• 제목/요약/키워드: GEMM

검색결과 10건 처리시간 0.028초

FPGA기반 뉴럴네트워크 가속기에서 2차 타일링 기반 행렬 곱셈 최적화 (Optimizing 2-stage Tiling-based Matrix Multiplication in FPGA-based Neural Network Accelerator)

  • 권진세;이제민;권용인;박제만;유미선;김태호;김형신
    • 대한임베디드공학회논문지
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    • 제17권6호
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    • pp.367-374
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    • 2022
  • The acceleration of neural networks has become an important topic in the field of computer vision. An accelerator is absolutely necessary for accelerating the lightweight model. Most accelerator-supported operators focused on direct convolution operations. If the accelerator does not provide GEMM operation, it is mostly replaced by CPU operation. In this paper, we proposed an optimization technique for 2-stage tiling-based GEMM routines on VTA. We improved performance of the matrix multiplication routine by maximizing the reusability of the input matrix and optimizing the operation pipelining. In addition, we applied the proposed technique to the DarkNet framework to check the performance improvement of the matrix multiplication routine. The proposed GEMM method showed a performance improvement of more than 2.4 times compared to the non-optimized GEMM method. The inference performance of our DarkNet framework has also improved by at least 2.3 times.

단삼사물탕이 조혈작용에 미치는 영향 (The Effect of DanSamSaMul-Tang on Hematopoiesis)

  • 유재연;김영철;이장훈;우흥정
    • 대한한의학회지
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    • 제23권1호
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    • pp.145-155
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    • 2002
  • Objectives : Korean traditional medicinal herbs and some formulas have been used to improve the function of the hematopoietic system. The present research is to examine the effect of DanSamSaMul- Tang(DSSMT) as a biological response modifier related to hemato-potentiating function using bone marrow cell as a testing system. Methods : Mice with leukopenia and thrombocytopenia induced by CTX were treated with DSSMT Extracts. Then we observed cytokines mRNA expression level, the number of CFU-GEMM and BFU-E, and the expression of TPO and SCF in bone marrow cells of mice. Results : In the DSSMT group, the gene expressions of hematopoietic cytokines were increased significantly and the number of CFU-GEMM and BFU-E of this group was significantly increased compared to the group treated only with EPO and IL-3. The expressions of TPO and SCF in the group treated with DSSMT were higher than those of the control group. Conclusions : We showed that DSSMT has a good effect on the hematopoietic system. This could also be used as important research data for Korean oriental medicine about hemato-potentiating.

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좌귀음가미방이 실험적 재생불량성빈혈에 미치는 영향 (Effects of Juakium-derivative on Experimental Aplastic Anemia)

  • 박신명;김영철;이장훈;우흥정
    • 대한한의학회지
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    • 제23권1호
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    • pp.133-144
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    • 2002
  • Objectives : Korean traditional medicinal herbs have been used to improve the function of the hematopoietic system. The purpose of this study is to examine the hematopoietic effects of Juakium-derivative on aplastic anemia. Methods : In vitro, after bone marrow cells of mice with aplastic anemia induced by benzene were cultured with Juakium-derivative, we measured the gene expressions of hematopoietic cytokines, the intracellular TPO and SCF expression and the colony number of CFU-GEMM and BFU-E. Results : The results are summarized as follows : 1. The gene expressions of hematopoietic cytokines (TPO, c-mpl, SCF, c-kit, IL-3, EPO, EpoR, GM-CSF) and the TPO and SCF expression of the group treated with Juakium-derivative increased significantly more than those of the control group. 2. The colony number of CFU-GEMM and BFU-E in the rEPO plus rIL-3 plus Juakium-derivative group increased significantly compared with the only rEPO plus rIL-3 group. Conclusion : It was acknowledged that Juakium-derivative has hemato-potentiating effects on aplastic anemia induced by benzene and it is expected that Juakium-derivative can be used clinically for the patient with hematopoietic system disorder. This study could also be used further as important research data for Korean oriental medicine about hemato-potentiating. The exact mechanism explaining our study would need to be studied further.

