• Title/Summary/Keyword: Correlation identification

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Random Forest Model for Silicon-to-SPICE Gap and FinFET Design Attribute Identification

  • Won, Hyosig;Shimazu, Katsuhiro
    • IEIE Transactions on Smart Processing and Computing
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    • v.5 no.5
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    • pp.358-365
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    • 2016
  • We propose a novel application of random forest, a machine learning-based general classification algorithm, to analyze the influence of design attributes on the silicon-to-SPICE (S2S) gap. To improve modeling accuracy, we introduce magnification of learning data as well as randomization for the counting of design attributes to be used for each tree in the forest. From the automatically generated decision trees, we can extract the so-called importance and impact indices, which identify the most significant design attributes determining the S2S gap. We apply the proposed method to actual silicon data, and observe that the identified design attributes show a clear trend in the S2S gap. We finally unveil 10nm key fin-shaped field effect transistor (FinFET) structures that result in a large S2S gap using the measurement data from 10nm test vehicles specialized for model-hardware correlation.

Architecture of Signal Processing Module for Multi-Target Detection in Automotive FMCW Radar (차량용 FMCW 레이더의 다중 타겟 검출을 위한 신호처리부 구조 제안)

  • Hyun, EuGin;Oh, WooJin;Lee, Jong-Hun
    • IEMEK Journal of Embedded Systems and Applications
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    • v.5 no.2
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    • pp.93-102
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    • 2010
  • The FMCW(Frequency Modulation Continuous Wave) radar possesses range-velocity ambiguity to identify the correct combination of beat frequencies for each target in the multi-target situation. It can lead to ghost targets and missing targets, and it can reduce the detection probability. In this pap er, we propose an effective identification algorithm for the correct pairs of beat frequencies and the signal processing hardware architecture to effectively support the algorithm. First, using the correlation of the detected up- and down-beat frequencies and Doppler frequencies, the possible combinations are determined. Then, final pairing algorithm is completed with the power spectrum density of the correlated up- and down-beat frequencies. The proposed hardware processor has the basic architecture consisting of beat-frequency registers, pairing table memory, and decision unit. This method will be useful to improve the radar detection probability and reduce the false alarm rate.

Concrete compressive strength identification by impact-echo method

  • Hung, Chi-Che;Lin, Wei-Ting;Cheng, An;Pai, Kuang-Chih
    • Computers and Concrete
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    • v.20 no.1
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    • pp.49-56
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    • 2017
  • A clear correlation exists between the compressive strength and elastic modulus of concrete. Unfortunately, determining the static elastic modulus requires destructive methods and determining the dynamic elastic modulus is greatly complicated by the shape and size of the specimens. This paper reports on a novel approach to the prediction of compressive strength in concrete cylinders using numerical calculations in conjunction with the impact-echo method. This non-destructive technique involves obtaining the speeds of P-waves and S-waves using correction factors through numerical calculation based on frequencies measured using the impact-echo method. This approach makes it possible to calculate the dynamic elastic modulus with relative ease, thereby enabling the prediction of compressive strength. Experiment results demonstrate the speed, convenience, and efficacy of the proposed method.

Analysis of Anterior Dentition for Identification of Bite-mark Evidence (교흔감정을 위한 상하악 전치부 치열상태에 관한 연구)

  • 차병집;김종열;이정석
    • Journal of Oral Medicine and Pain
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    • v.9 no.1
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    • pp.157-167
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    • 1984
  • A human bite-mark shows special feature according to the suspect's dentition. The teeth which most frequently give useful bite-marks are six upper and lower anteriors, while the premolar teeth somtimes give marks it is often difficult to distinguish. The author tried to classify and to analize the anterior dentition which makes the bite-mark directly by means of 672 maxillary and 691 mandibular stone model taken from Korean adult aging from 17 to 40 years old. The results were as follows : 1. There was no particular correlation between the presence of six normal-shaped and correctly positioned upper and lower anteriors and the presence of rotation of teeth. 2. Inter central incisor, inter lateral incisor, inter canine width and angles of adjecent teeth were not identical eath other in studied models. 3. The results of this analysis supported the statement that any bite-mark had no same feature.

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Animation construction and application example by the post-processing of PIV data (PIV데이터의 post-processing에 의한 애니메이션 제작 및 적용예)

  • Kim, M.Y.;Choi, J.W.;Lee, H.;Lee, Y.H.
    • Proceedings of the KSME Conference
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    • 2000.04b
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    • pp.655-660
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    • 2000
  • Animation technique from the PIV database is particularly emphasized to give macroscopic and quantitative description of complex flow fields. This paper shows animation construction and application example for the post-processing of PIV data. As examples, first case is a pitching airfoil immersed in tree surface water circulating tunnel. Second case is a wake of a model-ship. Third case of PIV data is a large scale surface flow field. Obtained images are processed in time sequence by PIV exclusive routines where an efficient and reliable cross correlation algorithm is included for vector identification. All. animation Jobs are implemented completely on single personal computer environment. Compressed digital images are obtained initially by Motion-JPEG board and various An files are finally obtained through graphic processes.

