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基于卷积神经网络的闪存信道检测技术研究 被引量:1
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作者 胡海华 韩国军 张孝谊 《智能系统学报》 CSCD 北大核心 2021年第6期1090-1097,共8页
NAND闪存信道检测技术直接影响数据存储的可靠性,本文针对NAND闪存信道检测过程中因缺乏信道先验信息而导致检测性能显著降低的问题,提出了一种基于卷积神经网络(convolutional neural networks,CNN)的信道检测器。该检测器通过学习存... NAND闪存信道检测技术直接影响数据存储的可靠性,本文针对NAND闪存信道检测过程中因缺乏信道先验信息而导致检测性能显著降低的问题,提出了一种基于卷积神经网络(convolutional neural networks,CNN)的信道检测器。该检测器通过学习存储单元阈值电压随应用场景的变化特性,来初始化网络参数,并通过在系统空闲时间段优化网络参数来实现与信道的匹配。仿真实验结果表明:在信道先验信息未知的情况下,CNN检测器可获得比最优阈值检测器更好的检测性能;与现有的循环神经网络检测器相比,CNN检测器具有更低的复杂度,从而能获得更低的检测延时。 展开更多
关键词 NAND闪存 信道检测 卷积神经网络 单元间干扰 信道先验信息 复杂度 可靠性 阈值检测
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NEW ITERATIVE SUPER-TRELLIS DECODING WITH SOURCE A PRIORI INFORMATION FOR VLCS WITH TURBO CODES 被引量:3
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作者 Liu Jianjun Tu Guofang Wu Weiren 《Journal of Electronics(China)》 2007年第1期122-127,共6页
A novel Joint Source and Channel Decoding (JSCD) scheme for Variable Length Codes (VLCs) concatenated with turbo codes utilizing a new super-trellis decoding algorithm is presented in this letter. The basic idea of ou... A novel Joint Source and Channel Decoding (JSCD) scheme for Variable Length Codes (VLCs) concatenated with turbo codes utilizing a new super-trellis decoding algorithm is presented in this letter. The basic idea of our decoding algorithm is that source a priori information with the form of bit transition probabilities corresponding to the VLC tree can be derived directly from sub-state transitions in new composite-state represented super-trellis. A Maximum Likelihood (ML) decoding algorithm for VLC sequence estimations based on the proposed super-trellis is also described. Simu-lation results show that the new iterative decoding scheme can obtain obvious encoding gain especially for Reversible Variable Length Codes (RVLCs),when compared with the classical separated turbo decoding and the previous joint decoding not considering source statistical characteristics. 展开更多
关键词 Joint Source and Channel Decoding (JSCD) Variable Length Codes (VLCs) Turbo codes Super-trellis
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