A lossless compression method based on vector quantization and linear prediction for 3D GIIRS datacubes

This paper designs a lossless compression scheme based on interferogram shape for 3D datacubes from the Geostationary Interferometric Infrared Sounder (GIIRS). According to the features of data, this scheme combines Vector Quantization with Linear Prediction to compress. The MATLAB simulations prove that the raised scheme is feasible. Finally, a Xilinx Zynq XC7020 HPSoC is employed to realize this scheme within 1.2508s, achieving compression ratios (CRs) from 3.79 to 3.95.

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Publication Details

Published
2025-05-23
DOI
https://doi.org/10.1109/itaic64559.2025.11163388
Primary Topic
Distributed and Parallel Computing Systems
Type
article
Field-Weighted Citation Impact
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article

A lossless compression method based on vector quantization and linear prediction for 3D GIIRS datacubes

Minzhu Yang, Jiabin Yu, Changpei Han, Raúl Guerra et al.
Distributed and Parallel Computing Systems
article

A lossless compression method based on vector quantization and linear prediction for 3D GIIRS datacubes

Minzhu Yang, Jiabin Yu, Changpei Han, Raúl Guerra, José F. López, Zhen Wu
article en

Abstract

This paper designs a lossless compression scheme based on interferogram shape for 3D datacubes from the Geostationary Interferometric Infrared Sounder (GIIRS). According to the features of data, this scheme combines Vector Quantization with Linear Prediction to compress. The MATLAB simulations prove that the raised scheme is feasible. Finally, a Xilinx Zynq XC7020 HPSoC is employed to realize this scheme within 1.2508s, achieving compression ratios (CRs) from 3.79 to 3.95.

Universidad de Las Palmas de Gran Canaria (ES), Shanghai Institute of Technical Physics (CN), China Jiliang University (CN)
Openalex Percentile: Top 71%
Distributed and Parallel Computing Systems
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