个性化无线体域网络中多特征优化的自适应资源调度算法

IF 4.3 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Zheng Zhang;Xinxing Ren;Chun Sing Lai;Ruiheng Wu;Jinzhao Lin;Zhangyong Li
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引用次数: 0

摘要

无线体域网络(wban)作为医疗监测领域的一项关键技术,在个人消费电子产品(CE)中也发挥着重要作用。然而,现有的解决方案还没有有效地解决个性化需求、数据异构性以及多种环境因素导致的动态链路变化等挑战。为了解决这些问题,本研究提出了一种基于IEEE 802.15.6标准的新方法,该方法结合了个性化节点特征,以满足个性化需求并适应节点的异构性。在此基础上,引入节点数据动态调度机制,利用多特征环境因素提高WBAN系统的实用性。最后,对于情绪异常数据的实时调度,本研究首次引入皮肤电导节点对情绪因素进行评估,保证了紧急数据的高效传输。理论分析和仿真结果表明,该方法在能量效率、延迟、吞吐量和资源平衡方面明显优于传统方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adaptive Resource Scheduling Algorithm for Multi-Feature Optimization in Personalized Wireless Body Area Networks
Wireless Body Area Network (WBANs), as a crucial technology in the field of healthcare monitoring, also plays a significant role in personal consumer electronics (CE). However, existing solutions have yet to effectively address challenges such as personalized demands, data heterogeneity, and dynamic link variations caused by diverse environmental factors. To address these issues, this study proposes a novel approach based on the IEEE 802.15.6 standard, which incorporates personalized node characteristics to cater to individual needs and adapt to node heterogeneity. Furthermore, a dynamic scheduling mechanism for node data is introduced, leveraging multi-feature environmental factors to enhance the practicality of WBAN systems. Finally, for real-time scheduling of emotional anomaly data, this study incorporates skin conductance nodes for the first time to evaluate emotional factors, ensuring the efficient transmission of urgent data. Theoretical analysis and simulation results demonstrate that the proposed approach significantly outperforms traditional methods in terms of energy efficiency, latency, throughput, and resource balance.
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来源期刊
CiteScore
7.70
自引率
9.30%
发文量
59
审稿时长
3.3 months
期刊介绍: The main focus for the IEEE Transactions on Consumer Electronics is the engineering and research aspects of the theory, design, construction, manufacture or end use of mass market electronics, systems, software and services for consumers.
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