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Optical pattern generator for efficient bio-data encoding in a photonic sequence comparison architecture
- Source :
- PLoS ONE, Vol 16, Iss 1, p e0245095 (2021), PLoS ONE
- Publication Year :
- 2021
- Publisher :
- Public Library of Science (PLoS), 2021.
-
Abstract
- In this study, optical technology is considered as SA issues' solution with the potential ability to increase the speed, overcome memory-limitation, reduce power consumption, and increase output accuracy. So we examine the effect of bio-data encoding and the creation of input images on the pattern-recognition error-rate at the output of optical Vander-lugt correlator. Moreover, we present a genetic algorithm-based coding approach, named as GAC, to minimize output noises of cross-correlating data. As a case study, we adopt the proposed coding approach within a correlation-based optical architecture for counting k-mers in a DNA string. As verified by the simulations on Salmonella whole-genome, we can improve sensitivity and speed more than 86% and 81%, respectively, compared to BLAST by using coding set generated by GAC method fed to the proposed optical correlator system. Moreover, we present a comprehensive report on the impact of 1D and 2D cross-correlation approaches, as-well-as various coding parameters on the output noise, which motivate the system designers to customize the coding sets within the optical setup.
- Subjects :
- 0301 basic medicine
Optics and Photonics
Computer science
Bioinformatics
Optical engineering
Science
Nucleotide Sequencing
01 natural sciences
Biochemistry
010309 optics
03 medical and health sciences
Sequence Motif Analysis
0103 physical sciences
Electronic engineering
Sensitivity (control systems)
Molecular Biology Techniques
Sequencing Techniques
Molecular Biology
BLAST algorithm
Peak Values
Multidisciplinary
business.industry
Nucleotides
Database and informatics methods
Applied Mathematics
Genetic Algorithms
Simulation and Modeling
String (computer science)
Gene Mapping
Sequence analysis
Nucleotide Mapping
Biology and Life Sciences
Sequence Analysis, DNA
Research and analysis methods
030104 developmental biology
Optical correlator
Signal Processing
Physical Sciences
Engineering and Technology
Medicine
Noise (video)
Photonics
business
Sequence Alignment
Mathematics
Algorithms
Research Article
Subjects
Details
- Language :
- English
- ISSN :
- 19326203
- Volume :
- 16
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....c78b16b25313cdba5580c38983e8f46c