• 제목/요약/키워드: entropy filter

검색결과 53건 처리시간 0.028초

정보이론기반 지형 험준도 및 정보이득을 이용한 지형대조항법 성능 향상 기법 (Performance Enhancing Technique for Terrain Referenced Navigation Systems using Terrain Roughness and Information Gain Based on Information Theory)

  • 남성호
    • 한국군사과학기술학회지
    • /
    • 제20권3호
    • /
    • pp.307-314
    • /
    • 2017
  • Terrain referenced navigation(TRN) system is an attractive method for obtaining position based on terrain measurements and a terrain map. We focus on TRN systems based on the point mass filter(PMF) which is one of the recursive Bayesian method. In this paper, we propose two kinds of performance index for Bayesian filter. The proposed indices are based on entropy and mutual information from information theory. The first index measures roughness of terrain based on entropy of likelihood. The second index named by information gain, which is the mutual information between priori and posteriori distribution, is a quantity of information gained by updating measurement at each step. The proposed two indices are used to determine whether the solution from TRN is adequate for TRN/INS integration or not, and this scheme gives the performance improvement. Simulation result shows that the proposed indices are meaningful and the proposed algorithm performs better than normal TRN algorithm.

움직임 물체 검출 기반 학원 통학차량 승하차 위험 경고 시스템 (Motion Object Detection Based Hagwon-Bus Boarding Danger Warning System)

  • 송영철;박성령;양승한
    • 전기학회논문지
    • /
    • 제63권6호
    • /
    • pp.810-812
    • /
    • 2014
  • In this paper, a hagwon-bus boarding danger warning system based on computer vision is proposed to protect children from an accident causing injuries or death. Three zones are defined and different algorithms are applied to detect moving objects. In zone 1, a block-based entropy value is calculated using the absolute difference image generated by the absolute differential estimation between background image and incoming video frame. In zone 2, an effective and robust motion object tracking algorithm is performed based on the particle filter. Experimental results demonstrate the efficient and effectively of the algorithm for moving object inspection in each zone.

영상 부호화를 위한 LPPU M 대역 필터군의 설계와 성능 분석 (Design and performance analysis of the linear phase para-unitary M bandfilter bank with application to image coding)

  • 이창우;김종원;이상욱
    • 한국통신학회논문지
    • /
    • 제21권5호
    • /
    • pp.1141-1154
    • /
    • 1996
  • The para-unitary (PU) M band filter bank, which can beused for M band decomposition, has many useful properties. In this ppaer, attempts have been made to design and and analyze the linear phase para-unitary (LPPU) M band filter bank, which is appropriate to the image coding application. First, we derive a unified coding gain in terms of the correlation in the band, as well as the energy compaction. And M band filter bank has been designed, maximizing the new coding gain. Then, we analyze the image coding performance of the LPPU M band filter bank, such as the energy compaction, the correlation in the band and the entropy. From the analysis, it is shown that the coding gain for LPPU M band filter bank improves, and the coding gain for the LPPU 4 band filter bank approaches very closely to that for LPPU 8 band filter bank, as the length of the filter increases. This fact is also verified by the coding results on the real images.

  • PDF

A comparative study of filter methods based on information entropy

  • Kim, Jung-Tae;Kum, Ho-Yeun;Kim, Jae-Hwan
    • Journal of Advanced Marine Engineering and Technology
    • /
    • 제40권5호
    • /
    • pp.437-446
    • /
    • 2016
  • Feature selection has become an essential technique to reduce the dimensionality of data sets. Many features are frequently irrelevant or redundant for the classification tasks. The purpose of feature selection is to select relevant features and remove irrelevant and redundant features. Applications of the feature selection range from text processing, face recognition, bioinformatics, speaker verification, and medical diagnosis to financial domains. In this study, we focus on filter methods based on information entropy : IG (Information Gain), FCBF (Fast Correlation Based Filter), and mRMR (minimum Redundancy Maximum Relevance). FCBF has the advantage of reducing computational burden by eliminating the redundant features that satisfy the condition of approximate Markov blanket. However, FCBF considers only the relevance between the feature and the class in order to select the best features, thus failing to take into consideration the interaction between features. In this paper, we propose an improved FCBF to overcome this shortcoming. We also perform a comparative study to evaluate the performance of the proposed method.

