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Deep Convolutional Neural Network with Bottleneck Structure using Raw Seismic Waveform for Earthquake Classification

  • Ku, Bon-Hwa;Kim, Gwan-Tae;Min, Jeong-Ki;Ko, Hanseok
    • Journal of the Korea Society of Computer and Information
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    • v.24 no.1
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    • pp.33-39
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    • 2019
  • In this paper, we propose deep convolutional neural network(CNN) with bottleneck structure which improves the performance of earthquake classification. In order to address all possible forms of earthquakes including micro-earthquakes and artificial-earthquakes as well as large earthquakes, we need a representation and classifier that can effectively discriminate seismic waveforms in adverse conditions. In particular, to robustly classify seismic waveforms even in low snr, a deep CNN with 1x1 convolution bottleneck structure is proposed in raw seismic waveforms. The representative experimental results show that the proposed method is effective for noisy seismic waveforms and outperforms the previous state-of-the art methods on domestic earthquake database.

Designing Summary Tables for Mining Web Log Data

  • Ahn, Jeong-Yong
    • Journal of the Korean Data and Information Science Society
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    • v.16 no.1
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    • pp.157-163
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    • 2005
  • In the Web, the data is generally gathered automatically by Web servers and collected in server or access logs. However, as users access larger and larger amounts of data, query response times to extract information inevitably get slower. A method to resolve this issue is the use of summary tables. In this short note, we design a prototype of summary tables that can efficiently extract information from Web log data. We also present the relative performance of the summary tables against a sampling technique and a method that uses raw data.

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Lead isotope ratios characteristics of Excavated bronzes from Korea peninsula (출토 지역과 시대에 따른 한국 청동기의 납동위원소비 분류 특성)

  • Kim, So-Jin;Han, Woo-Rim;Hwang, Jin-Ju;Jeong, Youn-Joong;Han, Min-su
    • 보존과학연구
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    • s.36
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    • pp.4-10
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    • 2015
  • This paper confirms characteristics of lead isotopes of bronze artifacts excavated from Korea peninsula using 673 data classified according to Age, type and region. Lead isotopes data in Early iron ages are distributed in the southern Korean peninsula, but data in Joseon ages are concentrated in zone 3. Also Bronze artifacts excavated from Seoul, Gyeonggi, Chungcheong, Jeolla and Gyeonsang are manufactured using raw materials of the entire Korea peninsula, but bronzes excavated from North Korea aren't produced using raw materials of Gyeonsang provinces. Lead isotopes data will be able to find moving routes of raw materials and to separate the period of mixing and recycling of lead.

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Inhibitory effects of Coptidis Rhizoma on the LPS-induced production of nitric oxide and $TNF-{\alpha}$ in mouse macrophage cells (황련의 쥐 대식세포로부터 LPS에 의해 유도되는 nitric oxide 및 $TNF-{\alpha}$의 생성억제효과)

  • Jung, Hyo-Won;Park, Yong-Ki
    • The Korea Journal of Herbology
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    • v.21 no.2
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    • pp.165-173
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    • 2006
  • Objectives : Coptidis Rhizoma has been known traditional medicine with antimicrobial activities. We investigated inhibitory effects of Coptidis Rhizoma extract on lipopolysaccharide(LPS)-induced nitric oxide production from mouse macrophages. Methods : After Coptidis Rhizoma extract was pretreated in BV2, mouse brain macrophages and RAW264.7 mouse macrophages, cells were activated with LPS. To investigate cytotoxicity Coptidis Rhizoma extract, cell viability was measured by MTT assay. The production of nitric oxide(NO) and inducible nitric oxide synthase(iNOS) was determined in each culture supernatant and mRNA by Griess reaction and RT-PCR. The production of $TNF-{\alpha}$ from cells was measured by ELISA. Results : Coptidis Rhizoma extract significantly inhibited LPS-induced NO production in BV2 and RAW264.7 cells. Coptidis Rhizoma extract also greatly suppressed mRNA expression of iNOS in BV2 and RAW264.7 cells activated by LPS. Conclusion : These data suggests that Coptidis Rhizoma extract may have an anti-inflammatory effect through the inhibition of NO production.

