임베디드 디바이스에 적용 가능한 부분학습 기반의 실시간 손글씨 인식기

김영주,김태호,Kim, Young-Joo,Kim, Taeho 한국정보통신학회 2020 한국정보통신학회논문지 Vol.24 No.5

딥러닝 기술은 실세계의 객체를 분류하거나 인식하기 위해서 사용된다. 이를 위해서 준비된 많은 데이터를 고성능 컴퓨터에서 학습한 후에, 그 학습모델을 인식기에 탑재하여 각종 객체들을 인식한다. 이러한 인식기는 다양한 환경에서 사용되면서 인식하지 못하는 객체들이나 인식률이 낮은 객체들이 발생할 수 있다. 이런 문제를 해결하기 위해서 실세계 객체들을 주기적으로 학습하여 인식률을 높인다. 하지만, 즉각적인 인식률 향상이 어려울 뿐만 아니라, 임베디드 디바이스 등에 탑재되어 있는 인식기에서 학습하는 것이 쉽지 않다. 따라서, 본 논문에서는 임베디드 디바이스에 적용 가능한 부분 학습 기반의 실시간 손글씨 인식기를 제안한다. 제안된 인식기는 사용자 요청 시마다 임베디드 디바이스에서 부분 학습을 할 수 있는 환경을 제공하고, 실시간으로 인식기의 학습모델이 갱신된다. 이로 인해서 인식기의 지능이 지속적으로 향상됨으로 최초에 인식하지 못했던 손글씨에 대해 인식이 가능해진다. 이렇게 제안된 인식기는 RK3399 임베디드 디바이스에서 22개의 숫자와 글자에 대해서 학습과 추론이 가능하다는 것을 실험을 통하여 사람 손으로 쓴 은행 계좌명과 계좌번호를 인식할 수 있는 개인화된 지능을 가진 스마트 기기에 활용 가능할 것으로 기대된다. Deep learning is widely utilized to classify or recognize objects of real-world. An abundance of data is trained on high-performance computers and a trained model is generated, and then the model is loaded in an inferencer. The inferencer is used in various environments, so that it may cause unrecognized objects or low-accuracy objects. To solve this problem, real-world objects are collected and they are trained periodically. However, not only is it difficult to immediately improve the recognition rate, but is not easy to learn an inferencer on embedded devices. We propose a real-time handwriting recognizer based on partial learning on embedded devices. The recognizer provides a training environment which partially learn on embedded devices at every user request, and its trained model is updated in real time. As this can improve intelligence of the recognizer automatically, recognition rate of unrecognized handwriting increases. We experimentally prove that learning and reasoning are possible for 22 numbers and letters on RK3399 devices.

양악전돌증 환자에서 하악 6전치 후방 이동 시 치료 방법에 따른 하악 경조직과 연조직의 변화: 하악 전방분절골절단술과 발치 교정 치료

김영주,김경아,유용재,유경선,유정민,오주영,김수정,김성훈,이백수,Kim, Young-Joo,Kim, Kyung-A,Yu, Yong-Jae,Ryu, Kyung-Sun,Ryu, Jeong-Min,Ohe, Joo-Young,Kim, Su-Jung,Kim, Seoung-Hun,Lee, Baek-Soo 대한악안면성형재건외과학회 2012 Maxillofacial Plastic Reconstructive Surgery Vol.34 No.4

Purpose: The purpose of the study is to evaluate the effectiveness of anterior segmental osteotomy (ASO) in bimaxillary protrusion (BP) patients by comparison between the mandibular soft and hard tissue changes from orthodontic treatment and ASO. Methods: All 44 patients were diagnosed with BP in Kyung-Hee Medical Center. Orthodontic treatment with teeth extractions were underwent by 23 patients (Group A) and 21 patients underwent ASO (Group B). Mandibular soft and hard tissue changes were measured and evaluated, which were based on the vertical and horizontal reference line in lateral cephalometric radiographs. Statistical significance between the changes and correlation between each measurement were analyzed. Results: The amount of B point movement was lesser than that of the lower incisal tip (LIT) retraction, and LIT was tilted lingually in group A. The posterior movement discrepancy between LIT and B point was insignificant, and the inclination of lower incisor was not changed in group B. The soft tissues, including the lower lip, showed a posterior movement and reduction in the depth of mento-labial groove. According to the correlation analysis, the movement of the lower incisor was significantly related to the movement of the lower lip in group A, and the movement of the lower incisor was significantly related to that of the movement of lower lip, B point and Pog in group B. Conclusion: The orthodontic treatment in BP patients results in posterior tilting movement of the lower incisor, but ASO results in the bodily movement of the lower incisor. Consequently, ASO is more effective in BP cases because it ensures the controlled movement of the lower incisors.