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도두(刀豆)의 조혈증진 작용에 관한 연구 (Enhancing effect of Canavalia gladiata DC semen on the hematopoietic expansion and function of stem cells)

  • 김승형;김근회;지경엽;조인식;김한영;이영철
    • 대한본초학회지
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    • 제27권4호
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    • pp.9-16
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    • 2012
  • Objective : Canavalia gladiata DC semen (CGS) have been used to improve hematopoietic activity. In the current study, we investigated whether CGS regulate hemato-potentiating function using hematopoietic stem cells (HSCs) as a testing system. Methods : HSCs isolated from femur in mice with leukopenia and thrombocytopenia induced induced by CTX. Then, Real-time PCR was performed to measure the mRNA expression and hematopoietic related gene (EPO, IL-3, SCF, c-kit, GM-CSF), the phoaphorylation of GATA-1 and STAT-5a/b were observed by ELISA method, and the number of granulocyte erythrocyte monocyte macrophage colony-forming units (CFU-GEMM) and erythroid burst forming units (BFU-E), semisolid clonogenic assay was performed. Result : When HSCs were treated with CGS, the expression of hematopoietic related genes (EPO, IL-3, SCF, c-kit, and GM-CSF) were significantly increased at the levels of mRNA as well as production in HSCs. Additionally, CGS enhanced phosphorylation of STAT-1 and signal transducer and activator of transcription-5a/b (STAT-5a/b) in HSCs. Furthermore, CGS significantly enhanced the growth rate of granulocyte erythrocyte monocyte macrophage colony-forming units (CFU-GEMM) and erythroid burst forming units (BFU-E) in vitro. Conclusion : These result suggest that CGS has hematopoietic enhancement via hematopoietic cytokine-mediated GATA-1/STAT-5a/b pathway.

수 종의 한약제제가 조혈작용에 미치는 영향 (Effects of Korean Traditional Medicine on Murine Hematopiesis (Regulation of Hematopoietic Cytokine & $CD34^{+}$ cell Expression))

  • 전재현;김영철;이장훈;우흥정
    • 대한한의학회지
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    • 제22권3호
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    • pp.156-168
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    • 2001
  • Objectives : To evaluate the diverse actions of stimulation on the hematopoietic system, 4 formulas (KH I, KH 2, KH 3, KH 4) were studied. Method and Result : RT-PCR was performed to measure the gene expression of hematopoietic cytokines (TPO, GM-CSF, SCF, IL-3). When bone marrow cells were treated with KH 1, 2, 3, 4, the gene expressions of TPO, SCF, IL-3, and GM-CSF were increased. Flow cytometric analysis was performed to measure the expression of CD34+ cell activity. After 72 hrs culture supplemented with KH 1, 2, 3, 4, the percent of CD34+ cell of KH 2, 3, 4 were increased. To measure the expression of colony forming units - granulocyte erythrocytes, macrophages, megakaryocytes (CFU-GEMM) and burst forming unit-erythroid (BFU-E), semisolid clonogenic assay was performed. After 14 days of culture the number of CFU-GEMM and BFU-E of KH I, 2, 3, 4 were significantly increased compared to those of EPO groups (KH 1 P<0.0l, KH 2 P<0.05, KH 3 P<0.001, KH 4 P<0.0l). To determine the intracelluar TPO expression by KH 3, KH 4 in bone marrow cells, intracelluar staining and flow cytometric analysis were performed. After 24 hrs cultures, the TPO expression of the KH 3 and KH 4 treated groups were increased over those of the controlled groups (control : 50%, KH 3 : 87%, KH 4 : 78%). Conclusion : These results suggest that KH I, KH 2, KH 3, KH 4 have hematopoietic effects through increasing the production of hematopoietic cytokines and stimulating the activity of $CD34^{+}$ cells. This study also shows that KH 3 has a more effective hematopoietic effect than KH 1, 2, 4. These results suggest that the formulas (KH I, 2, 3, 4) can be applied to the patients with inappropriate hematopoietic system, and that KH 3 can be the most effective formula among these 4 in treating bone marrow disease in clinics.

