SCMA High-Dimensional Codebook Design Based on VBR-GAM
At the physical layer, sparse code multiple access (SCMA) technology is used to solve the problem of massive user access.In the current research on SCMA, in addition to the research on SCMA multi-user detection technology, more attention will be paid to ...
Xu DENG, Ke CHU, Lidong ZHU
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A One-pass Resource-Allocating Codebook for Patch-based Visual Object Recognition [PDF]
Frequencies of occurrence of low-level image features is the representation of choice in the design of state-of-the-art visual object recognition systems.
Niranjan, Mahesan +3 more
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A Review of Codebook Models in Patch-Based Visual Object Recognition [PDF]
The codebook model-based approach, while ignoring any structural aspect in vision, nonetheless provides state-of-the-art performances on current datasets.
Niranjan, Mahesan +3 more
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DFT-based Beamforming Weight-Vector Codebook Design for Spatially Correlated Channels in the Unitary Precoding Aided Multiuser Downlink [PDF]
—The DFT-based beamforming weight-vector code-book is considered as an effective design for spatially correlated channels. In this paper, we demonstrate that when the antenna elements are uniformly spaced as well as linearly arranged, and the channels ...
Yang, Lie-Liang +5 more
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Convolutional neural network and clustering-based codebook design method for massive MIMO systems
In this paper, we propose a convolutional neural network (CNN) and clustering-based codebook design method. Specifically, we train two different CNNs, i.e., CNN1 and CNN2, to compress the channel state information (CSI) matrices into the channel vectors ...
Jing Xing, Die Hu
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Fast Codebook Generation Using Pattern Based Masking Algorithm for Image Compression
Vector Quantization (VQ) is a classical block coding technique used for image compression which achieves high compression using simple encoding and decoding process.
Muhammad Bilal +2 more
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Precoder distribution and adaptive codebook in wideband precoding [PDF]
Based on wideband precoding (WBP) in the multiple-input multiple-output orthogonal frequency division multiplexing system, an adaptive nonuniform codebook is presented in this paper.
Xiang, Wei +5 more
core +1 more source
Variable dimension VQ encoding and codebook design [PDF]
A variable dimension vector quantizer (VDVQ) has codewords of unequal dimensions. Here, a trellis-based sequential optimal VDVQ encoding algorithm is proposed. Also, a VDVQ codebook design algorithm based on splitting a node with equal or reduced dimensions is proposed that does not require any codebook parameter to be prespecified unlike known schemes.
Anamitra Makur, K. P. Subbalakshmi
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On the Design of Multiuser Codebooks for Uplink SCMA Systems [PDF]
Sparse code multiple access (SCMA) is a promising uplink multiple access technique that can achieve superior spectral efficiency, provided that multidimensional codebooks are carefully designed. In this letter, we investigate the multiuser codebook design for SCMA systems over Rayleigh fading channels.
Jinchen Bao +4 more
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Deep Clustering-Based Codebook Design for Massive MIMO Systems
Deep learning (DL) can effectively handle explosive data and solve the complicated non-convex problems. Recently, it is used to reduce the overhead of channel state information (CSI) feedback and improve the performance of the limited feedback massive ...
Jing Jiang +4 more
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