• Title/Summary/Keyword: Activation method

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A Deep Neural Network Architecture for Real-Time Semantic Segmentation on Embedded Board (임베디드 보드에서 실시간 의미론적 분할을 위한 심층 신경망 구조)

  • Lee, Junyeop;Lee, Youngwan
    • Journal of KIISE
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    • v.45 no.1
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    • pp.94-98
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    • 2018
  • We propose Wide Inception ResNet (WIR Net) an optimized neural network architecture as a real-time semantic segmentation method for autonomous driving. The neural network architecture consists of an encoder that extracts features by applying a residual connection and inception module, and a decoder that increases the resolution by using transposed convolution and a low layer feature map. We also improved the performance by applying an ELU activation function and optimized the neural network by reducing the number of layers and increasing the number of filters. The performance evaluations used an NVIDIA Geforce GTX 1080 and TX1 boards to assess the class and category IoU for cityscapes data in the driving environment. The experimental results show that the accuracy of class IoU 53.4, category IoU 81.8 and the execution speed of $640{\times}360$, $720{\times}480$ resolution image processing 17.8fps and 13.0fps on TX1 board.

The Effect of Woohwangcheongsim-won on Circulatory Disturbance in Diabetes (우황청심원이 당뇨병 Rat의 혈액순환장애에 미치는 영향)

  • 황성록;정승현;신길조;이원철
    • The Journal of Korean Medicine
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    • v.23 no.2
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    • pp.164-179
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    • 2002
  • Object: Death rate due to hypertension, atherosclerosis, ischemic heart disease and cerebral infarction induced by Westernized diet and increased average life span is on the rise. Decrease in blood circulation, activation of thrombus generation and intravascular lipid accumulation, cited as the principal causes of the above mentioned diseases in recent studies, result in circulatory disturbance and blood vessel obstruction leading to ischemic cell death of heart, brain and peripheral vessels. Method: We investigated the biochemical changes in microvascular permeability, aggregation of platelet and the intravascular lipid accumulation in induced-diabetic rat using Streptozotocin. We also studied the effects of Woohwangcheongsirn-won after oral administration on blood circulation, platelet function and lipid metabolism. The results are as follows: I. Woohwangcheongsim-won increased blood circulation in microvessels. 2. Woohwangcheongsim-won increased the reduced erythrocyte deformability in diabetes. 3. Woohwangcheongsim-won induced the reduction of contents of 2, 3-DPG, but failed to affect the reduced contents of ATP in erythrocyte in diabetes. 4. Woohwangcheongsim-won reduced the activity of Ca/sup 2+/-ATPase in the membrane of erythrocyte. 5. Woohwangcheongsim-won reduced the platelet aggregation evoked by platelet agglutinin factor. 6. Woohwangcheongsim-won reduced the production of platelet-derived granules. 7. Woohwangcheongsim-won reduced the production of metabolites of arachidonic acid in diabetes, and also reduced the production of increased thromboxane B2. 8. Woohwangcheongsim-won reduced the synthesis of oxidized LDL-cholesterol. In conclusion, Woohwangcheongsim-won enhanced blood circulation in microvesseles, erythrocyte deformability and inhibited the increased platelet aggregation and the synthesis of oxidized LDL-cholesterol in diabetes. Therefore Woohwangcheongsim-won is believed to positively affect blood circulation (J Korean Oriental Med 2002;23(2):164-179)

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FUZZY LOGIC KNOWLEDGE SYSTEMS AND ARTIFICIAL NEURAL NETWORKS IN MEDICINE AND BIOLOGY

  • Sanchez, Elie
    • Journal of the Korean Institute of Intelligent Systems
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    • v.1 no.1
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    • pp.9-25
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    • 1991
  • This tutorial paper has been written for biologists, physicians or beginners in fuzzy sets theory and applications. This field is introduced in the framework of medical diagnosis problems. The paper describes and illustrates with practical examples, a general methodology of special interest in the processing of borderline cases, that allows a graded assignment of diagnoses to patients. A pattern of medical knowledge consists of a tableau with linguistic entries or of fuzzy propositions. Relationships between symptoms and diagnoses are interpreted as labels of fuzzy sets. It is shown how possibility measures (soft matching) can be used and combined to derive diagnoses after measurements on collected data. The concepts and methods are illustrated in a biomedical application on inflammatory protein variations. In the case of poor diagnostic classifications, it is introduced appropriate ponderations, acting on the characterizations of proteins, in order to decrease their relative influence. As a consequence, when pattern matching is achieved, the final ranking of inflammatory syndromes assigned to a given patient might change to better fit the actual classification. Defuzzification of results (i.e. diagnostic groups assigned to patients) is performed as a non fuzzy sets partition issued from a "separating power", and not as the center of gravity method commonly employed in fuzzy control. It is then introduced a model of fuzzy connectionist expert system, in which an artificial neural network is designed to build the knowledge base of an expert system, from training examples (this model can also be used for specifications of rules in fuzzy logic control). Two types of weights are associated with the connections: primary linguistic weights, interpreted as labels of fuzzy sets, and secondary numerical weights. Cell activation is computed through MIN-MAX fuzzy equations of the weights. Learning consists in finding the (numerical) weights and the network topology. This feed forward network is described and illustrated in the same biomedical domain as in the first part.

