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A Study on Function which supported GPU and Function Structure Optimization for AI Inference (서버리스 플랫폼에서 GPU 지원 및 인공지능 모델 추론 에 적합한 함수 구조에 관한 연구)

  • Hwang, Dong-Hyun;Kim, Dongmin;Choi, Young-Yoon;Han, Seung-Ho;Jeon, Gi-Man;Son, Jae-Gi
    • Annual Conference of KIPS
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    • 2019.10a
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    • pp.19-20
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    • 2019
  • 서버리스 프레임워크(Serverless Framework)는 마이크로서비스 아키텍처의 이론을 클라우드와 컨테이너를 기반으로 구현한 것으로 아마존의 AWS(Amazon Web Service)와 같은 퍼블릭 클라우드 플랫폼이 서비스됨에 따라 활용도 높아지고 있다. 하지만 현재까지의 플랫폼들은 GPU 와 같은 하드웨어의 의존성을 가진 인공지능 모델의 서비스에는 지원이 부족하다. 이에 본 논문에서는 컨테이너 기반의 오픈소스 서버리스 플랫폼을 대상으로 엔비디어-도커와 k8s-device-plugin 을 적용하여 GPU 활용이 가능한 서버리스 플랫폼을 구현하였다. 또한 인공지능 모델이 컨테이너에서 구동될 때 반복되는 가중치 로드를 줄이기 위한 구조를 제안한다. 본 논문에서 구현된 서버리스 플랫폼은 객체 검출 모델인 SSD(Single Shot Multibox Detector) 모델을 이용하여 성능 비교 실험을 진행하였으며, 그 결과 인공지능 모델이 적용된 서버리스 플랫폼의 함수 응답 시간이 개선되었음을 확인하였다.

Design and Implementation of a Digital Evidence Management Model Based on Hyperledger Fabric

  • Jeong, Junho;Kim, Donghyo;Lee, Byungdo;Son, Yunsik
    • Journal of Information Processing Systems
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    • v.16 no.4
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    • pp.760-773
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    • 2020
  • When a crime occurs, the information necessary for solving the case, and various pieces of the evidence needed to prove the crime are collected from the crime scene. The tangible residues collected through scientific methods at the crime scene become evidence at trial and a clue to prove the facts directly against the offense of the suspect. Therefore, the scientific investigation and forensic handling for securing objective forensic in crime investigation is increasingly important. Today, digital systems, such as smartphones, CCTVs, black boxes, etc. are increasingly used as criminal information investigation clues, and digital forensic is becoming a decisive factor in investigation and trial. However, the systems have the risk that digital forensic may be damaged or manipulated by malicious insiders in the existing centralized management systems based on client/server structure. In this paper, we design and implement a blockchain based digital forensic management model using Hyperledger Fabric and Docker to guarantee the reliability and integrity of digital forensic. The proposed digital evidence management model allows only authorized participants in a distributed environment without a central management agency access the network to share and manage potential crime data. Therefore, it could be relatively safe from malicious internal attackers compared to the existing client/server model.

Synthesis of Silicone Surfactant for Antifoamer (저기포성 실리콘 계면활성제의 합성)

  • Jeong, Noh-Hee;Son, Hyun-Gu
    • Journal of the Korean Applied Science and Technology
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    • v.25 no.2
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    • pp.115-122
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    • 2008
  • The hydrosilylation is an addition reaction of Si-H bond to unsaturated double bonds, which provides a convenient mechanism to synthesize poly(dimethylsiloxane-co-methylsiloxane)copolymer having siloxy units in polymer backbone. In this study, Poly(dimethylsiloxane-co-methylsiloxane) copolymer was synthesized through the polymerization reaction of cyclopentasiloxane with poly(methyl-hydrogen) siloxane. Silicone-hydrogen functional group of the poly(dimethylsiloxane-co-methylsiloxane) copolymer was substituted to the alkyl groups by hydrosilylation. And their structure was analyzed with FT-IR, H-NMR and GPC instruments, respectively. Surface tension of the synthetic compounds is increased from 22dyne/cm to 25dyne/cm according to increase additional EO moles. The cmc which was evaluated by surface tension was ranged $10^{-5}$ to $10^{-4}mol/L$ and it was decreased according to increase of dimethyl siloxyl content. HLB number of these surfactants was evaluated 9.5 to 11.5 range. These silicone surfactants is applied to self-emulsifier defoamer and personal care products as surface tension depressant, emulsifier, foam control agent.

