• 제목/요약/키워드: spatial redundancy

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Collective Prediction exploiting Spatio Temporal correlation (CoPeST) for energy efficient wireless sensor networks

  • ARUNRAJA, Muruganantham;MALATHI, Veluchamy
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제9권7호
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    • pp.2488-2511
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    • 2015
  • Data redundancy has high impact on Wireless Sensor Network's (WSN) performance and reliability. Spatial and temporal similarity is an inherent property of sensory data. By reducing this spatio-temporal data redundancy, substantial amount of nodal energy and bandwidth can be conserved. Most of the data gathering approaches use either temporal correlation or spatial correlation to minimize data redundancy. In Collective Prediction exploiting Spatio Temporal correlation (CoPeST), we exploit both the spatial and temporal correlation between sensory data. In the proposed work, the spatial redundancy of sensor data is reduced by similarity based sub clustering, where closely correlated sensor nodes are represented by a single representative node. The temporal redundancy is reduced by model based prediction approach, where only a subset of sensor data is transmitted and the rest is predicted. The proposed work reduces substantial amount of energy expensive communication, while maintaining the data within user define error threshold. Being a distributed approach, the proposed work is highly scalable. The work achieves up to 65% data reduction in a periodical data gathering system with an error tolerance of 0.6℃ on collected data.

Palette-based Color Attribute Compression for Point Cloud Data

  • Cui, Li;Jang, Euee S.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권6호
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    • pp.3108-3120
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    • 2019
  • Point cloud is widely used in 3D applications due to the recent advancement of 3D data acquisition technology. Polygonal mesh-based compression has been dominant since it can replace many points sharing a surface with a set of vertices with mesh structure. Recent point cloud-based applications demand more point-based interactivity, which makes point cloud compression (PCC) becomes more attractive than 3D mesh compression. Interestingly, an exploration activity has been started to explore the feasibility of PCC standard in MPEG. In this paper, a new color attribute compression method is presented for point cloud data. The proposed method utilizes the spatial redundancy among color attribute data to construct a color palette. The color palette is constructed by using K-means clustering method and each color data in point cloud is represented by the index of its similar color in palette. To further improve the compression efficiency, the spatial redundancy between the indices of neighboring colors is also removed by marking them using a flag bit. Experimental results show that the proposed method achieves a better improvement of RD performance compared with that of the MPEG PCC reference software.

3차원 동영상의 시ㆍ공간적 정보 중복성을 이용한 효과적인 3차원 비디오 홀로그램의 생성 (Efficient Generation of 3-D Video Holograms Using Temporal-Spatial Redundancy of 3-D Moving Images)

  • 김동욱;구정식;김승철;김은수
    • 한국통신학회논문지
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    • 제37C권10호
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    • pp.859-869
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    • 2012
  • 본 논문에서는 3차원 동영상의 시 공간적 정보 중복성 (TSR: temporal-spatial redundancy)과 노블 룩업테이블(N-LUT: novel look-up table)를 이용한 효과적인 3차원 동영상 홀로그램 생성기법인 TSR-N-LUT을 제시하였다. 제안된 기법에서는 먼저, DPCM (differential pulse code modulation) 알고리즘을 이용하여 3차원 동영상 프레임간의 시간적 중복 데이터를 제거한 다음, 잔여 영상에 대해서도 각 프레임별로 영상라인 간 중복 데이터를 제거하게 된다. 따라서, 시 공간적인 중복 데이터가 제거된 물체영상에 N-LUT 기법을 적용함으로써 효과적으로 3차원 비디오 홀로그램을 합성하게 된다. 실험결과 제안된 TSR-N-LUT 기법은 기존 방법에 비해 평균적으로 홀로그램 계산을 위한 물체 포인트 수가 23.72% 감소함과 동시에 홀로그램 생성속도 역시 19.55% 개선됨을 보임으로써 제안된 기법의 실제 응용 가능성을 제시하였다.

