• 제목/요약/키워드: Differential analysis

검색결과 4,454건 처리시간 0.027초

Classification via principal differential analysis

  • Jang, Eunseong;Lim, Yaeji
    • Communications for Statistical Applications and Methods
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    • 제28권2호
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    • pp.135-150
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    • 2021
  • We propose principal differential analysis based classification methods. Computations of squared multiple correlation function (RSQ) and principal differential analysis (PDA) scores are reviewed; in addition, we combine principal differential analysis results with the logistic regression for binary classification. In the numerical study, we compare the principal differential analysis based classification methods with functional principal component analysis based classification. Various scenarios are considered in a simulation study, and principal differential analysis based classification methods classify the functional data well. Gene expression data is considered for real data analysis. We observe that the PDA score based method also performs well.

Stability Analysis of Linear Uncertain Differential Equations

  • Chen, Xiaowei;Gao, Jinwu
    • Industrial Engineering and Management Systems
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    • 제12권1호
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    • pp.2-8
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    • 2013
  • Uncertainty theory is a branch of mathematics based on normolity, duality, subadditivity and product axioms. Uncertain process is a sequence of uncertain variables indexed by time. Canonical Liu process is an uncertain process with stationary and independent increments. And the increments follow normal uncertainty distributions. Uncertain differential equation is a type of differential equation driven by the canonical Liu process. Stability analysis on uncertain differential equation is to investigate the qualitative properties, which is significant both in theory and application for uncertain differential equations. This paper aims to study stability properties of linear uncertain differential equations. First, the stability concepts are introduced. And then, several sufficient and necessary conditions of stability for linear uncertain differential equations are proposed. Besides, some examples are discussed.

Balancing 모듈 설계를 위한 Differential Gear System의 구조해석에 관한 연구 (Structural Analysis of Differential Gear System for Balancing Module Design)

  • 장태환;김동준;문창호;이성재;김태규
    • 열처리공학회지
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    • 제32권6호
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    • pp.270-274
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    • 2019
  • In this study, simulation structure analysis was performed for the differential gear system for passenger cars as a prerequisite for the design of the balancing module. The differential gear system was modeled by using CATIA and simulation structure analysis was performed using ANSYS software. The material of the modeled differential gear system uses the mechanical properties of S45C (Q&T). In the structural analysis of the differential gear, the areas where the maximum stress and the maximum strain occurred can be identified. The maximum stress and maximum strain occurred in the pitch circle of the bevel gear. In evaluating the safety factor, it was found that sufficient safety factor was secured. Based on the analysis results for the differential gear, it is expected that it will be a good reference if we design the balancing module device.

DIFFERENTIAL LEARNING AND ICA

  • Park, Seungjin
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 2003년도 ISIS 2003
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    • pp.162-165
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    • 2003
  • Differential learning relies on the differentiated values of nodes, whereas the conventional learning depends on the values themselves of nodes. In this paper, I elucidate the differential learning in the framework maximum likelihood learning of linear generative model with latent variables obeying random walk. I apply the idea of differential learning to the problem independent component analysis(ICA), which leads to differential ICA. Algorithm derivation using the natural gradient and local stability analysis are provided. Usefulness of the algorithm is emphasized in the case of blind separation of temporally correlated sources and is demonstrated through a simple numerical example.

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A Full-Wave Model Analysis on Noise Reduction and Impedance of Power-Bus Cavity with Differential Signaling

  • Kahng, Sung-Tek
    • Journal of electromagnetic engineering and science
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    • 제6권4호
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    • pp.197-202
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    • 2006
  • This paper presents a study on the differential signaling for the rectangular power-bus structure. The full-wave modal analysis method analyzes how the differential-signaling can lower the power-bus resonance noise levels. The methodology is validated by the use of the FDTD method and reference measurements.

SSB 암호 알고리즘에 대한 차분 오류 공격 (Differential Fault Attack on SSB Cipher)

  • 강형철;이창훈
    • 한국항행학회논문지
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    • 제19권1호
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    • pp.48-52
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    • 2015
  • 본 논문에서는 2011년에 제안된 암호와 복호가 동일한 블록 암호 SSB에 대한 차분 오류 공격을 제안한다. 이 알고리즘은 국제표준 블록암호를 기반으로 설계된 블록 암호로써 하드웨어 구현에서 장점을 갖게 설계되었다. 차분 오류 공격은 부채널 공격 기법 중 하나로 오류 주입 공격과 차분 공격을 결합한 것이다. SSB는 하드웨어 환경에 적합한 알고리즘이므로 차분 오류 공격에 대해 안전성을 가져야 한다. 그러나 본 논문에서 제안하는 차분 오류 공격을 이용하면, 1 개의 랜덤 바이트 오류를 주입과 $2^8$의 전수조사를 통해 SSB의 128 비트 비밀키를 복구할 수 있다. 이 결과는 암호와 복호가 동일한 블록 암호 SSB의 안전성을 분석한 첫 번째 결과이다.

일반화된 신호 압신법에 기반한 향상된 차분전력분석 방법 (Enhanced Differential Power Analysis based on the Generalized Signal Companding Methods)

  • 최지선;류정춘;한동국;박태훈
    • 정보처리학회논문지C
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    • 제18C권4호
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    • pp.213-216
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    • 2011
  • 차분전력공격(Differential Power Analysis, DPA)의 효율성은 수집신호 정렬도를 비롯한 다양한 잡음에 많은 영향을 받는다. 최근에 Ryoo등은 잡음 신호를 극복하여 DPA의 분석성능 향상을 가져오는 효과적인 신호처리기법을 소개했다. 본 논문에서는 기존에 제안된 신호처리기법이 적용되지 않은 경우를 보이고, 이에 대한 해결방안으로 차분파형모델(Differential Trace Model, DTM)을 제안한다. 또한 제안된 DTM이 DPA 분석에 적합한가에 대해 이론적으로 증명하고 실험을 통해 검증한다.

GENERALIZED PSEUDO-DIFFERENTIAL OPERATORS INVOLVING FRACTIONAL FOURIER TRANSFORM

  • Waphare, B.B.;Pansare, P.D.
    • Nonlinear Functional Analysis and Applications
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    • 제26권1호
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    • pp.105-115
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    • 2021
  • Generalized pseudo-differential operators (PDO) involving fractional Fourier transform associate with the symbol a(x, y) whose derivatives satisfy certain growth condition is defined. The product of two generalized pseudo-differential operators is shown to be a generalized pseudo-differential operator.

저속차량 차동장치의 내구성능 해석 (Durability Performance Analysis of a Differential Gear for a Low Speed Vehicles)

  • 천종필;편영식
    • 한국생산제조학회지
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    • 제21권6호
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    • pp.897-902
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    • 2012
  • Low speed vehicle(LSV), golf carts have unique requirements to differential gear design. For double axle torque LSV differential loading conditions were determined with the help of analytical model and ANSYS finite element analysis. With stress safety factor 3.15, fatigue safety factor 1.08 and fatigue life 106 cycle ring gear teeth strength analysis is performed and structure design optimized. This allows reducing overall cost of differential unit.