使用人工智能进行负载平衡,用于支持云计算的医疗保健领域万物互联网
Ibrahim Aqeel1, Ibrahim Mohsen Khormi1, Surbhi Bhatia Khan2,3
1College of Computer Science & IT, Jazan University, Jazan 45142, Saudi Arabia.
Sensors (Basel, Switzerland)
|June 10, 2023
概括
本研究介绍了一种能源意识的人工智能 (AI) 负载平衡模型,使用混乱骑马优化算法 (CHROA) 为支持云的物联网 (IoT) 环境. 新的CHROA模型显著提高了吞吐量,并优化了能源资源,优于现有的方法.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 云计算 云计算 云计算
- 物联网 (IoT) 的物联网 (IoT) 的物联网.
背景情况:
- 信息和通信技术 (ICT) 的快速增长导致了物联网 (IoT) 和万物互联网 (IoE).
- 实施物联网/IoE面临着能源和处理能力有限等挑战,特别是在数据密集型医疗保健应用中.
- 在支持云计算的物联网环境中,急需节能,智能负载平衡解决方案.
研究的目的:
- 为支持云计算的物联网环境提出一种基于人工智能 (AI) 的新能源意识负载平衡模型.
- 通过使用混乱骑马优化算法 (CHROA) 和大数据分析 (BDA) 增强负载平衡和能源优化.
- 根据现有的优化技术,评估拟议的CHROA模型的性能.
主要方法:
- 开发一个具有能源意识的AI负载平衡模型,结合混沌骑马优化算法 (CHROA).
- 利用大数据分析 (BDA) 在物联网环境中处理和分析大量数据.
- 增强骑马优化算法 (HROA) 使用CHROA技术中的混乱原则来改进优化.
主要成果:
- 与现有的算法相比,拟议的CHROA模型在负载平衡和能源优化方面表现出卓越的性能.
- 与人工蜂群 (ABC),引力搜索算法 (GSA) 和用火虫算法 (WD-FA) 进行的鱼防御算法 (58.24760.819 Kbps) 相比,CHROA的平均吞吐量显著更高 (70.122 Kbps).
- 实验评估证实了CHROA模型在优化能源资源和负载平衡方面的有效性.
结论:
- 基于CHROA的模型提供了一种创新的方法,用于智能负载平衡和能源优化,用于支持云端的物联网系统.
- 这些发现突出了CHROA模型在解决可持续物联网/IoE发展的关键挑战方面的潜力.
- 拟议的模型有助于创建更高效和节能的云支持物联网解决方案,特别是用于医疗保健.
更多相关视频
相关概念视频
01:29Issues And Trends In Healthcare Delivery System
5.7K
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...
5.7K
01:30Health Information Technology and Healthcare Information System
878
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:
878
01:20Integrated Healthcare System
1.7K
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,...
1.7K
01:30Current Trends in Nursing II
1.3K
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,...
1.3K
01:21Distributed Loads: Problem Solving
680
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
680
01:26Methods Of Healthcare Delivery System
3.3K
At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
3.3K