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Identification of a Universal Relation between a Thermodynamic Variable and Catalytic Activities of Pyrites toward Hydrogen Evolution Reaction: Density Functional Theory Calculations (수소발생반응에 대한 Pyrites 표면 촉매 성능 예측: 밀도 범함수 이론 계산)

  • Gang, Jun-Hui;Hwang, Ji-Min;Han, Byeong-Chan
    • Proceedings of the Korean Institute of Surface Engineering Conference
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    • 2017.05a
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    • pp.87.1-87.1
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    • 2017
  • High functional catalyst to efficiently produce clean and earth-abundant renewable fuels plays a key role in securing energy sustainability and environmental protection of our society. Hydrogen has been considered as one of the most promising energy carrier as represented by focused research works on developing catalysts for the hydrogen evolution reaction (HER) from the water hydrolysis over the last several decades. So far, however, the major catalysts are expensive transition metals. Here using first principles density functional theory (DFT) calculations we screen various pyrites for HER by identifying fundamental descriptor governing the catalytic activity. We enable to capture a strong linearity between experimentally measured exchange current density in HER and calculated adsorption energy of hydrogen atom in the pyrites. The correlation implies that there is an underlying design principle tuning the catalytic activity of HER.

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Diet Composition of Japanese Tree Frog (Hyla japonica) in a Rice Paddy, South Korea

  • Park, So Hyun;Lee, Hyun;Cho, Kang-Hyun
    • Ecology and Resilient Infrastructure
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    • v.5 no.1
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    • pp.54-58
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    • 2018
  • Diet composition of amphibians usually reflects the distribution of potential prey within habitats, as well as their diet preference. We identified the diet items of Japanese tree frog (Hyla japonica) using a stomach flushing method in a rice paddy for the establishment of bio-monitoring systems of landscape changes. During the reproductive period, 71% of calling males had empty stomachs. All prey items in the stomachs belonged to the phylum Arthropoda, from eight orders of Insecta and one order of Arachnida. Among insect prey, the most common items in the stomachs were adults of beetles, flies and bugs, and larvae of butterflies and moths. There was a significant positive correlation between the body mass of Japanese tree frogs and the volume of prey items. Our results can provide a basic framework to guide the monitoring systems using prey identification of Japanese tree frogs.

A Resetting Scheme for Process Parameters using the Mahalanobis-Taguchi System

  • Park, Chang-Soon
    • The Korean Journal of Applied Statistics
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    • v.25 no.4
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    • pp.589-603
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    • 2012
  • Mahalanobis-Taguchi system(MTS) is a statistical tool for classifying the normal group and abnormal group in multivariate data structures. In addition to the classification itself, the MTS uses a method for selecting variables useful for the classification. This method can be used efficiently especially when the abnormal group data are scattered without a specific directionality. When the feedback adjustment procedure through the measurements of the process output for controlling process input variables is not practically possible, the reset procedure can be an alternative one. This article proposes a reset procedure using the MTS. Moreover, a method for identifying input variables to reset is also proposed by the use of the contribution. The identification of the root-cause parameters using the existing dimension-reduced contribution tends to be difficult due to the variety of correlation relationships of multivariate data structures. However, it became possible to provide an improved decision when used together with the location-centered contribution and the individual-parameter contribution.

A study on the identification of dynamic characteristics of tennis racket by acoustic intensity method (음향 인텐시터법을 이용한 테니스 라켓의 동특성에 관한 연구)

  • 오재응;이유엽;염성하
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.10 no.5
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    • pp.601-610
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    • 1986
  • The acoustic intensity in the very near field of a vibrating surface reveals information about the location of sound sources and sinks. A system model of tennis racket was developed from simultaneous measurement of excitation force, surface vibration and the near field sound pressure. The characteristics of structural dynamics were obtained by standard experimental modal analysis techniques while the sound radiation characteristics were determined by estimating the acoustic intensity. In this paper, the information about vibration behviour was obtained by acoustic intensity method and some, experiments for verification were carried out. Close correlation was found between experimentally determined acoustic intensity and vibration mode patterns of the tennis racket.

Analysis of chromaticity cause in Jeju Eoseungsaeng Lake (제주도 어승생 저수지 색도 원인 분석)

  • Lee, Jeonghoon;Lee, Heenam;Kim, Jinkeun
    • Journal of Korean Society of Water and Wastewater
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    • v.30 no.4
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    • pp.381-389
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    • 2016
  • Jeju Eoseungsaeng lake which is a main water resource of Eoseungsaeng water treatment plant($Q=15,000m^3/d$) experienced high chromaticity(40 CU) and pH(9.46) in 2013. This could decline customer's confidence on drinking water quality unless proper identification and removal of chromaticity were implemented. To find cause of chromaticity, water monitoring on various water parameters including TOC, algal cell count, Chl-a, turbidity, SS, conductivity, etc. were implemented. Iron and manganese were excluded from the cause of chromaticity due to its low concentration (i.e., < 0.02 mg/L). Correlation among water parameters showed that relationship between algal cell count and chromaticity was the highest(R=0.43), which suggested that presumably the main reason of chromaticity occurrence in Jeju Eoseungsaeng lake was algae.