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A study on Nature of the Fixed Idea and the Activation of the Brain for Creative Thinking (고정관념의 정체와 창조적 사고를 위한 두뇌활용법 연구)

  • 유재춘
    • Archives of design research
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    • v.13 no.1
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    • pp.157-166
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    • 2000
  • Since the cognitive science developed as a brandl of academic researdl, studies on human brains have flourished. Emotional features have been centered on the field of design, and the development of the design process has been diversified that makes use of the factors. The purpose of this study is to reflect the current trend and to convert the results into a method for designing. The researdl is based on the mind map techniques which spread like a trendy fashion, and tries to supply a theoretical explanation of how to overcome the fixed idea. Recognizing the importance of learned information in approaching a problem, I regarded the roles of left and right brain as analogue and digital images interpreting them by freely crossing language(digital images) and visual thought (analogue images), using mapping tedlniques. I pursued the research goal of the techniques focusing on the idea of using mapping. As a result of this. I established a logic system [figure 8] in that a proposition which starts as a problem introduction goes on until a problem solution, which is visualized with concept presentation, using a brainstorming technique. According to the suggested concept. I concluded that idea proliferation as a design demand can be solved by applying mapping techniques like one shown in figure 12.

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Characterization of aluminized RDX for chemical propulsion

  • Yoh, Jai-ick;Kim, Yoocheon;Kim, Bohoon;Kim, Minsung;Lee, Kyung-Cheol;Park, Jungsu;Yang, Seungho;Park, Honglae
    • International Journal of Aeronautical and Space Sciences
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    • v.16 no.3
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    • pp.418-424
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    • 2015
  • The chemical response of energetic materials is analyzed in terms of 1) the thermal decomposition under the thermal stimulus and 2) the reactive flow upon the mechanical impact, both of which give rise to an exothermic thermal runaway or an explosion. The present study aims at building a set of chemical kinetics that can precisely model both thermal and impact initiation of a heavily aluminized cyclotrimethylene-trinitramine (RDX) which contains 35% of aluminum. For a thermal decomposition model, the differential scanning calorimetry (DSC) measurement is used together with the Friedman isoconversional method for defining the frequency factor and activation energy in the form of Arrhenius rate law that are extracted from the evolution of product mass fraction. As for modelling the impact response, a series of unconfined rate stick data are used to construct the size effect curve which represents the relationship between detonation velocity and inverse radius of the sample. For validation of the modeled results, a cook-off test and a pressure chamber test are used to compare the predicted chemical response of the aluminized RDX that is either thermally or mechanically loaded.

Studies on the Inulin hydrolyzing enzyme produced by Aspergillus sp. (C-74 strain) Part 1. Some properties of the Inulin hydrolyzing enzyme from selected strain (Aspergillus sp. (C-74 strain)가 생산하는 Inulin 분해효소에 관한 연구 (제 1보) 분리선별한 균주효소의 효소학적 성질)

  • 권태종;정호권;강효원;서정훈
    • Microbiology and Biotechnology Letters
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    • v.1 no.1
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    • pp.37-42
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    • 1973
  • C-74 belonging to the genus of Aspergillus species was selected from two hundred and seventy microorganisms stored at the lab, of microbiology. 1. Sample Inulase was precipitated mainly at pH 8 to 5 by isoelectric point fraction method. 2. The optimum pH of Inulase activity of the enzyme from C-74 strain was about 3.0 3. The optimum temperature of Inulase activity of the enzyme from C-74 strain was about $55^{\circ}C$ 4. The Inulase from C-74 strain was stable at $50^{\circ}C$ for 10mins. 5. The range of the pH stability of the Inulase from C-74 strain was about 2.5-4.5 6. Effect of metal ions on the Inulase activity of the enzyme from C-74 strain was activated by Mg$\^$++/, Sb$\^$+++/ and inhibited by Ag$\^$++/, Hg$\^$++/.

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Molecular Cloning, Purification, and Characterization of a Cold-Adapted Esterase from Photobacterium sp. MA1-3

  • Kim, Young-Ok;Heo, Yu Li;Nam, Bo-Hye;Kim, Dong-Gyun;Jee, Young-Ju;Lee, Sang-Jun;An, Cheul-Min
    • Fisheries and Aquatic Sciences
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    • v.16 no.4
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    • pp.311-318
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    • 2013
  • The gene encoding an esterase from Photobacterium sp. MA1-3 was cloned in Escherichia coli using the shotgun method. The amino acid sequence deduced from the nucleotide sequence (948 bp) corresponded to a protein of 315 amino acid residues with a molecular weight of 35 kDa and a pI of 6.06. The deduced protein showed 74% and 68% amino acid sequence identities with the putative esterases from Photobacterium profundum SS9 and Photobacterium damselae, respectively. Absence of a signal peptide indicated that it was a cell-bound protein. Sequence analysis showed that the protein contained the signature G-X-S-X-G included in most serine-esterases and lipases. The MA1-3 esterase was produced in both soluble and insoluble forms when E. coli cells harboring the gene were cultured at $18^{\circ}C$. The enzyme was a serine-esterase and was active against $C_2$, $C_4$, $C_8$ and $C_{10}$ p-nitrophenyl esters. The optimum pH and temperature for enzyme activity were pH 8.0 and $30^{\circ}C$, respectively. Relative activity remained up to 45% even at $5^{\circ}C$ with an activation energy of 7.69 kcal/mol, which indicated that it was a cold-adapted enzyme. Enzyme activity was inhibited by $Cd^{2+}$, $Cu^{2+}$, $Zn^{2+}$, and $Hg^{2+}$ ions.

