• 한국컴퓨터정보학회논문지
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• 제27권8호
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• pp.241-251
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• 2022

화장품 및 뷰티산업에서 고객의 피부상태 진단과 관리는 중요한 필수기능이다. 소셜미디어 환경이 사회 전 분야에 확산되고 일반화되면서 피부 상태의 진단과 관리에 대한 다양하고 섬세한 고민과 요구 사항의 질문과 답변의 상호작용이 소셜미디어 커뮤니티에서 활발하게 다루어지고 있다. 그러나 소셜미디어 정보는 매우 다양하고 비정형적인 방대한 빅데이터이므로 적절한 피부상태 정보분석과 인공지능 기술을 접목한 지능화된 피부상태 진단 시스템이 필요하다. 본 논문에서는 소셜미디어의 텍스트 분석정보를 학습데이터로 가공하여 고객의 피부상태를 지능적으로 진단 및 관리하기 위한 피부상태진단시스템 SCDIS를 개발하였다. SCDIS에서는 딥러닝 기계학습 방법인 인공신경망 기술을 사용하여 자동적으로 피부상태 유형을 진단하는 인공신경망 모델 AnnTFIDF을 빌드업하여 사용하였다. 인공신경망 모델 AnnTFIDF의 성능은 테스트샘플 데이터를 사용하여 분석되었으며, 피부상태 유형 진단 예측 값의 정확성은 약 95%의 높은 성능을 나타내었다. 본 논문의 실험 및 성능분석결과를 통하여 SCDIS는 화장품 및 뷰티산업 분야의 피부상태 분석 및 진단 관리 과정에서 효율적으로 사용 가능한 지능화된 도구로 평가할 수 있다. 본 논문에서 제안된 시스템은 소셜미디어 기반의 새로운 환경에서 화장품 및 피부미용에 대한 사용자의 요구를 체계적으로 파악하고 진단하는 기초 기술로 사용 가능할 것이다. 그리고 이 연구는 새로운 기술 트렌드인 맞춤형 화장품제조와 소비자중심의 뷰티산업기술 수요를 해결하기 위한 기초 연구로 사용될 수 있을 것이다.

• 한국컴퓨터정보학회논문지
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• 제27권3호
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• pp.137-147
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• 2022

피부상태의 진단과 관리는 뷰티산업종사자와 화장품산업종사자에게 그 역할을 수행함에 있어서 매우 기초적이며 중요한 기능이다. 정확한 피부상태 진단과 관리를 위해서는 고객의 피부상태와 요구사항을 잘 파악하는 것이 필요하다. 본 논문에서는 피부상태 진단 및 관리를 위해 소셜미디어의 빅데이터를 사용하여 피부상태 진단 및 관리를 지원하는 빅데이터기반 피부관리정보시스템 SCIS를 개발하였다. 개발된 시스템을 사용하여 텍스트 정보 중심의 피부상태 진단과 관리를 위한 핵심 정보를 분석하고 추출할 수 있다. 본 논문에서 개발된 피부관리정보시스템 SCIS는 빅데이터 수집단계, 텍스트전처리단계, 이미지전처리단계, 텍스트단어분석단계로 구성되어 있다. SCIS는 피부진단 및 관리에 필요한 빅데이터를 수집하고, 텍스트 정보를 대상으로 핵심단어의 단순빈도분석, 상대빈도분석, 동시출현분석, 상관성분석을 통해 핵심단어 및 주제를 추출하였다. 또한 추출된 핵심단어 및 정보를 분석하고 산포도, NetworkX, t-SNE 및 클러스터링 등의 다양한 시각화 처리를 함으로써 피부상태 진단 및 관리에 있어 이를 효율적으로 사용할 수 있도록 하였다.

• 한국정보기술학회 영문논문지
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• 제8권2호
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• pp.47-58
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• 2018

In this paper, we propose a method for skin condition analysis using a camera module embedded in a smartphone without a separate skin diagnosis device. The type of skin disease detected in facial image taken by smartphone is acne, pigmentation, blemish and flush. Face features and regions were detected using Haar features, and skin regions were detected using YCbCr and HSV color models. Acne and flush were extracted by setting the range of a component image hue, and pigmentation was calculated by calculating the factor between the minimum and maximum value of the corresponding skin pixel in the component image R. Blemish was detected on the basis of adaptive thresholds in gray scale level images. As a result of the experiment, the proposed skin condition analysis showed that skin diseases of acne, pigmentation, blemish and flush were effectively detected.

