复合DNA存储通道的输入优化

IF 2.2
Adir Kobovich;Nir Weinberger
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引用次数: 0

摘要

DNA存储的最新进展表明,复合DNA字母可以显著提高存储容量。我们将这一过程建模为多项式通道,并提出了一种优化算法来确定任意数量的输出读取的容量实现输入分布(CAID)。我们的经验结果匹配的缩放定律,决定了支持的大小与容量呈指数增长。此外,我们引入了一种有限支持优化算法,该算法在有限支持大小下优化输入分布,使其更适用于现实世界的DNA存储系统。我们还扩展了我们的模型,以考虑噪声并研究其对容量和输入设计的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Input Optimization in the Composite DNA Storage Channel
Recent advancements in DNA storage show that composite DNA letters can significantly enhance storage capacity. We model this process as a multinomial channel and propose an optimization algorithm to determine its capacity-achieving input distribution (CAID) for an arbitrary number of output reads. Our empirical results match a scaling law that determines that the support size grows exponentially with capacity. In addition, we introduce a limited-support optimization algorithm that optimizes the input distribution under a restricted support size, making it more feasible for real-world DNA storage systems. We also extend our model to account for noise and study its effect on capacity and input design.
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CiteScore
8.20
自引率
0.00%
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