• 제목/요약/키워드: Gi-Hak

검색결과 602건 처리시간 0.031초

Reinforcement Learning Algorithm Based Hybrid Filtering Image Recommender System (강화 학습 알고리즘을 통한 하이브리드 필터링 이미지 추천 시스템)

  • Shen, Yan;Shin, Hak-Chul;Kim, Dae-Gi;Hong, Yo-Hoon;Rhee, Phill-Kyu
    • The Journal of the Institute of Internet, Broadcasting and Communication
    • /
    • 제12권3호
    • /
    • pp.75-81
    • /
    • 2012
  • With the advance of internet technology and fast growing of data volume, it become very hard to find a demanding information from the huge amount of data. Recommender system can solve the delema by helping a user to find required information. This paper proposes a reinforcement learning based hybrid recommendation system to predict user's preference. The hybrid recommendation system combines the content based filtering and collaborate filtering, and the system was tested using 2000 images. We used mean abstract error(MAE) to compare the performance of the collaborative filtering, the content based filtering, the naive hybrid filtering, and the reinforcement learning algorithm based hybrid filtering methods. The experiment result shows that the performance of the proposed hybrid filtering performance based on reinforcement learning is superior to other methods.

Property Changes of Gas Diffusion Layer in a PEFC by Compression (체결압이 고분자연료전지 가스확산층에 미치는 영향)

  • Ahn, Eun-Jin;Yoon, Young-Gi;Park, Gu-Gon;Park, Jin-Soo;Lee, Won-Yong;Han, Hak-Soo;Kim, Chang-Soo
    • Transactions of the Korean hydrogen and new energy society
    • /
    • 제17권3호
    • /
    • pp.347-352
    • /
    • 2006
  • 분자전해질연료전지 내의 다공성 기체확산층은 반응가스의 확산과 전자이동통로의 역할을 수행할 뿐만 아니라 전기화학반응에 의해 공기극에서 생성된 수분(기상 혹은 액상)을 반응면으로부터 분리판 채널 방향으로 이동시켜 배출시키는 중요한 역할을 한다. 따라서 물관리를 통한 성능향상을 위해서는 기체 확산층의 구조 및 재료특성에 대한 심도 릴은 연구가 필요하다. 실제 단위전지 체결시 기체확산층은 분리판의 리브(rib)에 의해 눌리게 되며, 그 부분의 기공 크기 분포의 변화를 야기한다. 또한 리브 전단부분에서 탄소 섬유가 손상을 입으며, 탄소 섬유를 감싸고 있는 PTFE coating이 벗겨지게 되어 표면화학적 특성이 달라진다. 본 연구에서는 단위전지 체결 시 분리판에 의해 눌리는 기체확산층의 기공 크기 분포 변화를 측정하였으며, 기공의 소수성에서 친수성으로의 변화를 알아보았다. Mercury 기공 측정기와 PMI 기공 측정기는 큰 기공 분포의 변화에, 질소의 흡/탈착을 이용한 BET 방식은 작은 크기의 기공 분포 변화 관찰에 사용되었다. 체결압에 의한 탄소섬유의 구조적 변화와 아울러 표면의 습윤 정도의 변화를 XPS와 물/알콜 Uptake를 이용해 알아보았다. 이 연구를 바탕으로 물관리를 통한 연료전지 성능 향상을 위한 최적 GDL 선정에 기반이 되는 자료를 도출하였다.

Design of Wide-Band Dipole Antennas with Plate for Improving Gain Flatness (이득 평탄도 개선을 위한 광대역 반사판 부 다이폴 안테나 설계)

  • Choi, Hwan-Gi;Choi, Hak-Keun;Kim, Do-Kyung
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
    • /
    • 제19권7호
    • /
    • pp.800-806
    • /
    • 2008
  • In this paper, a wide-band dipole antenna suitable for use in PCS/WCDMA/WiBro($1.750{\sim}2.39\;GHz$) base station array antenna is presented. The presented antenna is a dipole antenna with pate which has the reflector element and improves the gain flatness. To confirm the wide-band characteristics and the gain flatness of the presented antenna, the experimental antenna is fabricated and its radiation characteristics are measured, compared with calculated results. It is shown that the designed antenna has VSWR less than 1.5, gain over 5 dBi, and gain flatness 0.74 dB in $1.75{\sim}2.39\;GHz$. The measured results show good agreement with the calculated results. From these results, we confirm that the designed antenna can be used as a array element of the wide-band base station array antenna for PCS/WCDMA/WiBro.