부산측후소(釜山測候所)를 중심으로 본 근대기 측후소 건축의 설치과정과 공간적 특성에 관한 고찰 (Study on the Installation process and Spatial characteristics of Modern Meteorological Observatory Construction, Centering on the Busan Meteorological Observatory)

  • 김영분;김기수
    • 건축역사연구
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    • 제23권2호
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    • pp.39-52
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    • 2014
  • This study researched changes over time regarding the location and spatial characteristics of modern meteorological stations, and examined the characteristics of modern meteorological station construction using the location and spatial characteristics of the Busan Meteorological Station. First, meteorological stations were located in port areas, and then moved to high altitude areas for stable meteorological observation beginning in the transition phase. Here, office buildings and residences were joined, but were separated due to the increase in functions from the stabilization phase. Second, as for spatial composition, in the establishment phase, existing buildings were used, and the scale of newly constructed buildings differed according to time and area. However, after the Japan-Korea Annexation, with increased funds and increased observation equipment, floor plans subdivided by function started to appear. In the stabilization phase, space was subdivided with redundancy due to the increase in functions. In the wartime transition phase, '一' shaped floor plans with redundancy became the norm. Meanwhile, the location of the maritime customs where the first meteorological observations took place after the opening of the ports, and the location and construction of the Busan Temporary Observatory built in the meteorological observation transition phase (1905) were investigated. Also, through the investigation of the Busan Meteorological Observatory, newly constructed before 1934, the location and spatial characteristics of modern era meteorological observatories were studied.

MLCA와 비트 단위 연산을 이용한 컬러 영상의 암호화 (Color Image Encryption using MLCA and Bit-oriented operation)

  • 윤재식;남태희;조성진;김석태
    • 한국정보통신학회:학술대회논문집
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    • 한국해양정보통신학회 2010년도 춘계학술대회
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    • pp.141-143
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    • 2010
  • 본 논문에서는 기존의 MLCA(Maximum length CA) 및 여원 MLCA를 이용한 영상 암호화의 문제점을 제시하고 이를 해결하기 위한 암호화 방법을 제안한다. 기존의 암호화 방법은 영상에서 인접한 픽셀간의 공간적 중복성(Spatial redundancy)으로 인해 암호화의 결과가 원 영상에 많은 영향을 받는 문제점이 있다. 본 방법에서는 MLCA 기반의 난수열을 생성하고, 이를 이용해 픽셀의 공간좌표를 암호화된 공간좌표로 변환한다. 이후 영상의 픽셀 값을 난수열과 XOR 연산을 취해 색상정보를 암호화한다. 이러한 방법은 원 영상의 픽셀 값뿐만 아니라 공간좌표를 암호화하기 때문에 픽셀의 공간적 중복성으로 인한 문제점을 해결할 수 있으며 암호화 수준을 향상시킨다. 히스토그램 분석, 키공간 분석을 통해 본 암호화 방법의 유효성을 확인하였다.

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영역분류 벡터 양자화를 이용한 다중분광 화상데이타 압축 (Multispectral image data compression using classified vector quantization)

  • 김영춘;반성원;김중곤;서용수;이건일
    • 전자공학회논문지B
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    • 제33B권8호
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    • pp.42-49
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    • 1996
  • In this paper, we propose a satellite multispectral image data compression method using classified vector quantization. This method classifies each pixel vector considering band characteristics of multispectral images. For each class, we perform both intraband and interband vector quantization to romove spatial and spectral redundancy, respectively. And residual vector quantization for error images is performed to reduce error of interband vector quantization. Thus, this method improves compression efficiency because of removing both intraband(spatial) and interband (spectral) redundancy in multispectral images, effectively. Experiments on landsat TM multispectral image show that compression efficiency of proposed method is better than that of conventional method.

