使用模糊图形理论提高电磁辐射疗法的安全性.
Radhey Lal1, Rajiv Kumar Singh1, Dinesh Kumar Nishad2
1Department of Electronics and Communication Engineering, Institute of Engineering and Technology Lucknow, Dr. APJ Abdul, Kalam Technical University, Lucknow, 226021, India.
Scientific reports
|April 16, 2025
概括
模糊图形理论提高了电磁辐射疗法系统的安全性. 新型模糊方法显著改善了访问控制,入侵检测和安全通信,提高了患者安全和数据隐私.
科学领域:
- 计算科学 计算科学
- 医学物理 医学物理
- 网络安全 网络安全
背景情况:
- 电磁辐射疗法系统面临着关键的安全挑战.
- 传统的安全措施往往无法保护敏感的患者数据和系统完整性.
- 在现代医疗保健中,对先进,强大的安全解决方案的需求至关重要.
研究的目的:
- 研究模糊图形理论的应用,以提高电磁辐射疗法系统的安全性.
- 引入新的模糊认知地图和基于模糊图的架构,用于关键的安全功能.
- 为未来的研究和先进安全协议的临床采用提供基础.
主要方法:
- 模糊图形理论应用的理论分析和实验验证.
- 基于模糊图的访问控制和入侵检测模型的开发.
- 实施使用模糊逻辑的安全通信协议和风险评估框架.
- 与多个指标的传统安全措施相比,性能评估.
主要成果:
- 基于模糊图形的访问控制将错误验收率降至2.5% (相对于7.8%).
- 侵入检测准确度达到95%,错误阳性为3%.
- 安全通信实现了98%的保密性和96%的完整性.
- 风险评估覆盖率提高到92% ,错误阳性较少.
- 系统展示了线性可扩展性和高效的资源利用.
结论:
- 模糊图形理论为电磁辐射治疗系统的安全性提供了显著的改进.
- 拟议的模糊方法增强了访问控制,入侵检测,安全通信和风险评估.
- 这些进展对于加强放射治疗中的患者安全和数据隐私至关重要.
- 未来的研究应该探索机器学习集成,区块链和可扩展性优化.
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