Short‑Term Load Forecasting Based on Deep Neural Networks Using LSTM Layer

Bo‑Sung Kwon,Rae‑Jun Park,Kyung‑Bin Song 대한전기학회 2020 Journal of Electrical Engineering & Technology Vol.15 No.4

Short-term load forecasting (STLF) is essential for power system operation. STLF based on deep neural network using LSTM layer is proposed. In order to apply the forecasting method to STLF, the input features are separated into historical and prediction data. Historical data are input to long short-term memory (LSTM) layer to model the relationships between past observed data. The outputs of the LSTM layer are incorporated with outputs of fully-connected layer in which prediction data, for instance weather information for forecasting day, are input. The optimal parameters of the proposed forecasting method are selected following several experiment. The proposed method is expected to contribute to stable power system operation by providing a precise load forecasting.

항암제 AG60이 흰생쥐 위점막 상피세포의 DNA합성에 미치는 영향 : 자기방사법적연구

박경호,안의태,고정식,하상선,한영복,정영신,홍은경,유보림,김상건,이경영,강종구 대한해부학회 1999 Anatomy & Cell Biology Vol.32 No.1

자궁경부암에서 혈관 내피 성장인자 ( VEGF ) 및 VEGF Mrna 의 발현에 대한 연구

이선경(Seon Kyung Lee),김승보(Seung Bo Kim),지성길(Sung Gil Chi),염윤석(Yoon Seok Yum),이주희(Ju Hee Lee) 대한산부인과학회 2002 Obstetrics & Gynecology Science Vol.45 No.1

N/A Objective : Angiogenesis, the formation of blood vessels by sprouting from pre-existing ones, is essential for the growth of solid tumors beyond 2~3mm in diameter and for tumor metastasis. Vascular endothelial growth factor (VEGF), is known as vascular permeability factor(VPF) and mediates vascularization and tumor-induced angiogenesis. This study examined the potential of growth, invasion, and metastasis of uterine cervical carcinomas associated with neovascularization. Methods : From January 1996 to December 1999, at the Department of Obstetrics and Gynecology, Kyung-Hee University Hospital, 37 uterine cervical carcinomas and 7 normal cervical tissues were obtained and the samples were immediately frozen and stored at -70℃. Immunohistochemical staining for VEGF was carried out to study VEGF localization, and the levels of VEGF subtype mRNAs were determined by quantitative RT-PCR in specimens. The relation between VEGF subtypes expression of cervical cancers was analysed. Results : The positive staining for VEGF is seen dominantly in the cytoplasm of the cancer cells, and faintly in interstitial cells. The intensity of staining was stronger in squamous carcinomas than in adenocrcinomas, but there was no significant difference (p>0.05). Quantitative RT-PCR analysis demonstrated significantly increased VEGF121/VEGF165 mRNA expression levels (>0.56/>0.72) in 21 (56.8%) and 15 (40.5%) of 37 cervical carcinomas comparing to control groups (mean: 0.28/0.36). There was no obvious relationship between VEGF121/VEGF165 mRNA expression levels and the clinical parameters examined including age, pathology, differentiation, tumor size, lymphovascular space invasion, LN involvement and invasion depth except clinical stage (p<0.05). Conclusions : The overexpression of VEGF mRNA may be an important contributing factor in cervical carcinomas. There is no significant differenece of VEGF mRNAs levels according to clinical parameters, so it seems that the expression of VEGF is involved in the promotion of angiogenesis on cervical cancer and plays an important role in early invasion.

십이경근(十二經筋)과 근육(筋肉)과의 관계(關係)에 대한 연구

심원보 ( Won Bo Sim ),김용득 ( Yong Deuk Kim ),안영남 ( Young Nam An ),김경식 ( Kyung Sik Kim ),손인철 ( In Chul Sohn ) 대한경락경혈학회 2004 Korean Journal of Acupuncture Vol.20 No.2

The Oriental Medicine is described with so many terms of its own theory causing misunderstand of the concept which is expressed with same term used in modern medicine. Muscular system is also used in the both medicines, the Oriental Medicine and modern medicine. For the purpose of resolving the misunderstand of using the medical terms, we referred to a large number of literature for the muscular system in both medicine. Although there are few references concerning about systematic components in the Oriental Medicine, among the concepts of the Oriental Medicine, there are comparatively many approaches to the Meridian muscular system, a muscular system related with the Meridian, Therefore, there are many similarities and differences in the interrelation between the muscular system which was stated at the time of the concept of the Meridian system was developed and anatomical muscular system in the modern medicine. As a result of survey the references, we found out that anatomical muscular system is limited to visual compartments, whereas the Meridian muscular system is covering not only visual components but also the relation with internal organs. We conclude that there are conceptual differences in the kyung-keun system in the past and anatomical muscular system in the present.

