• 제목/요약/키워드: Compression sensing technique

검색결과 26건 처리시간 0.024초

Evaluation of JPEG2000 Compression Algorithm for Satellite Image

  • Kim, Kwang-Yong;Kim, Kyung-Ok
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2002년도 Proceedings of International Symposium on Remote Sensing
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    • pp.88-88
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    • 2002
  • Satellite Image archiving system requires large storage and long transmission time. A simple and cheap way of overcoming these limitations is to increase the compression ratio. However this requires a feasibility study for accurate applications. Here, a new still image compression standard is being developed, the JPEG2000. It provides lossless and lossy compression, progressive transmission by pixel accuracy and by resolution, region-of-interest coding, user-defined tiling size, random codestream access and processing etc. In this study, we will briefly introduce the JPEG2000 compression standard which provides a new compression technique based on the wavelet technology and offers better compression ratios, and evaluate the compression ratios of JPEG2000 for satellite image by performing various image quality tests. Also, we will compare brief test result using the commercial remote sensing software.

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Electro-Micromechanical 시험법을 이용한 Ni Nanowire Strands 강화 고분자 복합재료의 Sensing과 계면 물성 평가 (Sensing and Interfacial Evaluation of Ni Nanowire Strands/Polymer Composites using Electro-micromechanical Technique)

  • 김성주;정진규;박종만
    • 한국복합재료학회:학술대회논문집
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    • 한국복합재료학회 2005년도 추계학술발표대회 논문집
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    • pp.141-144
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    • 2005
  • Sensing and interfacial evaluation of Ni nanowire strands/polymer composites were investigated using Electro-micromechanical technique. Electro-micromechanical techniques can be used as sensing method for micro damage, loading, temperature of interfacial properties. Using Ni nanowire strands/silicone composites with different content, load sensing response of electrical contact resistivity was investigated under tensile and compression condition. The mechanical properties of Ni nanowire strands with different type/epoxy composites were measured using uniformed cyclic loading and tensile test. Ni nanowire strands/epoxy composites showed humidity and temperature sensing within limited ranges, 20 vol% reinforcement. Some new information on temperature and humidity sensing plus loading sensing of Ni nanowire strands/polymer composites could be obtained from the electrical resistance measurement as a new concept of the nondestructive interfacial evaluation.

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Novel Schemes to Optimize Sampling Rate for Compressed Sensing

  • Zhang, Yifan;Fu, Xuan;Zhang, Qixun;Feng, Zhiyong;Liu, Xiaomin
    • Journal of Communications and Networks
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    • 제17권5호
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    • pp.517-524
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    • 2015
  • The fast and accurate spectrum sensing over an ultra-wide bandwidth is a big challenge for the radio environment cognition. Considering sparse signal feature, two novel compressed sensing schemes are proposed, which can reduce compressed sampling rate in contrast to the traditional scheme. One algorithm is dynamically adjusting compression ratio based on modulation recognition and identification of symbol rate, which can reduce compression ratio. Furthermore, without priori information of the modulation and symbol rate, another improved algorithm is proposed with the application potential in practice, which does not need to reconstruct the signals. The improved algorithm is divided into two stages, which are the approaching stage and the monitoring stage. The overall sampling rate can be dramatically reduced without the performance deterioration of the spectrum detection compared to the conventional static compressed sampling rate algorithm. Numerous results show that the proposed compressed sensing technique can reduce sampling rate by 35%, with an acceptable detection probability over 0.9.

SAR 디스플레이 영상을 위한 무손실 압축 (LOSSLESS DATA COMPRESSION ON SAR DISPLAY IMAGES)

  • Lee, Tae-hee;Song, Woo-jin;Do, Dae-won;Kwon, Jun-chan;Yoon, Byung-woo
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2001년도 제14회 신호처리 합동 학술대회 논문집
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    • pp.117-120
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    • 2001
  • Synthetic aperture radar (SAR) is a promising active remote sensing technique to obtain large terrain information of the earth in all-weather conditions. SAR is useful in many applications, including terrain mapping and geographic information system (GIS), which use SAR display images. Usually, these applications need the enormous data storage because they deal with wide terrain images with high resolution. So, compression technique is a useful approach to deal with SAR display images with limited storage. Because there is some indispensable data loss through the conversion of a complex SAR image to a display image, some applications, which need high-resolution images, cannot tolerate more data loss during compression. Therefore, lossless compression is appropriate to these applications. In this paper, we propose a novel lossless compression technique for a SAR display image using one-step predictor and block arithmetic coding.

