在IOMT设备和急救车辆之间进行节能通信,以改善患者护理
1Basic and Applied Science Institute, College of Engineering, Arab Academy for Science, Technology and Maritime Transport, Alexandria, Egypt.
PloS one
|August 28, 2025
概括
这项研究引入了紧急医疗通信的智能框架,提高了医疗物联网 (IoMT) 设备的数据传输可靠性和能源效率. 它优化了通讯距离,使得紧急响应系统更快,更可靠.
科学领域:
- 生物医学工程
- 计算机科学
- 电信服务
背景情况:
- 由于信号强度,距离和功率限制,医疗物联网 (IoMT) 整合面临着紧急医疗通信的挑战.
- 在紧急情况下,可靠的IoMT设备数据交换对慢性病患者至关重要.
- 现有的通信模型与影响紧急医疗数据传输的现实变量作斗争.
研究的目的:
- 开发一个智能通信框架,以加强紧急医疗服务.
- 在 IoMT 支持的紧急情况下提高能源效率和数据传输速度.
- 确定可靠,节能的紧急数据传输的最佳通信距离.
主要方法:
- 使用一维深度卷积神经网络 (1D-CNN) 进行智能通信.
- 实施拉格朗奇优化技术以提高能源效率和数据速度.
- 将SINR,传输功率和距离等现实世界因素纳入通信模型.
主要成果:
- 建议的框架大大提高了紧急情况下的通信可靠性.
- 与之前的模型相比,已经证明了更高的能源效率.
- 在救护车和患者环境中实现了 IoMT 设备的数据传输速度的提高.
结论:
- 智能框架有效地应对紧急医疗保健中的真实世界沟通挑战.
- 结合深度学习和优化可以加速和加强紧急通讯系统.
- 这一进步有助于建立智能医疗基础设施,改善患者安全和应急响应.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.8K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.8K
Integrated Healthcare System
1.8K
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
1.8K
Types of Reports I: Hands-off Report
1.0K
A hand-off report, also known as a change-of-shift report, is a crucial nursing process that ensures the smooth transition of patient care responsibilities between nursing staff.
Following are the key components and categories of hand-off reports:
Purpose and Process:
Following are the key components and categories of hand-off reports:
Purpose and Process:
1.0K
Methods of Documentation VII: EMR
910
Electronic Medical Records (EMRs) primarily center around electronically documenting patients' health information within a single healthcare organization or practice. They contain essential clinical data related to a patient's medical history, diagnoses, medications, treatment plans, lab results, and other pertinent information relevant to the specific encounter or episode of care. EMRs are designed to streamline documentation and workflow processes within individual healthcare...
910
Health Information Technology and Healthcare Information System
915
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
915
Current Trends in Nursing II
1.4K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
1.4K


