• Title/Summary/Keyword: R패키지

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Analysis of big data using Rhipe (Rhipe를 활용한 빅데이터 처리 및 분석)

  • Ko, Youngjun;Kim, Jinseog
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.5
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    • pp.975-987
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    • 2013
  • The Hadoop system was developed by the Apache foundation based on GFS and MapReduce technologies of Google. Many modern systems for managing and processing the big data have been developing based on the Hadoop because the Hadoop was designed for scalability and distributed computing. The R software has been considered as a well-suited analytic tool in the Hadoop based systems because the R is flexible to other languages and has many libraries for complex analyses. We introduced Rhipe which is a R package supporting MapReduce programming easily under the Hadoop system, and implemented a MapReduce program using Rhipe for multiple regression especially. In addition, we compared the computing speeds of our program with the other packages (ff and bigmemory) for processing the large data. The simulation results showed that our program was more fast than ff and bigmemory as the size of data increases.

Parasitic Capacitance Analysis with TSV Design Factors (TSV 디자인 요인에 따른 기생 커패시턴스 분석)

  • Seo, Seong-Won;Park, Jung-Rae;Kim, Gu-Sung
    • Journal of the Semiconductor & Display Technology
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    • v.21 no.4
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    • pp.45-49
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    • 2022
  • Through Silicon Via (TSV) is a technology that interconnects chips through silicon vias. TSV technology can achieve shorter distance compared to wire bonding technology with excellent electrical characteristics. Due to this characteristic, it is currently being used in many fields that needs faster communication speed such as memory field. However, there is performance degradation issue on TSV technology due to the parasitic capacitance. To deal with this problem, in this study, the parasitic capacitance with TSV design factors is analyzed using commercial tool. TSV design factors were set in three categories: size, aspect ratio, pitch. Each factor was set by dividing the range with TSV used for memory and package. Ansys electronics desktop 2021 R2.2 Q3D was used for the simulation to acquire parasitic capacitance data. DOE analysis was performed based on the reaction surface method. As a result of the simulation, the most affected factors by the parasitic capacitance appeared in the order of size, pitch and aspect ratio. In the case of memory, each element interacted, and in the case of package, it was confirmed that size * pitch and size * aspect ratio interact, but pitch * aspect ratio does not interact.

Neural network analysis using neuralnet in R (R의 neuralnet을 활용한 신경망분석)

  • Baik, Jaiwook
    • Industry Promotion Research
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    • v.6 no.1
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    • pp.1-7
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    • 2021
  • We investigated multi-layer perceptrons and supervised learning algorithms, and also examined how to model functional relationships between covariates and response variables using a package called neuralnet. The algorithm applied in this paper is characterized by continuous adjustment of the weights, which are parameters to minimize the error function based on the comparison between the actual and predicted values of the response variable. In the neuralnet package, the activation and error functions can be appropriately selected according to the given situation, and the remaining parameters can be set as default values. As a result of using the neuralnet package for the infertility data, we found that age has little influence on infertility among the four independent variables. In addition, the weight of the neural network takes various values from -751.6 to 7.25, and the intercepts of the first hidden layer are -92.6 and 7.25, and the weights for the covariates age, parity, induced, and spontaneous to the first hidden neuron are identified as 3.17, -5.20, -36.82, and -751.6.

A Study on Women's Specific Package Factors for Compact Vehicle (소형차에서의 여성 특화 패키지 인자 연구)

  • Nam, Jongyong;Lee, Yong;Kim, Taeyub;Park, Inseong;Lee, Hotaek
    • Transactions of the Korean Society of Automotive Engineers
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    • v.22 no.3
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    • pp.157-165
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    • 2014
  • To develop a compact vehicle for women, the most important areas are 'behavioral characteristics, life style and driving posture'. Static AM95%ile manikin is used for package guideline. Since women's characteristics and sitting position are different from men, however, the guideline cannot satisfy women drivers. Therefore, the goal of this study is to make the database with dynamic women's driving posture and behavioral characteristics at compact vehicle. Research process will be made as follows. Firstly, through the online/offline survey and statistic analysis, lifestyle and behavioral characteristics (discomfort elements) of women are extracted. Secondly, the author performs scenario test to acquire the discomfort value of driving situation and life style. 3D models of women's manikin and driving posture were created by CATIA HUMAN. The 3D models are used for the purpose of analyzing women's driving posture. Finally, with the ANOVA result and comparison between real driving posture and package guidelines, the author is able to suggest the main issue for women drivers.