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Fast Cardiac CINE MRI by Iterative Truncation of Small Transformed Coefficients

  • Park, Jinho;Hong, Hye-Jin;Yang, Young-Joong;Ahn, Chang-Beom
    • Investigative Magnetic Resonance Imaging
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    • 제19권1호
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    • pp.19-30
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    • 2015
  • Purpose: A new compressed sensing technique by iterative truncation of small transformed coefficients (ITSC) is proposed for fast cardiac CINE MRI. Materials and Methods: The proposed reconstruction is composed of two processes: truncation of the small transformed coefficients in the r-f domain, and restoration of the measured data in the k-t domain. The two processes are sequentially applied iteratively until the reconstructed images converge, with the assumption that the cardiac CINE images are inherently sparse in the r-f domain. A novel sampling strategy to reduce the normalized mean square error of the reconstructed images is proposed. Results: The technique shows the least normalized mean square error among the four methods under comparison (zero filling, view sharing, k-t FOCUSS, and ITSC). Application of ITSC for multi-slice cardiac CINE imaging was tested with the number of slices of 2 to 8 in a single breath-hold, to demonstrate the clinical usefulness of the technique. Conclusion: Reconstructed images with the compression factors of 3-4 appear very close to the images without compression. Furthermore the proposed algorithm is computationally efficient and is stable without using matrix inversion during the reconstruction.

컨텐츠 스트리밍 데이터의 전송효율 증대를 위한 압축센싱기반 전송채널 대역폭 절감기술 연구 (Improvement of Bandwidth Efficiency for High Transmission Capacity of Contents Streaming Data using Compressive Sensing Technique)

  • 정의석;이용태;한상국
    • 한국산학기술학회논문지
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    • 제16권3호
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    • pp.2141-2145
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    • 2015
  • 본 논문에서는, 압축센싱 기법을 이용하여, 방송 네트워크 시스템의 멀티미디어 신호 전송 대역폭 효율성을 극대화할 수 있는 기법을 제안하였다. 멀티미디어 이미지의 sparisity를 높이기 위해서 2차원 이산 웨이블렛 변환 기법을 적용하는 샘플링 기법과, orthogonal matching pursuit기반 L1 최소화기법을 이용하여 복원하는 기법을 본 논문에서 제안하였다. 다양한 멀티미디어 신호가 압축센싱 기술에 의해 압축되어지기 때문에, 다양한 멀티미디어 데이터가 전송 시 점유하는 대역폭을 감소시킬 수 있다. 10Gs/s로 샘플링 되어진, 20% 압축률을 갖는 $256{\times}256$ 흑백스케일 이미지가 20km 광전송되어진 후에, Sparse한 방송신호를 복원하는, L1 최소화 기법을 이용하여 복원되었다(비트 에러오류율: $10^{-12}$).

A Fast Processing Algorithm for Lidar Data Compression Using Second Generation Wavelets

  • Pradhan B.;Sandeep K.;Mansor Shattri;Ramli Abdul Rahman;Mohamed Sharif Abdul Rashid B.
    • 대한원격탐사학회지
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    • 제22권1호
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    • pp.49-61
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    • 2006
  • The lifting scheme has been found to be a flexible method for constructing scalar wavelets with desirable properties. In this paper, it is extended to the UDAR data compression. A newly developed data compression approach to approximate the UDAR surface with a series of non-overlapping triangles has been presented. Generally a Triangulated Irregular Networks (TIN) are the most common form of digital surface model that consists of elevation values with x, y coordinates that make up triangles. But over the years the TIN data representation has become an important research topic for many researchers due its large data size. Compression of TIN is needed for efficient management of large data and good surface visualization. This approach covers following steps: First, by using a Delaunay triangulation, an efficient algorithm is developed to generate TIN, which forms the terrain from an arbitrary set of data. A new interpolation wavelet filter for TIN has been applied in two steps, namely splitting and elevation. In the splitting step, a triangle has been divided into several sub-triangles and the elevation step has been used to 'modify' the point values (point coordinates for geometry) after the splitting. Then, this data set is compressed at the desired locations by using second generation wavelets. The quality of geographical surface representation after using proposed technique is compared with the original UDAR data. The results show that this method can be used for significant reduction of data set.