Aircraft Identification and Orientation Estimention Using Multi-Layer Neural Network (다층 신경망을 사용한 항공기 인식 및 3차원 방향 추정)

  • Kim, Dae-Young;Chien, Sung-Il;Son, Hyon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.16 no.1
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    • pp.35-45
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    • 1991
  • Multi layer neural network using backpropagation learning algorithm is used to achieve identification and orientation estimation of different classes of aircraft in the variety of 3-D orientations. In-plane distortion invarient$(L,\;{\Phi})$ feature was extracted from each aircraft image to be used for training neural network aircraft classifier. For aircraft identification the optimum structure of the neural network classifier is studied to obtain high classification performance. Effective reductioin of learning time was achieved by using modified backpropagation learning algorithm and varying, learning parameters.

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A Study on Pore Structure and Mechanical Properties of Porous Titanium Fabricated by Three-dimensional Layer Manufacturing Process (3차원적층조형법으로 제조된 타이타늄 금속 다공체의 기공구조 및 기계적 특성에 관한 연구)

  • Son, Byoung-hwi;Hong, Jae-geun;Hyun, Yong-taek;Bae, Seok-choun;Kim, Seung-eon
    • Korean Journal of Metals and Materials
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    • v.50 no.2
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    • pp.100-106
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    • 2012
  • This study was performed to fabricate porous titanium foam by three-dimensional layer manufacturing process, and to evaluate the porosities, compressive stress, Young's modulus and fracture pattern. Porous titanium foam was made of CP(Commercial Pure) titanium powder (${\leq}5{\mu}m$). Total porosities of titanium foam were in the range of 55-68%. Pore size distribution was $200-440{\mu}m$ for coarse pores, $50-100{\mu}m$ for intermediate pores and $5-10{\mu}m$ for fine pores. Compression elastic modulus and compression stress were decreased with increasing porosity. Young's modulus ranged from 1.04-5.62 GPa and maximum stress ranged from 20-241 MPa. Regarding the mechanical properties, 3D(Three Demensional) porous titanium fabricated layer manufacturing is a promising material for human bone replacement.

Isolation of a sleep-promoting compound from Polygonatum sibiricum rhizome

  • Jo, Kyungae;Kim, Hoon;Choi, Hyeon-Son;Lee, Seung-Su;Bang, Myun-Ho;Suh, Hyung Joo
    • Food Science and Biotechnology
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    • v.27 no.6
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    • pp.1833-1842
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    • 2018
  • The aim of this study was to identify sleep-promoting substance from Polygonatum sibiricum rhizome extract (PSE) with the regulation of sleep architecture. PSE showed a decrease in sleep latency time and an increase in the sleeping time. In the electroencephalography analysis of rats, PSE (150 mg/kg) showed an increase of non-rapid eye movement by 38% and a decrease of rapid eye movement by 31% compared to the control. This sleep-promoting activity was found to be involved in the $GABA_A$-BDZ receptor. The chemical structure of the pure compound was determined by the $^1H$ and $^{13}C$ nuclear magnetic resonance spectroscopy and gas chromatography mass spectrometry analysis; active compound was glyceryl-1-monolinoleate. The commercial standard glyceryl-1-monolinoleate showed a similar inhibitory concentration on [$^3H$]-flumazenil binding to $GABA_A$-BDZ receptors with final active fraction of PSE. The results indicate that glyceryl-1-monolinoleate is a major active compound responsible for the PSE-derived sleep promotion.

