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用于医疗保健操作的带有隐蔽生物数据库的进化生物信息学。

Evolutionary bioinformatics with veiled biological database for health care operations.

作者信息

Manoharan Hariprasath, Edalatpanah S A

机构信息

Department of Electronics and Communication Engineering, Panimalar Engineering College, Poonamallee-600 123, Tamil Nadu, India.

Department of Applied Mathematics, Ayandegan Institute of Higher Education, Tonekabon, Iran.

出版信息

Comput Biol Med. 2025 Jan;184:109418. doi: 10.1016/j.compbiomed.2024.109418. Epub 2024 Nov 13.

DOI:10.1016/j.compbiomed.2024.109418
PMID:39541900
Abstract

The tremendous growth of biological data processing systems in the realm of health care applications has made real-time information accessible to everyone with no processing lags. Bioinformatics is even integrated into most wireless technology applications to account for all physical characteristics. The planned model focuses on evolutionary bioinformatics for medical sensor applications in health care. The optimization scenario is executed by combining genetic and ant colony optimization methods (GACO). In the proposed technique, the design concerns are implemented with appropriate transmitting and receiving modules, and individual bits are framed for extra bioinformatics data processing components. a design that completely minimizes all errors in the big data processing stage. Such a design completely lowers the overall error in the huge data processing state since all channels can be accessed in accordance with the framed bits. Furthermore, the quality of service is maximized because all channels carrying bioinformatics data are kept at high quality bits, increasing utility rates. The experiments were conducted using five scenarios to evaluate the effectiveness of the proposed design. The findings indicate that the proposed technique can handle bioinformatics data for healthcare in real time with a service quality of 95 %.

摘要

生物数据处理系统在医疗保健应用领域的巨大发展,使得实时信息对每个人来说都触手可及,且不存在处理延迟。生物信息学甚至被集成到大多数无线技术应用中,以考虑所有物理特征。所规划的模型专注于用于医疗保健中医疗传感器应用的进化生物信息学。优化方案通过结合遗传算法和蚁群优化方法(GACO)来执行。在所提出的技术中,设计关注点通过适当的发送和接收模块来实现,并且为额外的生物信息学数据处理组件对各个比特进行成帧。这种设计在大数据处理阶段将所有错误完全最小化。由于所有信道都可以根据成帧比特进行访问,这样的设计完全降低了海量数据处理状态下的总体错误。此外,服务质量得以最大化,因为所有承载生物信息学数据的信道都保持高质量比特,提高了利用率。使用五种场景进行实验以评估所提出设计的有效性。结果表明,所提出的技术能够以95%的服务质量实时处理医疗保健的生物信息学数据。

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