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DVR을 위한 효율적인 웨이블렛 압축 및 복원 시스템 (Efficient Wavelet Compression and Decompression System for DVR)

  • 김웅;정갑천;노명진;문형진;박성모;김영민
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 추계종합학술대회 논문집(4)
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    • pp.267-270
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    • 2000
  • In this paper, we describe implementation of efficient wavelet image compression and decompression system for DVR(Digital Video Recoder). We used various methods to remove time redundancy, spatial redundancy and statistical redundancy of video camera inputs. Motion detection, wavelet transform, RLC(Run Length Coding) and huffman coding techniques are combined for efficient compression / decompression.

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Efficient Generation of Computer-generated Hologram Patterns Using Spatially Redundant Data on a 3D Object and the Novel Look-up Table Method

  • Kim, Seung-Cheol;Kim, Eun-Soo
    • Journal of Information Display
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    • 제10권1호
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    • pp.6-15
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    • 2009
  • In this paper, a new approach is proposed for the efficient generation of computer-generated holograms (CGHs) using the spatially redundant data on a 3D object and the novel look-up table (N-LUT) method. First, the pre-calculated N-point principle fringe patterns (PFPs) were calculated using the 1-point PFP of the N-LUT. Second, spatially redundant data on a 3D object were extracted and re-grouped into the N-point redundancy map using the run-length encoding (RLE) method. Then CGH patterns were generated using the spatial redundancy map and the N-LUT method. Finally, the generated hologram patterns were reconstructed. In this approach, the object points that were involved in the calculation of the CGH patterns were dramatically reduced, due to which the computational speed was increased. Some experiments with a test 3D object were carried out and the results were compared with those of conventional methods.

An Algorithm for Iterative Detection and Decoding MIMO-OFDM HARQ with Antenna Scheduling

  • Kim, Kyoo-Hyun;Kang, Seung-Won;Mohaisen, Manar;Chang, Kyung-Hi
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제2권4호
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    • pp.194-208
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    • 2008
  • In this paper, a multiple-input-multiple-output (MIMO) hybrid-automatic repeat request (HARQ) algorithm with antenna scheduling is proposed. It retransmits the packet using scheduled transmit antennas according to the state of the communication link, instead of retransmitting the packet via the same antennas. As a result, a combination of conventional HARQ systems, viz. chase combining (CC) and incremental redundancy (IR) are used to achieve better performance and lower redundancy. The proposed MIMO-OFDM HARQ system with antenna scheduling is shown to be superior to conventional MIMO HARQ systems, due to its spatial diversity gain.

시.공간 중복성을 고려한 다이내믹 프로그래밍 기반의 고속 변이 추정 기법 (Fast Disparity Estimation Method Considering Temporal and Spatial Redundancy Based on a Dynamic Programming)

  • 윤정환;배병규;박세환;송혁;김동욱;유지상
    • 한국통신학회논문지
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    • 제33권10C호
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    • pp.787-797
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    • 2008
  • 본 논문에서는 스테레오 정합에 사용되는 다이내믹 프로그래밍을 기반으로 영상의 시 공간적 중복성을 고려한 고속 변이 추정 기법을 제안한다. 영상 내 인접한 화소 간에 존재하는 높은 상관성을 이용하여 격행으로 다이내믹 프로그래밍 기반의 변이 추정을 수행하고 변이가 할당되지 않은 라인은 동일영역 내에서의 변이가 유사하다는 성질을 이용하여 주변의 변이벡터로 할당하였다. 또한 동영상의 변이 추정 시에는 프레임 간의 시간적 중복성을 고려한 알고리즘으로 수행시간을 크게 단축시킬 수 있었다. 모의 실험을 통하여 변이 정보를 이용한 중간시점 영상 생성 결과 블록매칭 알고리즘에 비하여 $0.8{\sim}2.4dB$의 PSNR(peak signal to noise ratio)이 증가하는 것을 확인하였다. 또한 일반적인 다이내믹 프로그래밍 기반의 변이 추정 방식과의 비교에서도 0.1dB가량의 PSNR이 증가하였으며 약 $48{\sim}68%$의 계산량이 감소하는 것을 확인 할 수 있었다.