Search Results - Deep polar coding decoding

Joint TL-SCL-BPPC Decoder for the Double Deep Polar Codes by Babu, Tummala Aravinda, Reddy, Karna Vishnu Vardhana, Reddy, D. Venkat, Rao, M. V. Nageswara, Satyanarayana, T. V. V.

“… However, traditional approaches have a large computation overhead and decoding errors. A novel Double Deep Polar Coding/DECoding (DDP-Codec…”
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Deep Polar Codes by Choi, Geon, Lee, Namyoon

“…In this paper, we introduce a novel class of pre-transformed polar codes, termed as deep polar codes…”
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Review Study on Polar Encoding/Decoding, Applications and Challenges by Eskandar, Ghadeer H., Mohammed, Samir Jasim

“… Despite that, the polar coding is implemented in submersive vessels, adverse nonlinear channels and deeps space communication…”
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Polarized Dropout: A Novel Deep Joint Source Channel Coding Scheme for Erasure Channels by Ren, Zichang, Wang, Yiru, Zhao, Yuping

“…This letter investigates the challenges encountered by deep joint source-channel coding in erasure channels…”
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Channel Noise Optimization of Polar Codes Decoding Based on a Convolutional Neural Network by Yan, Ming, Lou, Xingrui, Wang, Yan

“…Polar code has the characteristics of simple coding and high reliability, and it has been used as the control channel coding scheme of 5G wireless communication…”
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Research on BP Decoding of Polar Codes Aided by Deep Learning by Yun, Chang, Li, Guiping

“…In recent years, polar codes under deep learning have become a research hotspot because of their outstanding decoding performance…”
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Recent Advances in Deep Learning for Channel Coding: A Survey by Matsumine, Toshiki, Ochiai, Hideki

“…This paper provides a comprehensive survey of recent advances in deep learning (DL) techniques for channel coding problems…”
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Improving NB-IoT performance in weak coverage areas with CBSTO polar coding and LMMSE channel estimation by Bavani, G, Srinivasan, V. Prasanna, Balasubadra, K., Raj, Velankanni Cyril

“… To overcome these shortcomings, this article proposes a joint channel coding as well as channel estimation approach that aims to enhance the reliability and efficiency of data transmission over wireless channels…”
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Low-complexity Recurrent Neural Network-based Polar Decoder with Weight Quantization Mechanism by Teng, Chieh-Fang, Wu, Chen-Hsi Derek, Kuan-Shiuan Ho, Andrew, Wu, An-Yeu Andy

“… Recently, as the emerging deep learning (DL) technique has breakthrough achievements in many fields, neural network decoder was proposed to obtain faster convergence and better performance than belief propagation (BP) decoding…”
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Performance analysis of Polar Codes in a Visible Light Communication System by Vaz, Aldrin Claytus, Hegde, Navya Thirumaleshwar, Shetty, Akhil Appu

“… Polar codes are one of the promising error correcting channel codes that can be used in these situations to obtain maximum throughput and coding gain in a communication systems because of their…”
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DIR-Net: Deep Residual Polar Decoding Network Based on Information Refinement by Song, Bixue, Feng, Yongxin, Wang, Yang

“…Polar codes are closer to the Shannon limit with lower complexity in coding and decoding…”
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Generalized Concatenated Polar Auto-Encoder: A Deep Learning Based Polar Coding Scheme by Saber, Hamid, Bae, Jung Hyun

“… Our results show that the proposed scheme results in enhanced reliability of classical polar codes under SC decoding…”
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Multi Kernel Polar Code using Nut cracker optimization based GAN for Successive Cancellation Decoder to attain low latency and high efficiency by Pushpa, B. Yamini, Panda, Sunita

“… The selection and optimization of multiple kernels can be challenging. Previous research has demonstrated that existing deep learning models may achieve high decoding accuracy and speed for polar code when the block length can be very tiny…”
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Learning-Based Near-Orthogonal Superposition Code for MIMO Short Message Transmission by Bian, Chenghong, Hsu, Chin-Wei, Lee, Changwoo, Kim, Hun-Seok

“… In this paper, a novel deep learning-based near-orthogonal superposition (NOS) coding scheme is proposed to transmit short messages in multiple-input multiple-output (MIMO…”
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A Low-Complexity Belief Propagation Based Decoding Scheme for Polar Codes - Decodability Detection and Early Stopping Prediction by Wang, Yaohan, Zhang, Shunqing, Zhang, Chuan, Chen, Xiaojing, Xu, Shugong

“…In the 5G communication systems, polar code has been adapted as the control channel coding solution in the enhanced mobile broadband (eMBB) scenario…”
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Bidirectional Deep Learning Decoder for Polar Codes in Flat Fading Channels by Aziz, Md Abdul, Rahman, Md Habibur, Abrar Shakil Sejan, Mohammad, Tabassum, Rana, Hwang, Duck-Dong, Song, Hyoung-Kyu

“… Polar codes are well-suited for such applications, and recent advancements in deep learning have shown promising results in enhancing polar code decoding performance…”
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A Network Coding Scheme Transmitting Specific Data and Universal Data Based on Deep Learning by Zhang, Guangzhi, Zhang, Dongqiu, Li, Wenkui

“… coding, where the universal data are encoded into the code word with Reed Solomon code and Polar code…”
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Review and Evaluation of Belief Propagation Decoders for Polar Codes by Zhou, Lingxia, Zhang, Meixiang, Chan, Satya, Kim, Sooyoung

“…) coding schemes due to its symmetric characteristics of channel polarization. This paper reviews various decoding schemes for polar codes and discusses their advantages and disadvantages…”
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Optimized NOMA System Using Hybrid Coding and Deep Learning-Based Channel Estimation by Dharshini, J. Sofia Priya, Jordhana, P. Deepthi

“… Initially, the messages are coded by utilizing hybrid polar low-density parity-check (LDPC) code for error-free and efficient coding…”
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Low-Complexity LSTM-Assisted Bit-Flipping Algorithm For Successive Cancellation List Polar Decoder by Chen, Chun-Hsiang, Teng, Chieh-Fang, Wu, An-Yeu

“…Polar codes have attracted much attention in the past decade due to their capacity-achieving performance…”
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