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다양한 배양 조건에서 제대혈 유래 CD34+ 조혈 세포의 체외 증식 (Ex vivo Expansion of CD34+ Hematopoietic Cells from Cord Blood in Various Culture Environments)

  • 최용운;오덕재
    • Korean Chemical Engineering Research
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    • 제44권1호
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    • pp.73-80
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    • 2006
  • 본 연구에서는 제대혈 유래의 조혈줄기세포를 효과적으로 배양하기 위한 선행 연구로서 세포 배양 환경에 따른 조혈줄기세포 증식능의 변화를 관찰하였다. 제대혈의 단핵구 세포에서 분리한 $CD34^+$ 세포를 성장인자 조성-I(이하, coc-I) (EPO, GM-CSF, SCF, IL-3) 및 성장인자 조성-II(이하, coc-II) (TPO, G-CSF, SCF, IL-6, Flt3/Flk-2 ligand)가 포함되어 있는 IMDM(Iscove's modified Dulbecco's medium) 및 무혈청 배지(serum free media, SFM)에서 배양하였으며, 우태아혈청(FBS)의 첨가 영향, 2차원 및 3차원 배양 후 각 조건에서의 세포 증식 및 콜로니 형성능을 비교하였다. 일반적으로 coc-I에서의 세포 증식 및 콜로니 증식이 coc-II에서보다 높았다. 3차원 배양(methocult)에서는 가장 높은 세포 증식($2,258{\pm}456$배)을 나타냈으며, 같은 조성의 2차원 배양(IMDM + coc-I + FBS)에서는 가장 높은 콜로니 증식(BFU-E: $652{\pm}19$, CFU-GM: $520{\pm}58$, CFU-GEMM: $339{\pm}100$배)이 나타났다. 배지를 기준으로 보면, coc-II 조성에 우태아혈청이 포함되지 않은 경우를 제외한 모든 경우에서 세포 증식 및 콜로니 증식이 무혈청 배지에서보다 IMDM에서 높았다. 결론적으로, 모든 배양 조건 중에서 'IMDM + coc-I + FBS' 및 'IMDM + coc-I'에서 가장 좋은 콜로니 증식을 보였으며, 우태아혈청의 첨가 및 2차원 배양 조건이 콜로니 증식에 더 효과적인 것으로 확인되었다. 본 연구 결과는 앞으로 조혈줄기세포의 체외 증식에 필요한 공정개발이나 생물반응기 설계에 유용한 정보를 제공할 수 있을 것으로 사료된다.

Sca-1+골수조혈세포에서 JAK2/STAT5/GATA-1 신호전달 경로를 통한 다채, 도두 그리고 두 조합물에 의한 조혈증진 조절에 관한 연구 (Studies on the regulation of Hematopoietic enhancement of Brassica campestris var narinosa., Canavalia gladiata DC semen and their combinational prescription via Jak2/STAT5/GATA1 Pathway in Sca-1+ hematopoietic stem cells)

  • 김근회;김승형;조인식;김한영;김동선;이영철
    • 대한본초학회지
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    • 제28권4호
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    • pp.7-16
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    • 2013
  • Objectives : Brassica campestris var narinosa (BCN), Canavalia gladiata DC semen (CGD) and their combinational prescription (BCN+CGD) have been use to demonstrate to regulate hematopoiesis. In the current study, we investigated whether Brassica campestris var narinosa, Canavalia gladiata DC semen and their combinational prescription is related to hemato-potentiating function using Sca-$1^+$ hematopoietic stem cells (Sca-$1^+HSCs$) as a testing system. Methods : Sca-$1^+HSCs$ isolated from femur in C57bl/6 mice with leukopenia and thrombocytopenia induced by cyclophosphamide (CTX). Then, Real-time PCR was performed to measure the mRNA expression, ELISA and haematopoiesis-related gene (EPO, TPO, IL-3, SCF, c-kit, GM-CSF), the phosphorylation of JAK2, GATA-1 and STAT-5a/b were observed by western blot, and the numbers of $CD117^+/Sca-1^+$ cell and the number of granulocyte erythrocyte monocyte macrophage colony-forming units (CFU-GEMM) and erythroid burst forming units (BFU-E), semisolid clonogenic assay was performed. Result : When Sca-$1^+HSCs$ were treated with Brassica campestris var narinosa, Canavalia gladiata DC semen and their combinational prescription with rIL-3/rSCF, the expression of haematopoiesis-related (EPO, TPO, IL-3, SCF, c-kit, and GM-CSF) were significantly increased at the levels of mRNA as well as production in Sca-$1^+HSCs$. Additionally, CGS enhanced phosphorylation of JAK2, GATA-1, and signal transducer and activator of transcription-5a/b (STAT-5a/b) in Sca-$1^+HSCs$. Furthermore, their combinational prescription (BCN+CGD) significantly enhanced the growth rate of granulocyte erythrocyte monocyte macrophage colony-forming units (CFU-GEMM) and erythroid burst forming units (BFU-E) in vitro. Conclusion : These result suggest that Brassica campestris var narinosa (BCN) and Canavalia gladiata DC have hematopoietic enhancement via hematopoietic cytokine-mediated JAK2/GATA-1/STAT-5a/b pathway, and their combinational prescription (BCN+CGD) has superior hematopoietic enhancement to those of individual extracts.

