 한국데이터정보과학회지, 10, 1, 57-65. 나명환, 김재주, 박성현(1999), "Smooth Nonparametric Estimation of Mean Residual Life”, 품질경영학회지, 27, 1, pp. 91-100. 나명환, 이현우, 김재주, (1998),"A Study on the Test for Trend Change in Mean Residual Life", 품질경영학회지, 26, 4, pp. 101-110. 정해성, 김지훈, 나명환(1997), "Nonparametric Estimation of Renewal Function”, 품질경영학회지, 25, 4, pp. 99-105. 나명환, 이현우, 김재주(1997), "A Smooth Estimation of Failure Rate Function", 품질경영학회지, 25, 3, pp. 51-61. 김재주, 나명환, 김지훈, 정해성, 이소연(1994),"Nonparametric Estimation of Reliability in Strength-Stress Model for the censored Data”, 품질경영학회, 22, 3, pp. 99-110.