• 제목/요약/키워드: Activation Functions

검색결과 666건 처리시간 0.023초

GLOBAL ROBUST STABILITY OF TIME-DELAY SYSTEMS WITH DISCONTINUOUS ACTIVATION FUNCTIONS UNDER POLYTOPIC PARAMETER UNCERTAINTIES

  • Wang, Zengyun;Huang, Lihong;Zuo, Yi;Zhang, Lingling
    • 대한수학회보
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    • 제47권1호
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    • pp.89-102
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    • 2010
  • This paper concerns the problem of global robust stability of a time-delay discontinuous system with a positive-defined connection matrix under polytopic-type uncertainty. In order to give the stability condition, we firstly address the existence of solution and equilibrium point based on the properties of M-matrix, Lyapunov-like approach and the theories of differential equations with discontinuous right-hand side as introduced by Filippov. Second, we give the delay-independent and delay-dependent stability condition in terms of linear matrix inequalities (LMIs), and based on Lyapunov function and the properties of the convex sets. One numerical example demonstrate the validity of the proposed criteria.

비선형, 비정상 시계열 예측을 위한 RBF(Radial Basis Function) 회로망 구조 (RBF Network Structure for Prediction of Non-linear, Non-stationary Time Series)

  • 김상환;이종호
    • 대한전기학회논문지:전력기술부문A
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    • 제48권2호
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    • pp.168-175
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    • 1999
  • In this paper, a modified RBF(Radial Basis Function) network structure is suggested for the prediction of a time-series with non-linear, non-stationary characteristics. Coventional RBF network predicting time series by using past outputs sense the trajectory of the time series and react when there exists strong relation between input and hidden activation function's RBF center. But this response is highly sensitive to level and trend of time serieses. In order to overcome such dependencies, hidden activation functions are modified to react to the increments of input variable and multiplied by increment(or dectement) for prediction. When the suggested structure is applied to prediction of Macyey-Glass chaotic time series, Lorenz equation, and Rossler equation, improved performances are obtained.

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Inhibitory Effect of Ginsenoside-Rp1, a Novel Ginsenoside Derivative, on the Functional Activation of Macrophage-like Cells

  • Park, Tae-Yoon;Cho, Jae-Youl
    • Biomolecules & Therapeutics
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    • 제16권4호
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    • pp.370-376
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    • 2008
  • Ginsenoside Rp1 (G-Rp1) is a ginseng saponin derivative with chemopreventive and anti-cancer activities. In this study, we examined the regulatory activity of G-Rp1 on the functional activation of macrophages. G-Rp1 remarkably inhibited TNF-$\alpha$ production, LPS-induced cell cytotoxicity, NO production, ROS generation, and phagocytic uptake from lipopolysacchride (LPS)-activated RAW264.7 cells. According to structural feature study using several G-Rp1 analogs, two carbohydrates (glucose-glucose) at R1 position were observedto be highly effective, compared to other structural derivatives. Although the inhibitory activities of G-Rp1 on macrophage functions were not remarkable, several points that G-Rp1 was known to be safe, and that this compound was orally effective, suggest that G-Rp1 may be beneficial in treating macrophage-mediated immunological diseases.

Ovarian Tumors in Rbp9 Mutants of Drosophila Induce an Immune Response

  • Kim, Jihyun;Kim, Chun;Kim-Ha, Jeongsil
    • Molecules and Cells
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    • 제22권2호
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    • pp.228-232
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    • 2006
  • The Drosophila protein, Rbp9, is homologous to human Hu, which is reported to be involved in small cell lung cancer. Rbp9 functions in cystocyte differentiation, and mutations in Rbp9 cause ovarian tumors. Here we show that the antimicrobial peptide, Attacin, is upregulated in Rbp9 mutants, especially in ovaries where tumors form. Upregulation seems to result from activation of the NF-${\kappa}B$ pathway since we detected nuclear localization of Relish in Rbp9 mutant ovaries but not in wild type ovaries. Inactivation of NF-${\kappa}B$ in the Rbp9 mutant allows prolonged survival of malformed egg chambers. We conclude that Drosophila initiates an anti-tumor defense response via activation of NF-${\kappa}B$.

Structural Studies of G Protein-Coupled Receptors

  • Zhang, Dandan;Zhao, Qiang;Wu, Beili
    • Molecules and Cells
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    • 제38권10호
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    • pp.836-842
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    • 2015
  • G protein-coupled receptors (GPCRs) constitute the largest and the most physiologically important membrane protein family that recognizes a variety of environmental stimuli, and are drug targets in the treatment of numerous diseases. Recent progress on GPCR structural studies shed light on molecular mechanisms of GPCR ligand recognition, activation and allosteric modulation, as well as structural basis of GPCR dimerization. In this review, we will discuss the structural features of GPCRs and structural insights of different aspects of GPCR biological functions.