SAW 필터를 이용한 KLT 기반 Entropy-Constrained Quantizer 성능 향상 (Perceptual Quality Improvement of KLT based Entropy-Constrained Quantizer using a SAW Filter)

  • 임동석;김무영
    • 한국방송∙미디어공학회:학술대회논문집
    • /
    • 한국방송공학회 2013년도 하계학술대회
    • /
    • pp.1-2
    • /
    • 2013
  • KLT-AECQ 는 지각적인 성능 향상을 위하여 formant weighting 필터를 사용한다.Code Excited Linear Prediction(CELP) 코더는 사람의 음성신호를 압축하는 대표적인 방식이다. CELP 의 Rate-Distortion 성능을 향상 시키기 위해서 Karhunen-Loeve-Transform (KLT) 기반의 Classified Vector Quantization (KLT-CVQ) 방식이 제안되었으며, 이는 KLT 기반의 Adaptive Entropy-Constrained Quantization (KLT-AECQ) 방식으로 확장되었다. 기존의 KLT-AECQ 에서는 지각적인 성능 향상을 위하여 formant weighting 필터를 사용한다. 본 논문에서는 이 필터 대신에 Spectral Amplitude Warping (SAW) 필터를 적용함으로써, KLT-AECQ 코더의 지각적인 성능을 향상하였다.

  • PDF

MAXIMUM POWER ENTROPY METHOD FOR LOW CONTRAST IMAGES

  • CHAE JONG-CHUL;YUN HONG SIK
    • 천문학회지
    • /
    • 제27권2호
    • /
    • pp.191-201
    • /
    • 1994
  • We propose to use the entropy of power spectra defined in the frequency domain for the deconvolution of extended images. Spatial correlations requisite for extended sources may be insured by increasing the role of power entropy because the power is just a representation of spatial correlations in the frequency domain. We have derived a semi-analytical solution which is found to severely reduce computing time compared with other iteration schemes. Even though the solution is very similar to the well-known Wiener filter, the regularizingng term in the new expression is so insensitive to the noise characteristics as to assure a stable solution. Applications have been made to the IRAS $60{\mu}m\;and\;100{\mu}m$ images of the dark cloud B34 and the optical CCD image of a solar active region containing a circular sunspot and a small pore.

  • PDF

Characteristics of Cow´s Voices in Time and Frequency domains for Recognition

  • Ikeda, Yoshio;Ishii, Y.
    • Agricultural and Biosystems Engineering
    • /
    • 제2권1호
    • /
    • pp.15-23
    • /
    • 2001
  • On the assumption that the voices of the cows are produced by the linear prediction filter, we characterized the cows’voices. The order of this filter was determined by examining the voice characteristics both in time and frequency domains. The proposed order of the linear prediction filter is 15 for modeling voice production of the cow. The characteristics of the amplitude envelope of the voice signal was investigated by analyzing the sequence of the short time variance both in time and frequency domains, and the new parameters were defined. One of the coefficients o the linear prediction filter generating the voice signal, the fundamental frequency, the slope of the straight line regressed from the log-log spectra of the short time variance and the coefficients of the linear prediction filter generating the sequence of the short time variance of the voice signal can differentiate the two cows.