Effects of Current Density and Phosphoric Acid Concentration on Anodic Oxide Film of Titanium (전류밀도와 전해액의 인산농도가 Ti 양극 산화 피막에 미치는 영향)

  • Kim, Kye-Sung;Chung, Won-Sub;Shin, Heon-Cheol;Choe, Young-Son;Cho, Young-Rae
    • Korean Journal of Metals and Materials
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    • v.46 no.6
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    • pp.370-376
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    • 2008
  • The formation of anodic oxide film of titanium (Ti) was studied at a variety of electrolyte concentrations and current density to clarify their effects on morphology, microstructure and composition of Ti oxide layer. For the analysis of the Ti oxide films, a scanning electron microscopy (SEM), X-ray diffractometer (XRD), and X-ray photoelectron spectroscopy (XPS) were used. The results showed that the concentration of phosphoric acid played a crucial role in the crystalline structure of the Ti oxide layer while the current density gave a critical effect on the thickness and diameter of its pore. In particular, the crystalline anatase phase with a thickness larger than $2{\mu}m$, which is quite desirable for a dental implant application, could be readily prepared at the phosphoric acid concentration of 0.5 M and current density higher than $2.0A/dm^2$.

Selective doping of Li-rich layered oxide cathode materials for high-stability rechargeable Li-ion batteries

  • Han, Dongwook;Park, Kwangjin;Park, Jun-Ho;Yun, Dong-Jin;Son, You-Hwan
    • Journal of Industrial and Engineering Chemistry
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    • v.68
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    • pp.180-186
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    • 2018
  • We report the discovery of Li-rich $Li_{1+x}[(Ni_{0.225}Co_{0.15}Mn_{0.625})_{1-y}V_y]O_2$ as a cathode material for rechargeable lithium-ion batteries in which a small amount of tetravalent vanadium ($V^{4+}$) is selectively and completely incorporated into the manganese sites in the lattice structure. The unwanted oxidation of vanadium to form a $V_2O_5-like$ secondary phase during high-temperature crystallization is prevented by uniformly dispersing the vanadium ions in coprecipitated $[(Ni_{0.225}Co_{0.15}Mn_{0.625})_{1-y}V_y](OH)_2$ particles. Upon doping with $V^{4+}$ ions, the initial discharge capacity (>$275mA\;h\;g^{-1}$), capacity retention, and voltage decay characteristics of the Li-rich layered oxides are improved significantly in comparison with those of the conventional undoped counterpart.

Quantitative Interchangeability Evaluation Method Considering Part Replacement Decision Algorithm of Small Equipment (소형장비의 부품 교체단위결정 알고리즘을 고려한 정량적인 교체성 평가방법)

  • Kim, Jong-Do;Son, Woo-Hyun;Park, Sang-Jin;Mok, Hak-Soo
    • Journal of the Korean Society of Industry Convergence
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    • v.22 no.5
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    • pp.537-544
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    • 2019
  • In currently electronic systems, the speed of information integration has increased due to the development of electronic technology. However, due to the increase in the number of parts and groups, the product structure has become complicated. In this paper, a study was conducted to evaluate quantitatively the replacement of a small equipment. First, the level of the replacement was determined through the algorithm for the replacement level of parts. Next, we defined the ease of detail replacment, and the factors for each detail replacement. In order to calculate the weighting of the detail ease, we performed the analysis of the replacement process of subcomponents of communication exchanger and defined the evaluation criteria. Finally, the completion of the evaluation check sheet and the evaluation score table.

Heat Transfer Characteristics depending on the Length of a Channel with Pin-Fin Array (핀-휜을 삽입한 채널의 길이에 따른 열전달 특성 변화)

  • Son, Young-Seok;Shin, Jee-Young;Lee, Sang-Rog
    • Korean Journal of Air-Conditioning and Refrigeration Engineering
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    • v.19 no.5
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    • pp.418-425
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    • 2007
  • The power consumption and heat generation in a chip increase as the components are miniaturized and the computing speed becomes faster. Therefore, suitable heat dissipation has become one of the primary limiting factors to ensure the guaranteed performance and reliable operation of the electronic devices. A pin-fin array which may be considered as a porous medium could be used as an alterative cooling system of the electronic equipment. The aim of the present study is to investigate the forced-convective heat transfer characteristics of pin-fin heat exchangers. Convective heat transfer through the pin~fin array is analyzed experimentally based on porous medium approach. The influence of the structure of the pin-fin array including the pin-fin spacing, the pin diameter and plate length on heat transfer characteristic is investigated and compared with the Previous analytical results and existing correlation equations. Nowadays, electronic and mechanical devices become smaller and smaller. In this sense, the main purpose of this study is to decide the optimum pin-fin arrangement to get similar heat transfer performance when the length of the existing cooling system is reduced as a half.