Bark Constituents from Mushroom-detoxified $Rhus$ $verniciflua$ Suppress Kainic Acid-induced Neuronal Cell Death in Mouse Hippocampus

  • Byun, Jong-Seon;Han, Yoon-Hee;Hong, Sung-Jun;Hwang, Sung-Mi;Kwon, Yong-Soo;Lee, Hee-Jae;Kim, Sung-Soo;Kim, Myong-Jo;Chun, Wan-Joo
    • The Korean Journal of Physiology and Pharmacology
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    • v.14 no.5
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    • pp.279-283
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    • 2010
  • Urushinol, a plant allergen, has significantly restricted the medical application of $Rhus$ $verniciflua$, although it has been reported to possess a wide variety of biological activities such as anti-inflammatory, antioxidant, and anti-cancer actions. To reduce the urushinol content while maintaining the beneficial biological activities, mushroom-mediated fermentation of $Rhus$ $verniciflua$ was carried out and this method resulted in significantly attenuated allergenicity [1]. In the present study, to examine the neuroprotective properties of mushroom-fermented stem bark of $Rhus$ $verniciflua$, two constituents were isolated from mushroom-fermented bark and their neuroprotective properties were examined in a mouse model of kainic acid (KA)-induced excitotoxicity. KA resulted in significant apoptotic neuronal cell death in the CA3 region of mouse hippocampus. However, seven daily administrations of RVH-1 or RVH-2 prior to KA injection significantly attenuated KA-induced pyramidal neuronal cell death in the CA3 region. Furthermore, pretreatment with RVH-1 and RVH-2 also suppressed KA-induced microglial activation in the mouse hippocampus. The present study demonstrates that RVH-1 and RVH-2 isolated from $Rhus$ $verniciflua$ and detoxified using mushroom species possess neuroprotective properties against KA-induced excitotoxicity. This leads to the possibility that detoxified $Rhus$ $verniciflua$ can be a valuable asset in herbal medicine.

Study of Developmental New Anti-cancer Prescription from Herbs of ‘the activation of blood and the elimination of blood stasis’ (활혈화어법을 응용한 한방 항암처방 개발에 관한 연구)

  • Woo Won Hong;Kim Yoong Su;Jeon Byung Hun;Jeong Woo Yeal
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.16 no.3
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    • pp.409-420
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    • 2002
  • At once Medicine of East and West have the same purpose in treating, but there is a difference between the method of medical care and the view/slant on a disease each other. In the East Medicine, It is very difficult to explain the concept of Hwalhyulhwau but it is one of the way to cure cancer for long time. Be based on the theory of the East Medicine, research single medicine's anti-cancer effect among the natural products that has anti-cancer function. Moreover, for the purpose of finding new way to cure and prevent against cancer, we, the researchers, divided into four groups for this research: Group one: survey new substance with anti-cancer effects from natural products. Group two: research of anti-cancer mechanism through the experimental studies. Group three: research of immune responses in anti-canncer effects from natural products. Group four: research of the inhibitory effect on metastasis through the anti-angiogenesis. From the above results, we blended efficacious medidcines against cancer and made new prescriptions of Soam-I and Soam-II. Now, we are studying on these new prescriptions. We speculate that Soam-I and Soam-II may be used for a new conceptional anticancer therapy.

Vertical Neutron Reflectometer at HANARO (하나로 수직형 중성자 반사율 측정장치)

  • Lee J.S.;Lee C.H.;Hong K.P.;Choi B.H.;Choi Y.H.;Kim Y.J.;Shin K.W.
    • Journal of the Korean Vacuum Society
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    • v.14 no.3
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    • pp.132-137
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    • 2005
  • Neutron reflectometer has been installed at HANARO, research reactor in Korea. It has vertical sample geometry and the wavelength of incident neutron beam is $2.459\;\AA$ Neutron fluxes at monochromator and sample position were $4.5\times10^9\;n/cm^2/sec,\;6.64\times10^6\;n/cm^2/sec4 those were measured by gold wire activation method. Also, some reference thin films such as d-PS, $SiO_2$ were measured and analyzedwith HANARO neutron reflectometer. As result of the work, it was certified that minimum reflectivity and available Q range were $10^{-6},\;and\;0.003\sim0.3\;\AA^{-1}$ respectively.