Development and evaluation of next-generation cardiotoxicity assay based on embryonic stem cell-derived cardiomyocytes

  • Ryu, Bokyeong;Choi, Seong Woo;Lee, Seul-Gi;Jeong, Young-Hoon;Kim, Ukjin;Kim, Jin;Jung, Cho-Rok;Chung, Hyung-Min;Park, Jae-Hak;Kim, C-Yoon
    • BMB Reports
    • /
    • 제53권8호
    • /
    • pp.437-441
    • /
    • 2020
  • In accordance with requirements of the ICH S7B safety pharmacology guidelines, numerous next-generation cardiotoxicity studies using human stem cell-derived cardiomyocytes (CMs) are being conducted globally. Although several stem cell-derived CMs are being developed for commercialization, there is insufficient research to verify if these CMs can replace animal experiments. In this study, in vitro high-efficiency CMs derived from human embryonic stem cells (hESC-CMs) were compared with Sprague-Dawley rats as in vivo experimental animals, and primary cultured in vitro rat-CMs for cardiotoxicity tests. In vivo rats were administrated with two consecutive injections of 100 mg/kg isoproterenol, 15 mg/kg doxorubicin, or 100 mg/kg nifedipine, while in vitro rat-CMs and hESC-CMs were treated with 5 μM isoproterenol, 5 μM doxorubicin, and 50 μM nifedipine. We have verified the equivalence of hESC-CMs assessments over various molecular biological markers, morphological analysis. Also, we have identified the advantages of hESC-CMs, which can distinguish between species variability, over electrophysiological analysis of ion channels against cardiac damage. Our findings demonstrate the possibility and advantage of high-efficiency hESC-CMs as next-generation cardiotoxicity assessment.

Effects of ethanol extract of Nelumbo nucifera leaves on Anti-oxidation and Type I Procollagen Expression in CCD-986sk Cells (연잎 에탄올 추출물이 피부 주름에 미치는 영향)

  • Yang, Woong-Mo;Kim, Hyang-Mi;Chang, Mun-Seog;Park, Wan-Su;Kim, Won-Nam;Kim, San-Woong;Choi, Dong-Gi;Lee, Hak-Chul;Kim, Yun-Kyung;Park, Seong-Kyu
    • Herbal Formula Science
    • /
    • 제14권2호
    • /
    • pp.67-75
    • /
    • 2006
  • The natural plants were screened for new cosmetic materials. Many parts of Nelumbo nucifera has been investigated for anti-wrinkling and anti-furrowing effects. The leaves. flowers and stamens of Nelumbo nucifera were extracted with ethanol or distilled water. The effects of cell viability and $H_2O_2-induced$ cytotoxicity were studied on CCD-986sk human fibroblast cell line by MTT assay. We measured various effects related to skin such as the synthesis of MMP-1 and type I procollagen. The ethanol extract of Nelumbo nucifera leaves (ENL) at concentrations of 30 ${\mu}g/ml$ showed maximum cell viability on CCD-986sk cells by 129.70%. and $H_2O_2-induced$ cytotoxicity was blocked by ENL (5. 10. 20. 30. and 40 ${\mu}g/ml$) concentration-dependently. The synthesis of MMP-1 and type I procollagen were positive in ENL. These results suggest that ENL has anti-oxidant and anti-furrowing effects.

  • PDF

A Case of Chronically Exposed Dura Following Electrical Scalp Burn (전기 화상 이후 발생한 만성 뇌경질막 노출 상처: 증례 보고)

  • Lim, Tae-Geun;Hur, Gi-Yeun;Chang, Hak;Lee, Dong-Lark
    • Archives of Plastic Surgery
    • /
    • 제38권1호
    • /
    • pp.89-92
    • /
    • 2011
  • Purpose: Electrical burn of scalp is uncommon. Much more, chronically exposed dura in unstable burn scar is quite exceptional. Hence, we report a case of chronically exposed dura following electrical burn. Methods: A 63-year-old man presented with an about 40 years history of an ulcerative lesion arising from electrical burn scar with 'squeeze like sensation' around wound. Wound was about $6{\times}8$ cm. Area in the center was $3{\times}3$ cm nonviable dura without sequestrum. Tangential excision with an intraoperative neurosurgical consultation and transposition flap under general anesthesia was done. Intraoperative biopsy was done. The wound was diagnosed as chronic osteomyelitis, not Marjolin ulcer. Flap was taken successfully. But after 5 days, infectious discharge had been appeared during 2 weeks, despite irrigation and drainage. As flap was re-evaluated, we could see remnant necrotic dura. After that, latissimus dorsi muscle free flap with meshed split thickness skin graft was transferred without excision of necrotic dura. Results: Flap was taken successfully. Follow-up at 10 weeks has been uneventful, with good and stable coverage of the wound. Conclusion: It is true that complete excision of devitalized tissue with sagittal sinus obliteration is prerequisite to flap taken. But necrotic dura was tangentially excised instead of total dura excision, because, posterior two-thirds of the sagittal sinus was involved underneath. Muscle is rich in blood vessels and decrease the recipient-site bacterial count effectively. In this case, muscle flap with skin graft without total dura excision is an alternative treatment.

