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DNA-based storage is an emerging technology that enables digital information to be archived in DNA molecules. This method enjoys major advantages over magnetic and optical storage solutions such as exceptional information density, enhanced…

信息论 · 计算机科学 2024-03-13 Daniella Bar-Lev , Itai Orr , Omer Sabary , Tuvi Etzion , Eitan Yaakobi

Due to its longevity and enormous information density, DNA is an attractive medium for archival storage. In this work, we study the fundamental limits and trade-offs of DNA-based storage systems by introducing a new channel model, which we…

信息论 · 计算机科学 2020-01-20 Ilan Shomorony , Reinhard Heckel

Due to its longevity and enormous information density, DNA is an attractive medium for archival data storage. Thanks to rapid technological advances, DNA storage is becoming practically feasible, as demonstrated by a number of experimental…

信息论 · 计算机科学 2022-11-11 Ilan Shomorony , Reinhard Heckel

The yearly global production of data is growing exponentially, outpacing the capacity of existing storage media, such as tape and disk, and surpassing our ability to store it. DNA storage - the representation of arbitrary information as…

定量方法 · 定量生物学 2023-10-04 Thomas Heinis , Roman Sokolovskii , Jamie J. Alnasir

Technologies for sequencing (reading) and synthesizing (writing) DNA have progressed on a Moore's law-like trajectory over the last three decades. This has motivated the idea of using DNA for data storage. Theoretically, DNA-based storage…

In the wake of the swift evolution of technologies such as the Internet of Things (IoT), the global data landscape undergoes an exponential surge, propelling DNA storage into the spotlight as a prospective medium for contemporary cloud…

机器学习 · 计算机科学 2024-09-20 Wenfeng Wu , Luping Xiang , Qiang Liu , Kun Yang

Due to the redundant nature of DNA synthesis and sequencing technologies, a basic model for a DNA storage system is a multi-draw "shuffling-sampling" channel. In this model, a random number of noisy copies of each sequence is observed at…

信息论 · 计算机科学 2021-12-06 Kel Levick , Reinhard Heckel , Ilan Shomorony

With the rapid increase of available digital data, DNA storage is identified as a storage media with high density and capability of long-term preservation, especially for archival storage systems. However, the encoding density (i.e., how…

新兴技术 · 计算机科学 2021-08-26 Bingzhe Li , Li Ou , David Du

DNA has immense potential as an emerging data storage medium. The principle of DNA storage is the conversion and flow of digital information between binary code stream, quaternary base, and actual DNA fragments. This process will inevitably…

信息检索 · 计算机科学 2022-10-21 Yun Qin , Fei Zhu , Bo Xi

Owing to its longevity and enormous information density, DNA, the molecule encoding biological information, has emerged as a promising archival storage medium. However, due to technological constraints, data can only be written onto many…

新兴技术 · 计算机科学 2018-03-12 Reinhard Heckel , Gediminas Mikutis , Robert N. Grass

DNA as a data storage medium has several advantages, including far greater data density compared to electronic media. We propose that schemes for data storage in the DNA of living organisms may benefit from studying the reconstruction…

信息论 · 计算机科学 2019-09-10 Yonatan Yehezkeally , Moshe Schwartz

The emerging field of DNA storage employs strands of DNA bases (A/T/C/G) as a storage medium for digital information to enable massive density and durability. The DNA storage pipeline includes: (1) encoding the raw data into sequences of…

基因组学 · 定量生物学 2025-01-28 Hadas Abraham , Barak Gahtan , Adir Kobovich , Orian Leitersdorf , Alex M. Bronstein , Eitan Yaakobi

DNA is a leading candidate as the next archival storage media due to its density, durability and sustainability. To read (and write) data DNA storage exploits technology that has been developed over decades to sequence naturally occurring…

新兴技术 · 计算机科学 2022-05-12 Jasmine Quah , Omer Sella , Thomas Heinis

DNA exhibits remarkable potential as a data storage solution due to its impressive storage density and long-term stability, stemming from its inherent biomolecular structure. However, developing this novel medium comes with its own set of…

图像与视频处理 · 电气工程与系统科学 2023-09-14 Trung Hieu Le , Xavier Pic , Jeremy Mateos , Marc Antonini

DNA storage is now being considered as a new archival storage method for its durability and high information density, but still facing some challenges like high costs and low throughput. By reducing sequencing sample size for decoding…

信息论 · 计算机科学 2025-04-22 Ruiying Cao , Xin Chen

Neuromorphic computing seeks to replicate the remarkable efficiency, flexibility, and adaptability of the human brain in artificial systems. Unlike conventional digital approaches, which suffer from the Von Neumann bottleneck and depend on…

人工智能 · 计算机科学 2025-11-04 Marcel van Gerven

Due to its longevity and enormous information density, DNA is an attractive medium for archival storage. In this work, we study the fundamental limits and tradeoffs of DNA-based storage systems under a simple model, motivated by current…

信息论 · 计算机科学 2017-05-16 Reinhard Heckel , Ilan Shomorony , Kannan Ramchandran , David N. C. Tse

DNA storage has emerged as a promising solution for large-scale and long-term data preservation. Among various error types, insertions are the most frequent errors occurring in DNA sequences, where the inserted symbol is often identical or…

信息论 · 计算机科学 2026-04-07 Hengfeng Liu , Chunming Tang , Cuiling Fan

Translating neural networks from theory to clinical practice has unique challenges, specifically in the field of neuroimaging. In this paper, we present DeepNeuro, a deep learning framework that is best-suited to putting deep learning…

计算机视觉与模式识别 · 计算机科学 2018-08-15 Andrew Beers , James Brown , Ken Chang , Katharina Hoebel , Elizabeth Gerstner , Bruce Rosen , Jayashree Kalpathy-Cramer

Neural machine learning methods, such as deep neural networks (DNN), have achieved remarkable success in a number of complex data processing tasks. These methods have arguably had their strongest impact on tasks such as image and audio…

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