• 대한한의학회지
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• 제40권1호
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• pp.34-45
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• 2019

Objectives : To maintain a healthy skin condition, the role of moisture in the stratum corneum is important. We use soap in our daily life, so we wanted to observe the changes of the skin moisture using herbal CP soap. Four kinds of herbal CP soaps were prepared and their effects on skin moisture were compared. Methods: We surveyed 39 students at A University to determine their subjective skin condition, lifestyle and washing habits. Then, a facial analysis test was performed. We made herbal CP soaps using Kyungohkgo, Hwangryunhaedoktang, Seosiokyongsan and Baeksoooh and distributed them to experiment participants. Prior to the experiment, their skin condition was checked and skin condition was assessed using Facial Diagnosis System three times in total. After the experiment, the change of skin was measured and analyzed. Results: As a result of examining the skin moisture according to the using of the herbal CP soap by the participants, the skin moisture was gradually increased compared with before use. The moisture content increased after 6 weeks of use compared to before using Seosiokyongsan, Hwangryunhaedoktang, Kyungohkgo CP soap compared to before use. But there was no significant difference between 3 weeks and 6 weeks of use compared to before use. As a result of using Baeksoo-oh CP soap, the skin moisture of the experimental participants was continuously increased. Conclusion: Natural CP soaps are believed to have a beneficial effect in increasing the moisture content of facial skin.

• 대한한의학회지
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• 제25권1호
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• pp.161-171
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• 2004

Objectives: Sasang Constitutional Medicine is popularly appliedto treatment in Korea. Constitution is a holistic concept contained internal and external characteristics, and physical traits including ordinary symptoms. Skin is one of constitutional property elements. So we researched a correlation female facial skin and sasang constitution. This is a basic study to find constitution can be a major factor to care and manage skin. Methods: We examined sasang constitution and facial skin condition of 100 healthy women who aged from 30 to 59. Hydration and sebum of facial skin was measured by skin diagnostic instrument and skin type was calculated from the data. Keratin, pore size, acne, and brightness of face was measured by skin magnifying lens and subjective skin troubles in ordinary times was also investigated. Constitution diagnosis and Skin diagnosis was investigated separately as a blind test andthe data was statistically analyzed with chi-square test, Correlation analysis, One-way analysis of variance. Results: 1. In sasang constitution, Taeeumingroup bad significant tendencies of larger hydration and sebum amount, combination degree of forehead and cheek was also higher than other constitutions(p<0.05). 2. Facial skin type was significantly different according to Sasang Constitution, Soeumin and Soyangin had a tendency of dry skin comparatively, but Taeeumin had mainly a tendency of combination skin and secondly dry skin(p<0.05). On the other hand, there was no correlation between age and skin type. 3. In subjective skin trouble, Soeumin group had less acne trouble than Soyangin and Taeeumin group(p<0.1). Pore size trouble was more frequent in Soyangin group than Soeumin group(p<0.05). Keratin trouble was more frequent in Soeumin group than Soyangin and Taeumin group(p<0.1). Conclusions: Korean healthy women's skin condition was different according to sasang constitution.

• 동의생리병리학회지
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• 제25권4호
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• pp.755-758
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• 2011

Sasang Constitutional Medicine (SCM) suggests the concept of health condition which is owned of different properties by each Sasang Constitution. But SCM theory has concentrate to explaining different symptoms that distinguish health condition, not much concerned with practical methods like face features, pulse diagnosis, skin surface properties and voice features. Physical properties of practical diagnosis methods from literature finding have been researched. As a result, complexion and face moisture were described to be physical properties related to health State. In scope of pulse diagnosis, depth, rate, contour, width and pressure are related. Skin surfaces' elasticity, moisture, fraction properties were also suggested as factors of health State of Sasang Constitution. We assume that this study would contribute further studies for objectifying and quantifying diagnosis methods to evaluate health state grades of Sasang Constitution.

• 대한한의학원전학회지
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• 제31권3호
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• pp.33-58
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• 2018

Objectives : Literatures related to Bianque are studied to discover the path of development and the impact of Bianque school's pulse diagnosis system. Methods : Texts regarding Bianque were searched in history books such as Shiji and Zhanguoce, and medical texts such as the medical books of Mawangdui Han Tomb, Huangdineijng, Maijing, and Qianjinyifang to understand how the Bianque school's pulse diagnosis system was developed. Results : 1. Bianque school's pulse diagnosis system was used to inspect the distribution pattern of blood vessels and discover the location of the disease including the palpatation realm such as only hard or only fall. 2. The system of inspection was created when the diagnosis method that uses the color of the pulse by using the color of blood vessels was added to the diagnostic method of pulse condition. 3. Adding the concept of pulse to the visual information that derives from pulse condition becomes pulsation. This is a diagnostic method that falls under the realm of palpation, and it was used to discover the location of disease. 4. The qi of pulse is motor that induces pulse, and this concept is used in order to understand how normal and abnormal pulsations appear, and to treat the circulation disorder of qi and blood. 5. Cubit skin examination is a method that comprehensively take into account the upper arm skin's cold and heat, slippery and roughness, and relax and tension state. This method was used together with other diagnostic methods. As described above, it seems that the diagnostic method with blood vessels used by Bianque school seems to have developed from Bianque's special inspection ability to the stage where it uses palpation, and then to the stage of cubit skin examination which uses both palpation and inspection.