Design of All-in-One Descending Lifeline with Reduced Usage Time (사용시간이 단축된 일체형 완강기 설계)

  • Yun, Seul-Gi;Park, Jung-Woo;Jung, Geun-Hak;Jung, Min-Hee;Kang, Sangwook;Kim, Sang-Hyun
    • Journal of the Korean Society of Manufacturing Process Engineers
    • /
    • 제19권5호
    • /
    • pp.21-26
    • /
    • 2020
  • A descending lifeline is the only self-escape fire apparatus for fire in high-rise buildings and is installed in most buildings according to fire-fighting law. However, it is difficult to properly use and quickly evacuate during an emergency due to its complex installation methods and procedures, even if users are pre-educated. In this paper, a new one-touch descending lifeline, which simplifies usage procedures and can be used regardless of whether users are educated, is proposed to solve the drawbacks of the conventional descending lifeline. All separate parts that require additional installation are initially assembled in a box, and the concept of a double square linkage is proposed to enable escape in a single motion of pushing the handle attached to the box. Three steps of kinematic design are explored to determine an appropriate configuration of double square linkage, and its dimensions are determined using Matlab and NX CAD software. The proposed all-in-one descending lifeline also follows the enforcement decree of the Fire Control Act, and its feasibility is verified through fabrication.

A study about structural analysis of double structured non-pneumatic wheel (이중구조를 가진 비공기압바퀴의 구조해석에 관한 연구)

  • Song, Gi-Hwan;Lee, Sang-Hun;Son, Chang-Woo;Seo, Hyoung-Jin;Seo, Tae-Il;Yoo, Wha-Wul;Park, Sung-Hak;Park, Kyung-Hoon
    • Design & Manufacturing
    • /
    • 제9권3호
    • /
    • pp.19-23
    • /
    • 2015
  • Non-pneumatic wheels have been widely used instead of general tube type wheels beause of many reasons, for example, wheel size, price restriction, heavy-duty problem and so on. Almost small size wheels or casters were non-pneumatic type but structural stability was not certified. This paper presents a double structured non-pneumatic wheel, called "smart caster", which consisted with inner and outer wheels connected by chips, and finite element analysis processes were conducted in order to determine important dwsign factors before actual design for mass production. For structural analysis ABAQUS was used under various boundary conditions with incrementally varied loads until 2,000N. Then structural staility was evaluated according to varied loads below ultimate stress. Generally stresses were concentrated at the lower parts of the wheel, and especially contact parts between wheel and ground. In addition, maximum stress appeared at contact parts between the wheel lower part and chips.

  • PDF

Plant Species Assemblages and Vegetation Composition of Wetlands Within an Upland Forest

  • Huh, Man-Kyu;Lee, Hak-Young;Moon, Sung-Gi
    • Korean Journal of Environmental Biology
    • /
    • 제28권1호
    • /
    • pp.1-7
    • /
    • 2010
  • Small wetlands in an upland matrix can support diverse vegetation composition that increase both local and regional species richness. In this study we characterize the full range of wetland vegetation in an upland forest landscape at Dumyeong-ri, Gijang-gun, Busan. This wetland index can be calculated with species data, or with community type data as performed. Classified community types were used to describe vegetation at three wetlands and adjacent areas. The communities contained 28 species of vascular plants and 28 species were identified four plant community types. The Pinus densiflora type was dominated by Pinus densiflora and contained only four species. None of the plots had high proportion of standing water. The Carpinus laxiflora type had high obligate upland species (OU) and facultative upland species (FU). The Rhododendron mucronulatum type grew in over half of the plots included Pinus densiflora and Alnus japonica. Some species bother swampy areas adjacent to site C. The Miscanthus sacchariflorus type consisted of seasonal wetlands. The three sites contained nine species with the strongest indicator species being Miscanthus sinensis var. purpurascens, Miscanthus sinensis, Echinochloa crus-galli, and Sagittaria aginashi. This type had the highest proportions of obligate wetland species. Plant species richness averaged 5.069. Shannon-Weaver index of diversity also varied among the community types (F=22.7, df=4, 115), with the types FU having significantly higher value (2.746) than the others (1.057 for type FW and 1.600 for type OU). Regional plans including all of the diverse types of wetland vegetation in upland forests will contribute substantially to the conservation of plant diversity.

Estimating Potential Impact of Bike Lane Implementation (Case study of Seoul Metropolitan City) (자전거전용차로 설치에 따른 기대효과 추정 (서울시 사례를 중심으로))

  • Sin, Hui-Cheol;Hwang, Gi-Yeon;Jo, Yong-Hak;Jeong, Seong-Yeop
    • Journal of Korean Society of Transportation
    • /
    • 제28권4호
    • /
    • pp.97-106
    • /
    • 2010
  • Environmental issues resulting from climate change and energy crises have become global issues, and cycling has gained greater popularity for sustainable transportation. Though many cities are trying to build bicycle roads, it is not easy to implement bicycle roads because there is little available space for bicycle facilities. Therefore, road diets have become more popular in Korea. However, there has been no intensive research to date of their impacts. The purpose of this research is to evaluate the effects of road diets and construction of bike lanes. Every benefit, including energy benefit, environmental benefit, and health benefit is considered, while only time savings benefit has been considered in previous studies. The benefit analysis for the Seoul metropolitan area as a case study shows that road diets have a (1) time saving benefit for only five percent of the mode share and (2) enough total benefit even if bicycle mode share is less than two percent.