십이경근(十二經筋)과 근육(筋肉)과의 관계(關係)에 대한 연구

심원보,김용득,안영남,김경식,손인철,Sim Won-Bo,Kim Yong-Deuk,An Young-Nam,Kim Kyung-Sik,Sohn In-Chul 경락경혈학회 2003 Korean Journal of Acupuncture Vol.20 No.2

The Oriental Medicine is described with so many terms of its own theory causing misunderstand of the concept which is expressed with same term used in modern medicine. Muscular system is also used in the both medicines, the Oriental Medicine and modern medicine. For the purpose of resolving the misunderstand of using the medical terms, we referred to a large number of literature for the muscular system in both medicine. Although there are few references concerning about systematic components in the Oriental Medicine, among the concepts of the Oriental Medicine, there are comparatively many approaches to the Meridian muscular system, a muscular system related with the Meridian, Therefore, there are many similarities and differences in the interrelation between the muscular system which was stated at the time of the concept of the Meridian system was developed and anatomical muscular system in the modern medicine. As a result of survey the references, we found out that anatomical muscular system is limited to visual compartments, whereas the Meridian muscular system is covering not only visual components but also the relation with internal organs. We conclude that there are conceptual differences in the kyung-keun system in the past and anatomical muscular system in the present.

선행 제왕절개 후의 질식 분만시 성공군과 실패군의 비교연구

최현수(Hyun Soo Choi),이상욱(Sang Wook Yi),오영승(Young Seung Oh),진규섭(Kyu seop Jin),이보연(Bo yon Lee),이선경(Seun Kyung Lee),허주엽(Chu Yeop Huh),김승보(Seung Bo Kim) 대한산부인과학회 1999 Obstetrics & Gynecology Science Vol.42 No.10

제왕 절개의 비율은 최근 까지 지난 20년동안 증가되어 왔으며 이러한 증가는 반복 제왕 절개의 증가와 관련된 것이다. 최근 제왕 절개후 질식 분만에 관한 연구에서는 반복 제왕절개시 올 수 있는 수술 후 합병증, 산모 및 태아의 이환율의 증가 등과 비교해 이 시도가 비교적 안전한 방법으로 등을 보고 하고있는 반면 또한 제왕 절개후 질식 분만시 올 수 있는 자궁 파열과 이로 인한 태아와 산모의 위험성에 관한 보고도 있다. 이에 본원에서는 제왕 절개후 질식 분만을 원해 내원한 산모를 대상으로 성공군과 실패군 사이에 여러 요인을 비교 분석하여 성공에 관여한 인자를 예측하고자 하였다. 연구 대상은 1997년 3월부터 1999년 3월까지 선행 제왕 절개 후 질식 분만을 위해 내원한 환자중 질식 분만 시도시 위험성이 적다고 판단되는 120명의 산모를 대상으로 했으며 성공군과 실패군 사이에 산모의 나이, 제태 연령, 질식 분만한 과거력의 유무, 선행 제왕 절개의 적응증, 초음파로 예측한 태아 몸무게, 신생아 몸무게, 입원시 자궁 경부 상태, Bishop score, CPD index(Cephalopelvic disproportion Index)를 비교 분석 하였다. 120명의 산모중 87명(72.5%)이 성공 하였으며 33명(27.5%)이 실패 하였고 자궁 파열이나 열개와 같은 합병증은 발견되지 않았다. 두 대조군 사이에 산모의 나이(P=0.012), Bishop score(P=0.002), CPD index(P=0.015)에서 의미있는 차이를 보였으며 기타 요인에서는 의미있는 차이를 보이지 않았다. 결론적으로 선행 제절 이후 질식 분만 시도 시에 금기가 아닌 경우 입원시 X선 골반 계측을 통한 CPD index와 Bishop score을 통해 성공 가능성에 대한 예측에 도움을 줄 수 있으며 앞으로 이 요인들과 함께 다른 요인들과의 연관성에 대한 연구를 통해 선행 제왕 절개후 질식 분만 시도시에 올 수 있는 위험성을 줄일 수 있을 것으로 생각된다. 이상과 같은 연구 결과로 또한 추후 성공의 예후 인자로 사용되어 질 수 있고, 앞으로 이 시도의 성공과 관련된 다른 인자와의 연관성을 통한 면밀한 검토가 필요할 것으로 사료된다. Objectives: Vaginal birth or trial of labor after previous cesarean section has become one of the most remarkable changes in obstetric practice. The safety and efficacy of a trial of labor and vaginal birth after previous cesarean are well documented. The purpose of this report is to predict the likelihood of vaginal birth in patients undergoing a trial of labor after previous cesarean delivery using factors known at the time of hospital admission. Method: In this retrospective study, 120 women who attempted vaginal birth at Kyung-Hee University Hospital from March 1997 to March 1999. An attempt to identify possible prognostic factors for success of such a trial was made and we evaluated the variables of significant predictive value and the patients' characteristics in the success group and failure group of women who attempted VBAC. Result: 87 cases(72.5%) in 120 cases succeeded in VBAC and 33 cases(27.5%) failed. In this comparative groups in VBAC, there was significant difference in CPD index(cephalopelvic disproportion index) and Bishop score, but no significant difference in gestational age, the estimated fetal weight by sonography and newborn birth weight. Conclusion: In this study, Bishop score and CPD index and age may be useful and valid predictor of success in VBAC and this information could be particularly valuable. The CPD index may prove most important in determining if a vaginal birth should occur after a cesarean section because it can clearly identify some patients who need a repeat cesarean section.