• 대한한의학회지
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• 제40권2호
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• pp.133-141
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• 2019

Objectives: The condition of the skin is greatly influenced by seasonal changes. We wanted to know the seasonal change of skin condition and to find out the difference in the efficacy of Seoshiokyongsan (SSOOS) CP soap in spring and autumn. We are to help people who use soap to make a wise choice in choosing a cleanser according to the season. Methods: To investigate the seasonal skin condition, this experiment was conducted to examine the skin condition of spring and autumn in 20 students at A university. To compare the seasonal efficacy of Seosiokyongsan (SSOOS) CP soap, we had skin test 10 students in spring and autumn. We made herbal fermented soaps using SSOOS and distributed them to experiment participants. We let them wash their face in the morning and evening for 6 weeks using herbal fermented soap. Prior to the experiment, their skin condition was checked and assessed using A-ONE Smart One-Click Automatic Facial Diagnosis System three times at 3-week intervals. After the experiment, the changes of skin were measured and analyzed through facial analysis test. Results: In spring and autumn, the oil of T zone and U zone was significantly less and the water content was significantly higher in autumn than in spring. In the case of using the SSOOS CP soap, water content increased and oil content decreased in spring, oil content and elasticity increased in autumn. Conclusion: There is a difference in the skin condition according to the season and SSOOS CP soap showed difference in efficacy in spring and autumn. So we should pay attention to seasonal soap selection.

• 한방안이비인후피부과학회지
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• 제20권1호통권32호
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• pp.228-238
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• 2007

Objectives ; Sasang Constitional Medicine is a part of Korean traditional Medicine, and classify human constitution into four types. Scalp and hair is a part of skin. Skin is one of constitutional charasteristic element. So we researched a correlation between Sasang constitutions and Korean adult scalp and hair condition. This is a basic study to find constitution can be a important factor to care scalp and hair. Methods ; We examined Sasang constitutions and scalp and hair condition of 80 human who aged from 20-50. Scalp disease, dandruff was observed by video micro scope and sebum tape diagnosis. Thickness of hair was measured by Laser Scan Micrometer(LSM-3100). Itching sense and life habit was also investigated. Constitution diagnosis and scalp, hair diagnosis was investigated seperately as a blind test and the data was statistically analyzed with chi-square test, correlation analysis, one-way analysis of varience. Results ; 1. In Sasang Constitution, Taeumin group had significant tendency of oilily scalp. 70% of Taeumin group had oilily scalp. 2. The group of dry or oilily scalp had more itching sense and more sensativity of scalp compaired to neuter scalp group. 3. There was no correlation between height, weight, thickness of hair, itching sense, scalp disease and Sasang constitution. 4. There was correlation between loss of hair and drinking alcohol, obesity, curly hair, soft scalp. Conclusions ; Korean adult scalp and hair condition had correlation with Sasang constitution.

• 한국컴퓨터정보학회논문지
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• 제27권9호
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• pp.191-203
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• 2022

화장품 및 뷰티산업에서 고객 맞춤형 제품과 서비스를 제공하는 것은 주요 기술 트렌드이고, 피부상태 진단과 관리는 중요한 필수기능이다. 고객의 요구 수준은 더욱더 높아지고 있으며 이에 대한 다양하고 섬세한 고민과 요구 사항이 소셜미디어 커뮤니티에서 활발하게 다루어지고 있다. 소셜미디어 상의 이미지는 매우 다양하고 비정형적이므로 피부상태 진단 및 관리에 필요한 체계적인 피부 이미지 식별을 위한 시스템이 필요하다. 본 논문에서는 소셜미디어 인스타그램에서 수집한 빅데이터로부터 피부 이미지 데이터를 지능적으로 식별하고, 피부상태 진단 및 관리를 위한 정형화된 피부 샘플 데이터를 추출하는 시스템을 개발하였다. 본 논문에서 제안한 시스템은 빅데이터수집분석단계, 피부이미지분석단계, 훈련데이터준비단계, 인공신경망훈련단계, 피부이미지식별단계로 구성된다. 빅데이터수집분석단계에서는 인스타그램으로부터 빅데이터를 수집하고 피부 상태 진단 및 관리를 위한 이미지 정보를 분석결과로 저장한다. 피부이미지분석단계에서는 전통적인 이미지 처리 기법을 사용하여 피부 이미지의 평가 및 분석 결과를 획득한다. 훈련데이터준비단계에서는 피부이미지 분석결과로부터 피부 샘플데이터를 추출하여 훈련데이터를 준비하였다. 그리고 인공신경망훈련단계에서는 이 훈련데이터를 사용하여 지능적으로 피부 이미지 유형을 예측하는 인공신경망 AnnSampleSkin을 단계별 고도화와 훈련을 통해 모델을 완성하였다. 피부이미지식별단계에서는 소셜미디어로부터 수집된 이미지에 대해 피부샘플을 추출하고, 훈련된 인공신경망 AnnSampleSkin의 이미지 유형 예측 결과들을 통합하여 최종 피부 이미지 유형을 지능적으로 식별한다. 본 논문에서 제안된 피부이미지식별 방법은 약 92% 이상의 높은 피부 이미지 식별 정확도를 나타내고 있고, 정형화된 피부 샘플 이미지 빅데이터를 제공할 수 있게 되었다. 추출된 피부샘플 세트는 피부 상태를 진단하고 관리하는데 매우 효율적이고 유용한 정형화된 피부 이미지 데이터로 사용될 것으로 기대된다.