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Anti-inflammatory effects of porcine placenta in forced swimming tested fatigue mice and RAW264.7 cells

  • Nam, Sun-Young;Kang, Sang Woo;Kim, Jongbae;Lee, Won Kyung
    • CELLMED
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    • v.7 no.4
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    • pp.20.1-20.6
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    • 2017
  • Inflammation has been linked to various diseases. Especially, fatigue is a frequent symptom in several inflammatory disorders. Therefore, blocking inflammatory process is effective in fatigue. We investigated whether Denmark porcine placenta (DPP) alleviates fatigue by inhibiting inflammatory reaction using forced swimming test (FST) animal model and RAW264.7 cells. In FST-induced fatigue animal model, the mice which received the DPP for 21 days showed decreases of interleukin $(IL)-1{\beta}$ and IL-6 serum levels. Furthermore, our data revealed that lipopolysaccharide (LPS)-induced $IL-1{\beta}$, IL-6, and tumor necrosis $factor-{\alpha}$ secretion were markedly inhibited by DPP in RAW264.7 cells without inducing cytotoxicity. LPS-enhanced nitric oxide secretion and inducible nitric oxide synthase expression were inhibited by DPP. The present study also figured out that these effects of DPP were mediated by blockade of caspase-1 and nuclear $factor-{\kappa}B$ activation. Taken together, our results indicated that DPP could be alleviating fatigue as candidate of anti-inflammatory agent.

Wild Ginseng Exerts Anti-inflammatory Effects via $NF-{\kappa}B$ inactivation in RAW 264.7 Cells (장뇌산삼의 $NF-{\kappa}B$ 억제를 통한 RAW 264.7 세포에서의 항염증 효과)

  • Ahn, Sang-Hyun;Kim, Jin-Tack;Shin, Heung-Mook
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.21 no.2
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    • pp.498-503
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    • 2007
  • Inducible nitric oxide synthase (iNOS) and cyclooxygenase (COX)-2 are important inflammatory mediators that have been implicated in pathogenesis of inflammation and certain types of human cancers. The present study was designed in order to determine whether Wild ginseng (Panax ginseng C. A. Mayer) could modulate $I{\kappa}B$-kinase (IKK), iNOS and COX-2 gene expression and its immune responses in RAW 264.7 macrophages stimulated with lipopolysaccharide (LPS, 1 ${\mu}/m{\ell}$). Wild ginseng extract dose-dependantly (*0.5 - 2 ${\mu}/m{\ell}$) decreased the LPS-induced IKK, iNOS and COX-2 mRNA expression and its immune responses. Moreover, it inhibited unclear factor (NF)-${\kappa}B$ immune response by LPS. These data be likely to indicate that Wild ginseng may acts as inflammatory regulator and may be possible to develope a useful agent for inflammatory diseases.

K-BSID-II Performance in Normal and High Risk Infants : A Three Year Longitudinal Data Analysis (정상 영아 및 장애 위험 영아의 한국 Bayley 영유아발달검사(K-BSID-II) 수행 비교 : 3년 종단자료분석)

  • Park Choi, Hyewon
    • Korean Journal of Child Studies
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    • v.27 no.1
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    • pp.153-166
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    • 2006
  • Stability of the Korean Bayley Scale of Infant Development-II was tested in 305 infants by two measurements of varying intervals over a span of 5-36 months. Stability of K-BSID-II performance was r=.62(p<.01), r=.08(p<.18), r=.69(p<.01), r=.18(p<.01) for mental scale raw scores, mental scale index scores (MDI), psycho-motor scale raw scores and psycho-motor scale index scores(PDI), respectively. Stability was higher for the shorter test-retest interval group. Correlations between raw scores among infants with retest intervals of more than 2 years were stable on both mental and psycho-motor scales. MDI showed higher stability among high-risk infants than normal infants while PDI showed higher stability among normal infants. Testers and researchers should use both raw scores and index scores for better interpretations.