PARALLAX ADJUSTMENT FOR REALISTIC 3D STEREO VIEWING OF A SINGLE REMOTE SENSING IMAGE

  • Kim, Hye-Jin;Choi, Jae-Wan;Chang, An-Jin;Yu, Ki-Yun
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2007년도 Proceedings of ISRS 2007
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    • pp.452-455
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    • 2007
  • 3D stereoscopic viewing of large scale imagery, such as aerial photography and satellite images, needs different parallaxes relative to the display scale. For example, when a viewer sees a stereoscopic image of aerial photography, the optimal parallax of its zoom-in image should be smaller than that of its zoom-out. Therefore, relative parallax adjustment according to the display scale is required. Merely adjusting the spacing between stereo images is not appropriate because the depths of the whole image are either exaggerated or reduced entirely. This paper focuses on the improving stereoscopic viewing with a single remote sensing image and a digital surface model (DSM). We present the parallax adjustment technique to maximize the 3D realistic effect and the visual comfort. For remote sensing data, DSM height value can be regarded as disparity. There are two possible kinds of methods to adjust the relative parallax with a single image performance. One is the DSM compression technique: the other is an adjustment of the distance between the original image and its stereo-mate. In our approach, we carried out a test to evaluate the optimal distance between a single remote sensing image and its stereo-mate, relative to the viewing scale. Several synthetic stereo-mates according to certain viewing scale were created using a parallel projection model and their anaglyphs were estimated visually. The occlusion of the synthetic stereo-mate was restored by the inpainting method using the fields of experts (FoE) model. With the experiments using QuickBird imagery, we could obtain stereoscopic images with optimized parallax at varied display scales.

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저전력 무선 생체신호 모니터링을 위한 심전도/근전도/뇌전도의 압축센싱 연구 (Study on Compressed Sensing of ECG/EMG/EEG Signals for Low Power Wireless Biopotential Signal Monitoring)

  • 이욱준;신현철
    • 전자공학회논문지
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    • 제52권3호
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    • pp.89-95
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    • 2015
  • 무선 헬스케어 서비스에서 생체신호 모니터링 시스템의 전력소모를 효과적으로 감소시킬 수 있는 압축센싱 기법을 다양한 생체신호에 적용하여 압축률을 비교하였다. 압축센싱 기법을 이용하여 일반적인 심전도, 근전도, 뇌전도 신호의 압축과 복원을 수행하였고, 이를 통해 복원된 신호와 원신호를 비교함으로써, 압축센싱의 유효성을 판단하였다. 유사랜덤 행렬을 사용하여 실제 생체신호를 압축하였으며, 압축된 신호는 Block Sparse Bayesian Learning(BSBL) 알고리즘을 사용하여 복원하였다. 가장 산제된 특성을 가지는 근전도 신호의 최대 압축률이 10배로 확인되어 가장 높았으며, 심전도 신호의 최대 압축률은 5배였다. 가장 산제된 특성이 작은 뇌전도 신호의 최대 압축률은 4배였다. 연구된 심전도, 근전도, 뇌전도 신호의 압축률은 향후 압축센싱을 적용한 무선 생체신호 모니터링 회로 및 시스템 개발시 유용한 기초자료로 활용될 수 있다.

효율적인 SHM을 위한 압축센싱 기술 - Kobe 지진파형을 이용한 CAFB의 최적화 및 지진응답실험 중심으로 (Compression Sensing Technique for Efficient Structural Health Monitoring - Focusing on Optimization of CAFB and Shaking Table Test Using Kobe Seismic Waveforms)

  • 허광희;이진옥;서상구;정유승;전준용
    • 한국구조물진단유지관리공학회 논문집
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    • 제24권2호
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    • pp.23-32
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    • 2020
  • 압축센싱 기술인 CAFB는 대상 구조물의 원시신호를 목적된 주파수 범위의 신호로 압축하여 획득하도록 개발되었다[27]. 이때 압축센싱을 위해 CAFB는 대상 구조물의 목적된 주파수 범위에 따라 다양한 기준신호로 최적화 될 수 있다. 또한, 최적화된 CAFB는 지진과 같은 돌발/위험상황에서도 대상 구조물의 유효한 구조응답을 효율적으로 압축할 수 있어야 한다. 본 논문에서는 상대적으로 유연한 구조물의 효율적인 구조 건전도 모니터링을 위하여 목적된 주파수 범위를 10Hz 미만으로 설정하고, 이를 위한 CAFB의 최적화 방법과 지진상황에서 CAFB의 지진응답성능을실험적으로 평가하였다. 이를 위해 본 논문에서는, 먼저 Kobe 지진파형을 이용하여 CAFB를 최적화하였고, 이를 자체 개발한 무선 IDAQ 시스템에 임베디드 하였다. 그리고, Kobe 지진파형을 이용하여 2경간 교량에 대한 지진응답실험을 수행하였다. 마지막으로 CAFB가 내장된 IDAQ 시스템을 이용하여 실시간으로 2경간 교량의 지진응답을 무선으로 획득하고, 획득된 압축신호는 원시신호와 상호 비교하였다. 실험의 결과로부터 압축신호는 원시신호와 대비하여 우수한 응답성능과 데이터 압축효과를 보였고, 또한 CAFB는 지진상황에서도 구조물의 유효한 구조응답을 효과적으로 압축센싱할 수 있었다. 최종적으로 본 논문에서는 목적된 주파수 범위(10Hz 미만)에 적합하도록 CAFB의 최적화 방법을 제시하였고, CAFB는 지진상황의 계측-모니터링을 위해 경제적이고 효율적인 데이터 압축센싱 기술임을 증명하였다.