선행 제왕절개술 후 질식 분만: 성공의 예측인자들

동서연 ( Seo Yun Tong ),김여홍 ( Yeo Hong Kim ),최영준 ( Young Jun Choi ),김소라 ( So Ra Kim ),이보연 ( Bo Yon Lee ),이선경 ( Seon Kyung Lee ),허주엽 ( Chu Yeop Huh ),김승보 ( Seong Bo Kim ) 대한주산의학회 2003 Perinatology Vol.14 No.4

목적: 선행제왕절개 후 질식분만을 시도한 산모들 중 성공군과 실패군을 비교하여 성공을 예측할 수 있는 인자를 알아보고자 하였다. 방법: 1997년 3월부터 2003년 2월까지 경희대학교 의과대학 산부인과에서 선행제왕절개 후 질식분만을 위하여 내원한 환자중 질식분만의 금기가 아닌 경우 위험요소 등에 대하여 충분히 상의한 후 분만을 시도한 382명의 환자를 대상으로 하였다. 대상군의 의무기록을 통하여 분만당시 산모의 나이, 분만력, 제태연령, 신생아 몸무게, 입원시 자궁경부 상태 및 Bishop score, 분만의 진행과정, 결과 및 합병증을 조사하여 성공군과 실패군의 차이를 비교분석 하였다. 결과: 292(76.5%)명이 질식분만에 성공하였다. 여러 인자 중 태아의 몸무게(odds ratio, 0.2 ; 95% confidence interval (CI), 0.1-0.4), 입원시 Bishop score(odds ratio, 1.8 ; 95% CI, 1.5-2.1), 질식분만의 과거력(odds ratio, 3.6 ; 95% CI, 1.1-11.6)이 VBAC의 성공과 관련이 있었다. 또한 선행제왕절개시 적응증이 태위이상인 경우에 성공률이 높은 것으로 나타났다(odds ratio, 3.2 ; 95% CI, 1.2~8.6). 입원시 Bishop score로 VBAC의 성공을 예측할 수 있는 지 알아보기 위하여 receiver-operating characteristic curve 분석을 시행하였고, 5점을 cut-off로 하였을 때 47.4%의 민감도와 87.6%의 특이도를 보였다(AUC, 0.765 ; p<0.05). 결론: 출생체중, 질식분만의 과거력, 입원시 Bishop score가 선행제왕절개 후 질식분만을 고려하는 경우 성공의 예측인자로서 유용하게 사용되어 질 수 있을 것이다. Objective: The purpose of this report is to determine the predictable factors for successful vaginal birth after cesarean (VBAC). Methods: In this study, 382 women who attempted VBAC at Kyung-Hee university hospital were included. The medical records of them were reviewed retrospectively. Informations was collected about demographics, medical history, obstetric history, neonatal birth weight, complications, treatment, and outcome of the index pregnancy. Results: The overall success rate was 76.5% (292 cases). Among variables, neonatal birth weight (odds ratio, 0.2; 95% confidence interval, 0.1-0.4), Bishop score at admission (odds ratio, 1.8; 95% confidence interval, 1.5-2.1 ; p<0.05), and history of vaginal delivery (odds ratio, 3.6 ; 95% confidence interval, 1.1-11.6 ; p<0.05) were significant. The Bishop score showed most significant relationship with successful VBAC. The Bishop score 5 at admission had a sensitivity of 47.4% and a specificity of 87.6% in the prediction of successful VBAC. Malpresentation as indications of previous cesarean delivery showed more tendency to succeed than others. Conclusion: Several factors such as birth weight, Bishop score at admission, and history of vaginal delivery may be used to predict the success of VBAC.