  • PDF

이중센서를 이용한 DR 영상 개선에 관한 연구 (A study on DR image restoration using dual sensor)

  • 백승권;이태수;민병구
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 1988년도 한국자동제어학술회의논문집(국내학술편); 한국전력공사연수원, 서울; 21-22 Oct. 1988
    • /
    • pp.725-728
    • /
    • 1988
  • Image restoration technique using dual sensor is presented in this paper. Digital Radiography image (1024xlO24) is obtained by conventional resolution sensor. We also obtain local DR image data by high resolution sensor. Two dimensional maximum entropy power spectrum estimation (2-D ME PSE) is applied to low resolution image and high resolution image for the purpose of the power spectrum estimation of each image. A class of linear algebraic restoration filter, parametric projection filter (PPF), is derived from the power spectrums of each image. It is shown that the noise energy may be considerably reduced through the PPF.

  • PDF

Adaptive Clutter Prewhitening Filter와 Doppler Filter Bank를 이용한 레이다 Clutter 제거 알고리듬의 성능에 관한 연구 (A Study on the Performance of a Radar Clutter Suppression Algorithm Based on the Adaptive Clutter Prewhitening Filter and Droppler Filter Bank)

  • 김용호;이황수;은종관;이원길
    • 대한전자공학회논문지
    • /
    • 제26권6호
    • /
    • pp.140-146
    • /
    • 1989
  • 일반적으로 레이다 표적은 클러터 환경에 있으며 클러터 제거가 요구된다. 클러터는 지표, 기상 조건의 변화로 부터 발생되는 원하지 않는 레이다 반사파로 클러터의 통계적 특성은 시간, 거리 그리고 방향에 따라 변화함으로 효과적인 클러터 제거를 위하여 적응 신호 처리가 필요하다. 본 논문에서는 clutter whitening filter와 doppler filter bank를 이용한 클러터 제거 알고리듬을 제안하였으며 그 성능을 종래의 비적응 클러터 제거 알고리듬의 성능과 비교하였다. Clutter whitening filter 알고리듬 Burg가 제안한 최대 엔트로피 방법을 이용하였다.

  • PDF

지하수 함양량 추정시 공간상에서의 자료 Sampling 방법에 따른 Minimum Entropy Deconvolution의 적용성에 관한 검토 (The Applicability of Minimum Entropy Deconvolution Considering Spatial Distribution of Sampling Points)

  • 김태희;김용제;이강근
    • 한국지하수토양환경학회지:지하수토양환경
    • /
    • 제11권3호
    • /
    • pp.52-58
    • /
    • 2006
  • Kim and Lee(2005)는 기존의 지하수위 변동법과는 달리 지진학에서 관측된 지진파 자료로부터 진원에서의 최초 파형을 추정하기 위해 제안된 방법인 Minimum Entropy Deconvolution(MED) 방법을 이용하여 지하수 함양량의 시간적 변화의 추정 가능성을 검토하였다. 하지만, 이 연구는 MED 자체의 적용 기능성에 대한 검토만을 다루고 있을 뿐, 다양한 경우에 대한 고려는 사실상 이루어지지 않고 있다. 따라서 본 연구에서는 함양지의 공간적 분포 및 함양지와 수위 관측지점 간의 공간적 분포에 따라 ME 적용성이 어떻게 달라지는가를 살펴보고자 하였다. 이를 위해 전체 수치모의 영역의 일부에만 지하수 함양량을 적용하고, 함양지로부터 거리에 따라 수치모의 결과를 모니터링 하였다. 이 때 적용된 수리전도도 분포는 균질한 경우와, 수리전도도의 난수장의 경우 두가지를 적용하였다. 각각의 수치모의 결과에 MED 를 적용하여 상대 지하수함양량의 시계열을 추정하고, 이 결과를 원래 가정한 지하수 함양량의 시계열과 상호상관성을 이용하여 비교하였다. 이 때 거의 모든 추정값은 원래 가정한 함양량의 시계열과 0.8 이상의 상호상관성을 보여 주었다. 이와 함께, 필터 길이의 불리적, 수학적 의미를 함께 살펴보았는데, 이를 통해 필터의 길이는 지하수위 변화의 겉보기 모양과 함양지로부터의 거리와 밀접히 관련되는 것을 확인하였다.