• Title/Summary/Keyword: Wavelet transform (DWT)

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Identification of Open-Switch and Short-Switch Failure of Multilevel Inverters through DWT and ANN Approach using LabVIEW

  • Parimalasundar, E.;Vanitha, N. Suthanthira
    • Journal of Electrical Engineering and Technology
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    • v.10 no.6
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    • pp.2277-2287
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    • 2015
  • In recent times, multilevel inverters are given high priority in many large industrial drive applications. However, the reliability of multilevel inverters are mainly affected by the failure of power electronic switches. In this paper, open-switch and short-switch failure of multilevel inverters and its identification using a high performance diagnostic system is discussed. Experimental and simulation studies were carried out on five level cascaded H-Bridge multilevel inverter and its output voltage waveforms were analyzed at different switch fault cases and at different modulation index values. Salient frequency domain features of the output voltage signal were extracted using the discrete wavelet transform multi resolution signal decomposition technique. Real time application of the proposed fault diagnostic system was implemented through the LabVIEW software. Artificial neural network was trained offline using the Matlab software and the resultant network parameters were transferred to LabVIEW real time system. In the proposed system, it is possible to precisely identify the individual faulty switch (may be due to open-switch (or) short-switch failure) of multilevel inverters.

A Novel Automatic Block-based Multi-focus Image Fusion via Genetic Algorithm

  • Yang, Yong;Zheng, Wenjuan;Huang, Shuying
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.7 no.7
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    • pp.1671-1689
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    • 2013
  • The key issue of block-based multi-focus image fusion is to determine the size of the sub-block because different sizes of the sub-block will lead to different fusion effects. To solve this problem, this paper presents a novel genetic algorithm (GA) based multi-focus image fusion method, in which the block size can be automatically found. In our method, the Sum-modified-Laplacian (SML) is selected as an evaluation criterion to measure the clarity of the image sub-block, and the edge information retention is employed to calculate the fitness of each individual. Then, through the selection, crossover and mutation procedures of the GA, we can obtain the optimal solution for the sub-block, which is finally used to fuse the images. Experimental results show that the proposed method outperforms the traditional methods, including the average, gradient pyramid, discrete wavelet transform (DWT), shift invariant DWT (SIDWT) and two existing GA-based methods in terms of both the visual subjective evaluation and the objective evaluation.

A Compensated Current Acqaisition Device for CT Saturation (왜곡 전류 보상형 전류 취득 장치)

  • Ryu, Ki-Chan;Gang, Soo-Young;Kang, Sang-Hee
    • Proceedings of the KIEE Conference
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    • 2005.07a
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    • pp.96-98
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    • 2005
  • In this paper, an algorithm to compensate the distorted signals due to Current Transformer(CT) saturation is suggested, First, DWT which can be easily realized by filter banks in real-time applications is used to detect a start point and an end point of the saturation. Secondly, For enough Datas those need to use the least-square curve fitting method, the distorted current signal is compensated by the AR(autoregressive) model using the data during the previous healthy section until pick point of Saturation. Thirdly, the least-square curve fitting method is used to restore the distorted section of the secondary current. Finaly, this algorithm had a Hadware test using DSP board(TMS320C32) with Doble test device. DWT has superior detection accuracy and the proposed compensation algorithm which shows very stable features under various levels of remanent flux in the CT core is also satisfactory. And this algorithm is more correct than a previous algorithm which is only using the LSQ fitting method. Also it can be used as a MU involving the compensation function that acquires the second data from CT and PT.

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A New Watermarking Algorithm Using the Edge and PN Code (에지와 대역확산기술을 이용한 디지털 워터마킹 기법)

  • Song Sang-Ju;Lee Doo-Sung
    • Journal of the Korea Society of Computer and Information
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    • v.9 no.4 s.32
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    • pp.13-18
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    • 2004
  • In this paper, we proposed a new digital watermarking technique. It uses frequency domain of discrete wavelet transform(DWT). watermarking technique is one of the most important tools for DRM(Digital Right Management) We proposed a new algorithm watermark insertion and detection. This technique cleats the watermark sequence using the edge image, spread spectrum technique and DWT. We tested the technique with various attacks. and found that it satisfies the watermarking evaluation criteria. Cox similarity measurement value is more than 6 on the Lena image and PSNR is more than 40dB on JPEG, Collusion. Clopping and Scatting. By the result, we proved that the new technique satisfies the requirement of Digital contents distribution, which are undeletablility tenacity, statistical undetectablility.