산화동과 산화철을 이용한 색유약

심보경,이병하 明知大學校 産業技術硏究所 2006 産業技術硏究所論文集 Vol.25 No.-

Objectives of this study is no know an effect of coloring oxide such as CuO and Fe₂O₃ in the case of that has definite ratio on the basic components, and the an effect of colorizing agent in the present of SnO₂ and bone ash. On the three kinds of basic glaze(Iime, lime-barium and lime-magnesia glaze) the 1, 2, 3, 4, 5, 6, 7, 10 and 15% CuO and the 1, 3, 5 and 7% Fe₂O₃ were added, respectively, the changed color were detected when colorizing agents(the 1, 3 and 5% of SnO₂ and the 1, 3 and 5% of bone ash) were presented as firing at the 1250℃, oxidation and reduction firing, respectively.

산국의 수량과 유효성분에 대한 NPK의 효과

이경동,양민석,정연규,손보균,조주식,이성태,김필주 한국농화학회 2003 Applied Biological Chemistry (Appl Biol Chem) Vol.46 No.2

본 연구는 3요소(N-PO_2O_5-K_2O)처리가 산국(Chysanthemum boreale M.)의 수량과 유효성분에 미치는 효과를 조사하여 효과적인 재배시스템을 개발하고자하였다. 처리구는 무처리, NPK(250-160-160), NK(250-0-160), PK(0-160-160kg/ha)의 5처리로 설정하여 산국을 재배한 결과, 건물수량은 NPK처리구가 PK처리구에 비하여 4.0배의 증수가 있었으며, 다른 처리구보다 무기이온의 흡수율, 생육 및 수량에서 NPK처리구가 가장 우수하였다. 식용으로 많이 쓰이는 꽃의 주요 아미노산은 proline, glutamic acid과 aspartic acid이였고, 다른 처리구들에 비하여 NPK처리구가 높은 함량을 보였다. 혈압강하효과가 우수한 cumambrin A는 PK처리구에 비하여 NPK처리구가 6.2배의 증수효과가 있었다. NK처리구는 NP처리구보다 cumambrin A의함량을 높이기 위해서는 인산의 시용보다 칼리의 시용이 더 요구되며, 야외포장에서의 인산과 칼리의 적정 시비량의 설정이 필요하다고 판단된다. To establish the fertilization condition to increase the productivity of Chrysanthemum boreale M. with high quality, the effects of three nutrients (N, P, K) on the yields and the effective components were investigated in the pot scale. NPK was applied by chemical fertilizers with N-P_2O_5-K_2O = 250-160-160 kg/ha as a main treatment, and NP (N-P_2O_5 = 250-160 kg/ha), NK (N-KO = 250-160 kg/ha), and PK (PO_2-KO_5 = 160-160 kg/ha) treatments were settled as comparison. Dry yields of C. boreale M. was increased significantly to 4 fold higher by nitrogen. Nitrogen increased apparently plant growth and inorganic nutrient uptake. In the flower, which is most useful and edible part as a herbal medicine, main amino acids were glutamic acid and aspartic acids, and the total content was increased significantly by three elements of application. In addition, the content of cumambrin A, which is known to have the effect of blood-pressure reduction, was increased source to 6.2 times by nitrogen higher than that in PK treatment. Potassium was more effective in biosyndiesis of cumatnbrin A than phosphorus, but the biological pathway was not clear, still.

開放敎育에 關한 硏究 : 프로그램 分析을 中心으로

沈敬輔 서울 敎育大學校 1982 論文集 Vol.15 No.-