Simulation Modeling of Profit Optimization and Output Analysis using R (R을 활용한 이윤 최적화 시뮬레이션 모델링 및 결과 분석)

  • Cho, Min-Ho;Jeon, Yong-Ho
    • The Journal of the Korea institute of electronic communication sciences
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    • v.9 no.8
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    • pp.883-888
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    • 2014
  • Simulation is now using in various area as an effective decision analysis tool in complex environment of today. But, There is a focus to the simulation model development and execution better than result analysis. This article will emphasis to the importance of result analysis apart from model development in simulation, and will use R package for profit optimization simulation. R has a various function in statistic analysis and data manipulation, graphic display. So this research can show the value of R as a tool for simulation.

RF Characteristics of TO-can Packaged FP-LD Optical Transceiver Module (TO-can 패키지 레이저 다이오드 모듈의 주파수 특성 개선)

  • 이동수
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.17 no.4
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    • pp.8-12
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    • 2003
  • Characteristics of optical transceiver module in radio frequency(RF) band were investigated with TO-can packaged Fabry-Perot laser diode(FP-LD). R-L-C parameters for equivalent circuit model of the LD were extracted with an impedance analyzer. With this model, impedance matching to the packaged LD could be performed by eliminating inductive components of the leads in the package by using lumped chip capacitors that have opposite reactance, while it shows resonance dip in low frequency band. The resonance dip could be removed using lumped elements for impedance matching by shifting the resonance frequency to the region out of interest.

An Application of R Commander on Probability and Statistics Education in Middle and High School Mathematics (중.고등학교 확률과 통계영역 교육에서의 R Commander의 활용)

  • Jang, Dae-Heung
    • Communications of Mathematical Education
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    • v.21 no.3
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    • pp.541-557
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    • 2007
  • Jang(2007a, b) described the overall explanation about R statistical package and application on probability and statistics education. With referring the contents of the 7th national mathematics curriculum, we suggest the plan for applications of R Commander on probability and statistics education in middle and high school mathematics.

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A New Smallest 1200V Intelligent Power Module for Three Phase Motor Drives (3상 모터 구동을 위한 새로운 1200V 지능형 전력 반도체 모듈)

  • Lee, JongUk;Lee, Minsub;Beak, Miran;Lee, Junbae;Chung, Daewoong
    • Proceedings of the KIPE Conference
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    • 2018.11a
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    • pp.157-158
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    • 2018
  • 본 논문은 3상 AC 모터와 영구동기자석 모터제어를 위한 새로운 1200V, 5A/10A 지능형 전력반도체 모듈(Intelligent Power Module, IPM) 제품을 소개한다. 이 전력 모듈은 DIP(Dual in line)패키지의 DBC(Direct Bond Copper)로 구성되어 있으며 Silicon on Insulator, SOI type의 6 채널 게이트 드라이브와 6개의 IGBT, Diode로 구성되어 있다. 본 논문에서는 1200V, 5A/10A 의 새로운 전력반도체의 전기적 특성 및 드라이빙 퍼포먼스를 소개한다.

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The Intelligent Power Modules Assembly with Reverse Conduction IGBTs and SOI Driver for Low Power Motor Drives (저전력 모터 구동을 위한 SOI 드라이브 IC 와 RC-IGBT를 탑재한 지능형 반도체 모듈)

  • Cho, JeongSu;Park, SungBum;Lee, JunBae;Chung, DaeWoong
    • Proceedings of the KIPE Conference
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    • 2011.07a
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    • pp.287-289
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    • 2011
  • 본 논문은 인피니언 테크놀로지스의 RC-IGBT (Reverse Conducting Isolated Gate Bipolar Transistor)와 SOI 드라이브 IC(Integrated Circuit)를 사용한 DIL(Dual-In-Line) 구조의 저전력 모듈인 CIPOS TM (Control Integrated POwer System) 제품을 소개한다. 이 전력 모듈은 최적의 게이트 구동회로, 트렌치 필드스톱의 RC-IGBT를 사용하여 기존의 IGBT 와 Diode를 사용하는 구조에서 최소화 된 패키지 크기를 사용하여 높은 효율을 구현할 수 있다. 본 논문을 통하여 인버터의 어플리케이션에 적합하게 설계된 전력모듈에 대한 소개와 그 특징 및 시스템 구성을 위한 고려사항에 대하여 기술하였다.

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