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A Real-Time JPEG2000 Codec Implementation on ARM9 Processor (ARM9 프로세서용 실시간 JPEG2000 코덱의 구현)

  • Kim, Young-Tae;Cho, Shi-Won;Lee, Dong-Wook
    • Journal of the Institute of Convergence Signal Processing
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    • v.8 no.3
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    • pp.149-155
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    • 2007
  • In this paper, we propose an real-time implementation of JPEG2000 codec on the ARM9 processor. The implemented codec is designed to separate control codes from data management codes in order to use effectively the system resources such as processor and memory. Especially, in embedded situations like cellular phones it is very important to provide good services using limited processor and internal memory. Since ARM9 series processors do not provide floating-point, large amount of computational time is required to perform the operation which needs highly repetitive floating-point computations like DWT(discrete wavelet transform). The proposed codec was programed using fixed-point to overcome this weakness. Also code optimization considering cache memory was applied to further improve the computational speed.

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JPEG2000 IP Design and Implementation for SoC Design (SoC를 위한 JPEG2000 IP 설계 및 구현)

  • 정재형;한상균;홍성훈;김영철
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2002.11a
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    • pp.63-68
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    • 2002
  • JPEG2000은 기존의 정지영상압축부호화 방식에 비해 우수한 비트율-왜곡(Rate-Distortion)특성과 향상된 주관적 화질을 제공하며 인터넷, 디지털 영상카메라, 이동단말기, 의학영상 등 다양한 분야에서 적용될 수 있는 새로운 정지영상압축 표준이다. 본 논문에서는 SoC(System on a Chip)설계를 고려한 JPEG2000 인코더의 구조를 제안하고 IP(Intellectual Property)를 설계 및 검증하였다. 구현된 JPEG2000 IP는 DWT(Discrete Wavelet Transform)블록, 스칼라양자화블록, EBCOT(Embedded Block Coding with Optimized Truncation)블록으로 구성되어 있다. IP는 모의실험을 통해 구현 구조에 대한 타당성을 검증하였고, 반도체설계자산연구센터에서 제시한 'RTL Coding Guideline'에 따라 HDL을 설계하였다. 특히, DWT블록은 구현시 많은 연산과 메모리 용량이 필요하므로 영상을 저장할 외부 메모리를 사용하였고, 빠른 곱셈과 덧셈연산을 위한 3단 파이프라인 부스곱셈기(3-state pipeline booth multiplier)와 캐리예측 덧셈기(carry lookahead adder)를 사용하였다. 설계된 JPEG2000 IP들은 삼성 0.35$\mu\textrm{m}$ 라이브러리를 이용하여 Synopsys사 Design Analyzer 틀을 통해 논리 합성하였으며, Xillinx 100만 게이트 FPGA칩에 구현하여 그 동작을 검증하였다. 또한, Hard IP 설계를 위해 Avanti사의 Apollo툴을 이용하여 Layout을 수행하였다.

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Feature extraction based on DWT and GA for Gesture Recognition of EPIC Sensor Signals (EPIC 센서 신호의 제스처 인식을 위한 이산 웨이블릿 변환과 유전자 알고리즘 기반 특징 추출)

  • Ji, Sang-Hun;Yang, Hyung-Jeong;Kim, Soo-Hyung;Kim, Young-Chul
    • Proceedings of the Korea Information Processing Society Conference
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    • 2016.04a
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    • pp.612-615
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    • 2016
  • 본 논문에서는 EPIC(Electric Potential Integrated Circuit) 센서를 통해 추출된 동작신호에 대해 이산 웨이블릿 변환(Discrete Wavelet Transform : DWT)과 선형 판별분석(Linear Discriminant Analysis : LDA), Support Vector Machine(SVM)을 사용하는 동작 분류 시스템을 제안한다. EPIC 센서 신호에 대해 이산 웨이블릿 변환을 사용하여 웨이블릿 계수인 근사계수(approximation coefficients)와 상세계수(detail coefficients)를 구한 후, 각각의 웨이블릿 계수에 대해 특징 파라미터를 추출한다. 이 때, 특징 파라미터는 14개의 통계적 특징 추출 파라미터 중에 유전자 알고리즘(Genetic Algorithm : GA)을 통하여 선택한 우수한 특징 파라미터이다. 웨이블릿 계수들에서 추출한 특징 파라미터는 선형 판별분석을 적용하여 차원을 축소하고 SVM의 훈련 및 분류에 사용한다. 실험결과, 4가지 동작에 대한 EPIC 센서 신호분류에서 제안된 방법의 분류율이 99.75%로 원신호에 대한 HMM 분류율 97% 보다 높은 정확률을 보여주었다.