영구임대주택 입주자의 관리비 및 임대료 체납 실태와 의식

김영주,김영태,Kim,, Young-Joo,Kim, Young-Tae 한국주거학회 2007 한국주거학회 논문집 Vol.18 No.5

Permanent rental housing, the construction of which was strongly financed by the central government, is regarded as a social housing for those who fall within the lowest income bracket. Differing from "public rental housing", offered to tenants for sale after a five year rental period, this type of housing is intended for rental use on a long-tenn basis. At present, about 190,000 permanent rental housing units exist in Korea. According to a statistics, 15.6% of its residents did not pay their management fee and rental payment in 4 or more months in 2005, which places stress on the housing management. Based on the "eviction condition" stipulated in the tenancy agreement for permanent rental housing, a householder owning assets or a vehicle which is not used as his means of living, who is overdue with his management fee and rental payment for a long time, may be evicted from the house. However, there are many conflicts and problems between administrators/housing managers and residents in the process of enforcing this regulation. The purpose of this study is to explore the key issues associated with the present situation and the reasons why so many management fee and rental payment for permanent rental housing are overdue. For the purpose of research, data were collected from 10,990 permanent rental housing residents nationwide via a questionnaire survey in February 2007. One third of the respondents had an experience of more than 2 months overdue since they have moved in current residence. For further analysis, the respondents were divided into three groups, based on their working ability. The major finding showed that the group of respondents who have working ability required a more practical plan, such as employment, to have a sustainable life, while the other group of no labor force indicated a need for more housing allowance from the government. To suggest more specific alternatives for the subject of housing payment overdue, further comparison study should be performed between the residents of permanent rental housing and other low income tenants in private housing sector.

토끼 복부 내벽으로부터 분리된 경락으로 믿어지는 관조직

손준형 ( Joon Hyung Sohn ),윤진하 ( Jin-ha Yoon ),김영주 ( Young Joo Kim ),김민경 ( Min Kyung Kim ),김지화 ( Ji Hwa Kim ),권오현 ( Ohyun Kwon ),김현원 ( Hyun-won Kim ) 대한미용학회 2016 대한미용학회지 Vol.12 No.4

Investigation of meridian line and acupoints as anatomical entities should be very important, as acupuncture and meridian massage for medical purpose in the hospital or for skin care in beauty shop are each based on the traditional meridian theory. We isolated tubular structures under the skin of rabbits where the traditional meridian lines are located. The characteristics of these tubular structures isolated from the abdominal wall matches those of Bonghan tubes and Bonghan tubules found by Bong Han Kim. The Bonghan theory established by Bong Han Kim suggests that meridian lines consist of Bonghan tubes and Bonghan tubules. We could observe the presence of large cells inside the Bonghan tubule and the presence of small granules referred to as Sanal in Bonghan theory inside the striae consisting of the Bonghan tubules. Present research suggests that there exist a third unique tubular structure where Sanals flow other than Bonghan tube and Bonghan tubules.

우유와 유제품의 소비자 기호도와 소비빈도에 관한 조사연구

김영주,조광호 ( Young Joo Kim,Kwang Ho Cho ) 한국농업경제학회 1989 農業經濟硏究 Vol.30 No.1

시판 유구르트에서 분리한 유산균이 점도에 미치는 배양조건

김영주,황인호 ( Young Joo Kim,In Ho Hwang ) 한국낙농학회 1996 韓國酪農學會誌 Vol.18 No.1

금속친화 크로마토그래피를 이용한 단백질분리의 특성연구

김영주,김승재,Steven M . Cramer ( Young Joo Kim,Seung Jai Kim,Steven M . Cramer ) 한국화학공학회 1995 화학공학의이론과응용 Vol.1 No.2