Endoplasmic Reticulum Stress Induces CAP2 Expression Promoting Epithelial-Mesenchymal Transition in Liver Cancer Cells

  • Yoon, Sarah;Shin, Boram;Woo, Hyun Goo
    • Molecules and Cells
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    • 제44권8호
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    • pp.569-579
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    • 2021
  • Cyclase-associated protein 2 (CAP2) has been addressed as a candidate biomarker in various cancer types. Previously, we have shown that CAP2 is expressed during multi-step hepatocarcinogenesis; however, its underlying mechanisms in liver cancer cells are not fully elucidated yet. Here, we demonstrated that endoplasmic reticulum (ER) stress induced CAP2 expression, and which promoted migration and invasion of liver cancer cells. We also found that the ER stress-induced CAP2 expression is mediated through activation of protein kinase C epsilon (PKCε) and the promotor binding of activating transcription factor 2 (ATF2). In addition, we further demonstrated that CAP2 expression promoted epithelial-mesenchymal transition (EMT) through activation of Rac1 and ERK. In conclusion, we suggest that ER stress induces CAP2 expression promoting EMT in liver cancer cells. Our results shed light on the novel functions of CAP2 in the metastatic process of liver cancer cells.

Current Understanding of Cytotoxic T Lymphocyte Antigen-4 (CTLA-4) Signaling in T-Cell Biology and Disease Therapy

  • Kim, Gil-Ran;Choi, Je-Min
    • Molecules and Cells
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    • 제45권8호
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    • pp.513-521
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    • 2022
  • Cytotoxic T lymphocyte antigen-4 (CTLA-4) is an immune checkpoint molecule that is mainly expressed on activated T cells and regulatory T (Treg) cells that inhibits T-cell activation and regulates immune homeostasis. Due to the crucial functions of CTLA-4 in T-cell biology, CTLA-4-targeted immunotherapies have been developed for autoimmune disease as well as cancers. CTLA-4 is known to compete with CD28 to interact with B7, but some studies have revealed that its downstream signaling is independent of its ligand interaction. As a signaling domain of CTLA-4, the tyrosine motif plays a role in inhibiting T-cell activation. Recently, the lysine motif has been shown to be required for the function of Treg cells, emphasizing the importance of CTLA-4 signaling. In this review, we summarize the current understanding of CTLA-4 biology and molecular signaling events and discuss strategies to target CTLA-4 signaling for immune modulation and disease therapy.

Deep learning neural networks to decide whether to operate the 174K Liquefied Natural Gas Carrier's Gas Combustion Unit

  • Sungrok Kim;Qianfeng Lin;Jooyoung Son
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 2022년도 추계학술대회
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    • pp.383-384
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    • 2022
  • Gas Combustion Unit (GCU) onboard liquefied natural gas carriers handles boil-off to stabilize tank pressure. There are many factors for LNG cargo operators to take into consideration to determine whether to use GCU or not. Gas consumption of main engine and re-liquefied gas through the Partial Re-Liquefaction System (PRS) are good examples of these factors. Human gas operators have decided the operation so far. In this paper, some deep learning neural network models were developed to provide human gas operators with a decision support system. The models consider various factors specially into GCU operation. A deep learning model with Sigmoid activation functions in input layer and hidden layers made the best performance among eight different deep learning models.

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시호 Saponin의 혈소판 활성화 작용에 관한 연구 (Studies on Platelet Activation of Saikosaponin Isolated From Bupleuri Radix)

  • 박영현;송민주;김남수
    • 한국식품위생안전성학회지
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    • 제13권4호
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    • pp.355-359
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    • 1998
  • 식물중에서 배당체 일종인 saponins을 다량 함유한 시호(Bupleurum falcatum)로부터 생체 조절 기능을 갖는 유효성분을 분리하여 혈소판 활성화 작용을 통하여 뇌심혈관계 질환 연구에 이용하고자 시호 용매 분획물에서 분리 및 동정한 Saikosapini을 thronbin, collagen, arachidonic acid 등의 효능제(agonist)와 세포의 $Ca^{2+}$ 의존성을 비교연구하였다. 시호 용매추출물 중에 acetone 추출물이 혈소판 응집작용이 강하며, 그 유효성분을 분리 및 동정한 saikosaponin a와 d는 C16 위치에 각각 ${\alpha}와\;{\beta}$형의 OH기를 갖는 이성체로, saikosapnin d가 a보다 강한 응집작용을 갖는 구조활성관계를 나타내고 있다. 각 효능제에 따라서 혈소판 활성화에 대한 세포의 $Ca^{2+}$ 의존성은 thrombin > colagen $\geq$ PAF>PMA> arachidonic acid $\geq$ Ionophore A23187순으로 나타났다. 시호 추출물 및 saikosaponin의 혈소판 활성화 작용은 기존 효능제와 다른 세포의 $Ca^{2+}$의존성을 나타내는 것으로 사료된다.

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21 세기의 농업 보급 (Agricultural Extension for the 21 st Century)

  • 후지타야스키;민성희
    • 농촌지도와개발
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    • 제7권1호
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    • pp.31-44
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    • 2000
  • Securing food safety, natural and social environmental protection, and activation of rural communities are some of challenging tasks for the 21st century. National consensus on agriculture as a basic and public industry would be needed to solve these challenging tasks. Agricultural policy and extension education should be focused on encouraging farmers to achieve better production and management by developing their motivation and ability. Systematic and organizational efforts to make a better environment for farming and farm management should be the major target of agricultural policy and extension services in the future. To meet changing needs of farmer, agricultural extension services should change programs, functions, information sources, and methods of delivery to adopt experiential learning for farmers. Functions for consultation, suggestion and organization should be extended and advisory services for farmers should be emphasized by providing extension education.

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