Hardware Architecture of High Performance Cipher for Security of Digital Hologram (디지털 홀로그램의 보안을 위한 고성능 암호화기의 하드웨어 구조)

  • Seo, Young-Ho;Yoo, Ji-Sang;Kim, Dong-Wook
    • Journal of Broadcast Engineering
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    • v.17 no.2
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    • pp.374-387
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    • 2012
  • In this paper, we implement a new hardware for finding the significant coefficients of a digital hologram and ciphering them using discrete wavelet packet transform (DWPT). Discrete wavelet transform (DWT) and packetization of subbands is used, and the adopted ciphering technique can encrypt the subbands with various robustness based on the level of the wavelet transform and the threshold of subband energy. The hologram encryption consists of two parts; the first is to process DWPT, and the second is to encrypt the coefficients. We propose a lifting based hardware architecture for fast DWPT and block ciphering system with multi-mode for the various types of encryption. The unit cell which calculates the repeated arithmetic with the same structure is proposed and then it is expanded to the lifting kernel hardware. The block ciphering system is configured with three block cipher, AES, SEED and 3DES and encrypt and decrypt data with minimal latency time(minimum 128 clocks, maximum 256 clock) in real time. The information of a digital hologram can be hided by encrypting 0.032% data of all. The implemented hardware used about 200K gates in $0.25{\mu}m$ CMOS library and was stably operated with 165MHz clock frequency in timing simulation.

An Effective Method to Treat The Boundary Pixels for Image Compression with DWT (DWT를 이용한 영상압축을 위한 경계화소의 효과적인 처리방법)

  • 서영호;김종현;김대경;유지상;김동욱
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.6A
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    • pp.618-627
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    • 2002
  • In processing images using 2 dimensional Discrete Wavelet Transform(2D-DWT), the method to process the pixels around the image boundary may affect the quality of image and the cost to implement in hardware and software. This paper proposed an effective method to treat the boundary pixels, which is apt to implement in hardware and software without losing the quality of the image costly. This method processes the 2-D image as 1-D array so that 2-D DWT is performed by considering the image with the serial-sequential data structure (Serial-Sequential Processing). To show the performance and easiness in implementation of the proposed method, an image compression codec which compresses image and reconstructs it has been implemented and experimented. It included log-scale fried quantizer, but the entropy coder was not implemented. From the experimental results, the proposed method showed the SNR of almost the same SNR(Signal to Noise Ratio) to the Periodic Expansion(PE) method when the compression ratio(excluding entropy coding) of 2:1, 15.3% higher than Symmetric Expansion(SE) method, and 9.3% higher than 0-pixel Padding Expansion(ZPE) method. Also PE method needed 12.99% more memory space than the proposed method. By considering only the compression process, SE and ZPE methods needed additional operations than the proposed one. In hardware implementation, the proposed method in this paper had 5.92% of overall circuit as the control circuit, while SE, PE, and ZPE method has 22%, 21,2%, and 11.9% as the control circuit, respectively. Consequently, the proposed method can be thought more effective in implementing software and hardware without losing any image quality in the usual image processing applications.

Various Image Compression using Medical Image and Analysis for Compression Ratio (의료영상을 이용한 다양한 압축방법의 구현 및 압축율 비교.분석)

  • 추은형;김현규;박무훈
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2002.05a
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    • pp.185-188
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    • 2002
  • With improved network system and development of computer technology, a lot of hospitals are equipping PACS that deals with process and transmission of the medical images. Owing to equipment of PACS the problems on transmission and storage of the medical images were treated. The way to solve the problems is to use various image processing techniques and compression methods This paper describes RLC in lossless image compression method, JPEG using DCT in loss image compression applied to medical images as way implementing DICOM standard. Now the medical images were compressed with Wavelet transform method have been taken advantage of image process. And compression rate of each compression methods was analyzed.

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