基于深度学习的能源预测和触点搜索,以及基于优化的安全多路径数据通信机制在WSN中
Muthukrishnan Athinarayanasamy1, Karthi Selvakumar2, Veluchamy Sivasubbu3
1Department of CSE, Vel Tech Rangarajan Dr.Sagunthala R&D Institute of Science and Technology, Avadi, Chennai, Tamilnadu, India.
概括
本研究介绍了使用能源预测和混合优化的无线传感器网络 (WSN) 的优化多路径路由协议. 这种新的方法提高了通信可靠性,并在具有挑战性的环境中最大限度地减少了能源消耗.
科学领域:
- 计算机科学 计算机科学
- 网络工程 网络工程
- 人工智能的人工智能
背景情况:
- 无线传感器网络 (WSN) 对于无法进入的区域的数据收集至关重要.
- 向基站 (BS) 进行高效的数据传输对于WSN的功能至关重要.
- 多路径路由协议为WSN通信提供了更高的可靠性.
研究的目的:
- 为WSNs开发一个最佳的多路径路由策略.
- 尽量减少能源消耗,同时满足端到端延迟要求.
- 为了减少数据传输中的错误率.
主要方法:
- 一个有效的多路径路由协议,集成能源预测和混合优化.
- 深度Q网络 (DQN) 提供精确的能源预测.
- 触角搜索雷莫拉优化 (TSRO) 算法用于路由执行和优化.
- 一个全面的健身功能,考虑剩余能量,距离,吞吐量,可靠性,信任,预测能量,链路寿命 (LLT),延迟和交通强度.
主要成果:
- 通过0.402 J的消耗,实现了卓越的能源效率.
- 在25.056 Mbps的最大吞吐量.
- 网络信任度提升至84.975.5%.
- 将距离缩小到29.964米,延迟到0.750秒.
结论:
- 拟议的基于TSRO的多路径路由有效地优化了WSN性能.
- 集成的DQN和TSRO提供了一个强大的解决方案,以节能和可靠的WSN通信.
- 该协议在关键性能指标方面取得了显著的改进,使其适合于实际的WSN部署.
相关概念视频
Restorative Care
Restorative care is provided once a patient has been discharged from a healthcare facility and requires additional services. The additional services include home care, rehabilitation programs, and extended care. Restorative care centers help the patient regain their previous level of functioning or acquire a new level of functioning due to the incapacitating effects of a disease or a disability. It aims to assist patients in enhancing their quality of life by encouraging independence,...
Continuing Care
Continuing care describes the variety of health, personal, and social services provided over a prolonged period. The need for continuing care is increasing because people are living longer. Many people do not have families or others to care for them. Continuing care is mainly for patients who are disabled, functionally dependent, or suffering from a terminal disease. It is available within institutional settings or in homes. Examples include nursing centers or facilities, assisted living,...
Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis
The nursing process provides a clinical decision-making framework for patients and families to establish and implement a personalized care plan. Since part of the nurse's duties is to teach patients, the steps of the nursing process are the most effective way to approach instruction. The nursing process and the teaching-learning process are inextricably linked.
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data from the...
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data from the...
Documentation in Long-Term and Home Healthcare Setting
Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
Long-Term Care Facilities
Alzheimer's Disease: Overview
Alzheimer's Disease (AD) is a continually advancing neurodegenerative disorder, distinguished by escalating memory loss, cognitive dysfunction, and dementia. The disease unfolds in three stages: preclinical, mild cognitive impairment (MCI), and dementia. Its onset is insidious, and the progression gradual, with the cause not well explained by other disorders.
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ and tau...
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ and tau...
Dementia
Dementia is a collective term for cognitive disorders primarily affecting memory, thinking, and reasoning. It is not a specific disease but a syndrome, with Alzheimer's disease being the most common cause, accounting for approximately 60-80% of cases. Other types include vascular dementia, Lewy body dementia, and frontotemporal dementia. Dementia affects millions worldwide, particularly older adults, though it is not a normal part of aging.
The progression of dementia is generally gradual.
The progression of dementia is generally gradual.