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Anti-inflammatory effects of ethanol extract from Orostachys japonicus on modulation of signal pathways in LPS-stimulated RAW 264.7 cells

  • Jeong, Jae-Han;Ryu, Deok-Seon;Suk, Dong-Hee;Lee, Dong-Seok
    • BMB Reports
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    • v.44 no.6
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    • pp.399-404
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    • 2011
  • In this study, powder of Orostachys japonicus A. Berger (O. japonicus) was extracted with 95% ethyl alcohol and fractionated using a series of organic solvents, including n-hexane (hexane), dichloromethane (DCM), ethylacetate (EtOAc), n-butanol (BuOH), and water ($H_2O$). We investigated the anti-inflammatory effects of these O. japonicus extracts on lipopolysaccharide (LPS)-stimulated RAW 264.7 cells. Their effects on the expression of inflammatory mediators and transcription factors were analyzed by Western blotting. DCM fraction significantly inhibited formation of reactive oxygen species (ROS) as well as nitric oxide (NO) in LPS-stimulated RAW 264.7 cells. Phosphorylation of the pro-inflammatory transcription factor complex nuclear factor-kappa B (NF-${\kappa}$B) p65 and expression of inducible nitric oxide synthase (iNOS), one of its downstream proteins, were also suppressed by DCM fraction. These effects were regulated by upsteam proteins in the mitogen-activated protein kinase (MAPK) and phosphoinositide 3-kinase/Akt (PI3K/Akt) signaling pathways. Taken together, our data suggest that O. japonicus could be used as a potential source for anti-inflammatory agents.

The Molecular Mechanism of Baicalin on RANKL-induced Osteoclastogenesis in RAW264.7 Cells

  • Ko, Seon-Yle
    • International Journal of Oral Biology
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    • v.38 no.2
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    • pp.67-72
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    • 2013
  • This study examined the anti-osteoclastogenic effects of baicalin on receptor activator of NF-${\kappa}$B ligand (RANKL)-induced RAW264.7 cells. Baicalin is a flavonoid that is produced by Scutellaria baicalensis and is known to have multiple biological properties, including antibacterial, anti-inflammatory and analgesic effects. The effects of baicalin on osteoclasts were examined by measuring 1) cell viability; 2) the formation of tartrate-resistant acid phosphatase (TRAP) (+) multinucleated cells; 3) RANK/RANKL signaling pathways and 4) mRNA levels of osteoclast-associated genes. Baicalin inhibited the formation of RANKL-stimulated TRAP (+) multinucleated cells and also suppressed the RANKL-stimulated activation of p-38, ERK, cSrc and AKT signaling. Baicalin also inhibited the RANKL-stimulated degradation of $I{\kappa}B$ in RAW264.7 cells. In addition, the RANKL-stimulated induction of NFATc1 transcription factors was found to be abrogated by this flavonoid. Baicalin was further found to decrease the mRNA expression of osteoclast-associated genes, including carbonic anhydrase II, TRAP and cathepsin K in the RAW264.7 cells. Our data thus demonstrate that baicalin inhibits osteoclastogenesis by inhibiting the RANKL-induced activation of signaling molecules and transcription factors in osteoclast precursors.

Inhibitory Effect of Curcumin on Nitric Oxide Production in Lipopolysaccharide-Stimulated RAW264.7 Cells and Its Suppressive Mechanism (대식세포주 RAW264.7 세포에서 Curcumin의 Lipopolysaccharide에 의한 Nitric Oxide 생성 억제 효과)

  • Lee, Yong-Gyu;Cho, Jae-Youl
    • Korean Journal of Medicinal Crop Science
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    • v.15 no.6
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    • pp.451-456
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    • 2007
  • Curcumin, a polyphenolic antioxidant purified from turmeric, has been known to possess various biological activities such as anti-oxidative, anti-inflammatory and anti-cancer effects. In this study, we have explored anti-inflammatory effect of curcumin using Gram (-) bacterium-derived endotoxin (lipopolysaccharide: LPS) and macrophage cell line RAW264.7. Curcumin suppressed NO production in LPS-activated RAW264.7 cells in a dose-dependent manner, Curcumin also blocked the activation of $NF-{\kappa}B$ but not AP-1 according to luciferase assay. Furthermore, this compound suppressed the phosphorylation of a series of intracellular signaling components such as Src, JAK-2, Akt, IKK and $I{\kappa}B{\alpha}$ under LPS stimulation in a time dependent manner, Therefore, our data suggest that curcumin was able to protect the host from Gram(-) bacterial-infection-mediated inflammatory symptoms.