OpenCL을 이용한 랜더링 노이즈 제거를 위한 뉴럴 네트워크 가속기 구현 (Implementation of Neural Network Accelerator for Rendering Noise Reduction on OpenCL)

  • 남기훈
    • 문화기술의 융합
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    • 제4권4호
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    • pp.373-377
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    • 2018
  • 본 논문에서는 OpenCL을 이용한 랜더링 노이즈 제거를 위한 가속기 구현을 제안한다. 렌더링 알고리즘 중에 고품질 그래픽스를 보장하는 레이트레이싱을 선택하였다. 레이 트레이싱은 레이를 사용하여 렌더링하는데 레이를 적게 사용하면 노이즈가 발생한다. 레이를 많이 사용하게 되면 고화질의 이미지를 생성할 수 있으나 연산 시간이 상대적으로 길어지게 된다. 레이를 적게 사용하면서 연산시간을 줄이기 위해 뉴럴 네트워크를 이용한 LBF(Learning Based Filtering) 알고리즘을 적용하였다. 뉴럴 네트워크를 사용한다고 해서 항상 최적의 결과가 나오지는 않는다. 본 논문에서는 성능향상을 위해 일반적인 행렬 곱셈을 기반으로 하는 새로운 기법의 행렬 곱셈 접근법을 제시하였다. 개발환경으로는 고속병렬 처리가 특화된 OpneCL을 사용하였다. 제안하는 구조는 Kintex UltraScale XKU690T-2FDFG1157C FPGA 보드에서 검증하였다. 하나의 픽셀에 사용되는 파라미터를 계산 시간은 Verilog-HDL 구조보다 약 1.12배 빠른 것으로 확인했다.

인구구조 변동 추세를 반영한 미세먼지 노출에 의한 조기 사망자 추정 (Estimation of Premature Deaths due to Exposure to Particulate Matter (PM2.5) Reflecting Population Structure Change in South Korea)

  • 박정현;장용철;이종현
    • 한국환경보건학회지
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    • 제49권6호
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    • pp.362-371
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    • 2023
  • Background: PM2.5 pollution has been a persistent problem in South Korea, with concentrations consistently exceeding World Health Organization (WHO) guidelines. The aging of the population in the country further exacerbates the health impacts of PM2.5 since older adults are more susceptible to the adverse effects of air pollution. Objectives: This study aims to evaluate how the health impact (premature death) due to long-term exposure to PM2.5 in South Korea could change in the future according to the trend of change in the country's population structure. Methods: The study employs a relative risk function, which accounts for age-specific relative risks, to assess the changes in premature deaths by age and region at the average annual PM2.5 concentration for 2022 and at PM2.5 concentration improvement levels. Premature deaths were estimated using the Global Exposure Mortality Model (GEMM). Results: The findings indicate that the increase in premature deaths resulting from the projected population structure changes up to 2050 would significantly outweigh the health benefits (reduction in premature deaths) compared to 2012. This is primarily attributed to the rising number of premature deaths among the elderly due to population aging. Furthermore, the study suggests that the effectiveness of the current domestic PM2.5 standard would be halved by 2050 due to the increasing impact of population aging on PM2.5-related mortality. Conclusions: The study highlights the importance of considering trends in population structure when evaluating the health benefits of air pollution reduction measures. By comparing and evaluating the health benefits in reflection of changes in population structure to the predicted PM2.5 concentration improvements at the provincial level, a more comprehensive assessment of regional air quality management strategies can be achieved.