Levy Sooty Tern Optimization Algorithm Builds DNA Storage Coding Sets for Random Access
- PMID: 39330111
- PMCID: PMC11431215
- DOI: 10.3390/e26090778
Levy Sooty Tern Optimization Algorithm Builds DNA Storage Coding Sets for Random Access
Abstract
DNA molecules, as a storage medium, possess unique advantages. Not only does DNA storage exhibit significantly higher storage density compared to electromagnetic storage media, but it also features low energy consumption and extremely long storage times. However, the integration of DNA storage into daily life remains distant due to challenges such as low storage density, high latency, and inevitable errors during the storage process. Therefore, this paper proposes constructing a DNA storage coding set based on the Levy Sooty Tern Optimization Algorithm (LSTOA) to achieve an efficient random-access DNA storage system. Firstly, addressing the slow iteration speed and susceptibility to local optima of the Sooty Tern Optimization Algorithm (STOA), this paper introduces Levy flight operations and propose the LSTOA. Secondly, utilizing the LSTOA, this paper constructs a DNA storage encoding set to facilitate random access while meeting combinatorial constraints. To demonstrate the coding performance of the LSTOA, this paper consists of analyses on 13 benchmark test functions, showcasing its superior performance. Furthermore, under the same combinatorial constraints, the LSTOA constructs larger DNA storage coding sets, effectively reducing the read-write latency and error rate of DNA storage.
Keywords: DNA coding; DNA storage; levy sooty tern optimization algorithm; random access.
Conflict of interest statement
The author declares no conflicts of interest.
Figures
Similar articles
-
Levy Equilibrium Optimizer algorithm for the DNA storage code set.PLoS One. 2022 Nov 17;17(11):e0277139. doi: 10.1371/journal.pone.0277139. eCollection 2022. PLoS One. 2022. PMID: 36395269 Free PMC article.
-
Study on DNA Storage Encoding Based IAOA under Innovation Constraints.Curr Issues Mol Biol. 2023 Apr 18;45(4):3573-3590. doi: 10.3390/cimb45040233. Curr Issues Mol Biol. 2023. PMID: 37185757 Free PMC article.
-
Sooty Tern Optimization Algorithm-Based Deep Learning Model for Diagnosing NSCLC Tumours.Sensors (Basel). 2023 Feb 14;23(4):2147. doi: 10.3390/s23042147. Sensors (Basel). 2023. PMID: 36850744 Free PMC article.
-
Comparative analysis of the gazelle Optimizer and its variants.Heliyon. 2024 Aug 16;10(17):e36425. doi: 10.1016/j.heliyon.2024.e36425. eCollection 2024 Sep 15. Heliyon. 2024. PMID: 39281471 Free PMC article. Review.
-
Biotechnological tools boost the functional diversity of DNA-based data storage systems.Comput Struct Biotechnol J. 2025 Feb 6;27:624-630. doi: 10.1016/j.csbj.2025.02.002. eCollection 2025. Comput Struct Biotechnol J. 2025. PMID: 40027441 Free PMC article. Review.
References
Grants and funding
LinkOut - more resources
Full Text Sources