분유에 오염된 Cronobacter sakazakii 검출을 위한 중합효소연쇄반응, 실시간중합효소연쇄반응, 등온검출법의 비교

김영주,서승우,왕효우,서동주,이민화,손나리,이복희,최창순,Kim, Young-Joo,Seo, Sheungwoo,Wang, Xiaoyu,Seo, Dong Joo,Lee, Min Hwa,Son, Na Ry,Lee, Bog-Hieu,Choi, Changsun 한국축산식품학회 2013 한국축산식품학회지 Vol.33 No.5

Loop-mediated isothermal amplification (LAMP) is an emerging detection technology for the amplification of DNA under isothermal conditions. The aim of this study was to develop a rapid and reliable LAMP technique for the detection of Cronobacter sakazakii in milk powder. In order to enhance the sensitivity and specificity, LAMP primers targeting outer membrane protein A (ompA) gene of C. sakazakii were designed using Explorer V4 software. Thirty seven C. sakazakii strains and 13 pathogenic microorganisms were used for comparative detection of C. sakazakii using polymerase chain reaction (PCR), real-time PCR, and LAMP. LAMP developed in this study could specifically detect C. sakazakii strains without cross-reactivity with other foodborne pathogens. LAMP products amplified from ompA gene of C. sakazakii were digested with with HhaI and NruI enzyme. The specificity of LAMP was confirmed by restriction fragment length polymorphism (RFLP) analysis. LAMP could detect C. sakazakii within 1 h without bacterial culture and its detection limit was as low as 1 CFU/mL C. sakazakii in milk. In the comparison of the sensitivity, LAMP showed 10,000- and 100-times higher detection limit than PCR or real-time PCR, respectively. Therefore, this study can conclude that LAMP is a rapid and reliable detection technique for C. sakazakii contaminated in powdered milk. 본 연구에서는 영유아에게 치명적인 감염을 일으키는 C. sakazakii에 대하여 LAMP 검출법을 개발하였다. LAMP법에 의한 C. sakazakii의 검출율은 100%였으며 13개의 음성 지표군에 대해서는 모두 음성 반응을 보여 특이도가 매우 높은 것으로 판단되었다. 또한, HhaI과 NruI 두 개의 제한 효소를 LAMP product에 반응시킨 결과, 유전자의 특정 염기서열이 절단되는 것을 확인하였으며, 이를 통해 LAMP 검출법에 의해 증폭된 DNA가 C. sakazakii-specific ompA임을 확인하였다. 조제분유에 오염 된 C. sakazakii를 LAMP법으로 검출 시 검출한계는 $10^0$ CFU/mL이었으며 이는 기존의 PCR법이나 real-time PCR법에 비해 100-10,000배 높은 수준으로 민감도가 매우 높은 것으로 판단되었다. 이와 같이 높은 특이도와 민감도를 가진 LAMP 검출법은 C. sakazakii와 같은 급성 기회 감염균이나 병원성 미생물에 의한 식중독 발생시 현장에서 병원체를 간편하고 신속하게 검출할 수 있는 기술로 기대된다.

Bifidobacterium infantis 420 에 의한 요구르트 Base 제조시 올리고당 및 생육촉진물의 효과

김영주,백승천,유제현 ( Young Joo Kim,Seung Chun Baek,Jae Hyun Yu ) 한국낙농학회 1995 韓國酪農學會誌 Vol.17 No.1

영구임대주택 관리업무 및 운영실태에 대한 관리자와 입주민의 의식비교

김영주,Kim, Young-Joo 한국주거학회 2007 한국주거학회 논문집 Vol.18 No.5

In recent, the concept of management is emphasizing the aspects of social welfare, especially in permanent rental housing that most of the residents are very low income households. Although the quality of service for the residents of permanent rental housing was improved comparatively, it still needs to continually change in response to the needs of residents. To figure out the better way of supporting the service for the residents of permanent rental housing, this study examined the role and function of management office and compared perception on management services between management staffs and residents of permanent rental housing. Based on the in-depth interview with 5 managers of permanent rental housing, two types of survey questionnaire (residents/staffs of management office) were developed for the research purpose. A sample of 89 management office staffs and 111 residents were used for the data analysis. Most of the respondents recognized the need of a cooperation system among management office, social welfare center, and residents for providing better management system and welfare service.