• IEMEK Journal of Embedded Systems and Applications
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• v.17 no.6
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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.

• Proceedings of the Optical Society of Korea Conference
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• 2006.02a
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• pp.207-208
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• 2006

• The Journal of Korean Medicine
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• v.23 no.1
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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.

• The Journal of Korean Medicine
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• v.23 no.1
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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.

• The Korea Journal of Herbology
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• v.27 no.4
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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.

• The Journal of Korean Medicine
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• v.22 no.3
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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.

• Korean Chemical Engineering Research
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• v.44 no.1
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• pp.73-80
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• 2006

This study compared cell expansion and colony forming ability in human cord blood stem cells cultured ex vivo with two kinds of cytokine combinations, two kinds of media, presence or absence of fetal bovine serum (FBS) and two or three dimensional (2D or 3D) culture environments. Purified $CD34^+$ cells were cultured in the IMDM (Iscove's Modified Dulbecco's Medium) and SFM (Serum Free Medium) containing a cytokine cocktail-I (coc-I) (EPO, GMCSF, SCF, and IL-3) or a cytokine cocktail-II (coc-II) (TPO, G-CSF, SCF, IL-6, and Flt3/Flk-2 ligand) with or without FBS. Generally, higher cellular and clonogenic expansion were observed in the coc-I cytokine condition, compared to coc-II cytokine condition. 3D (Methocult) and 2D (IMDM + coc-I + FBS) conditions gave the greatest cell ($2,258{\pm}456$ fold) and CFU (BFU-E: $652{\pm}19$, CFU-GM: $520{\pm}58$, CFU-GEMM: $339{\pm}100$ fold) expansions, respectively. In aspect of medium, IMDM was better than SFM, except for coc-II condition without FBS. In conclusion, 'IMDM + coc-I + FBS' and 'IMDM + coc-I' were the best CFU expansions on the occasion of all culture conditions. FBS and 2D conditions had affirmative effect on CFU expansion, generally. These data might provide a variety of notions about ex vivo expansion of hematopoietic stem cells.

• The Korea Journal of Herbology
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• v.28 no.4
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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.

• The Journal of the Convergence on Culture Technology
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• v.4 no.4
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• pp.373-377
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• 2018

In this paper, we propose an implementation of a neural network accelerator for reducing the rendering noise using OpenCL. Among the rendering algorithms, we selects a ray tracing to assure a high quality graphics. Ray tracing rendering uses ray to render, less use of the ray will result in noise. Ray used more will produce a higher quality image but will take operation time longer. To reduce operation time whiles using fewer rays, Learning Base Filtering algorithm using neural network was applied. it's not always produce optimize result. In this paper, a new approach to Matrix Multiplication that is based on General Matrix Multiplication for improved performance. The development environment, we used specialized in high speed parallel processing of OpenCL. The proposed architecture was verified using Kintex UltraScale XKU6909T-2FDFG1157C FPGA board. The time it takes to calculate the parameters is about 1.12 times fast than that of Verilog-HDL structure.

• Journal of Environmental Health Sciences
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• v.49 no.6
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• pp.362-371
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• 2023

Background: PM_2.5 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 PM_2.5 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 PM_2.5 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 PM_2.5 concentration for 2022 and at PM_2.5 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 PM_2.5 standard would be halved by 2050 due to the increasing impact of population aging on PM_2.5-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 PM_2.5 concentration improvements at the provincial level, a more comprehensive assessment of regional air quality management strategies can be achieved.