A computational fractional order model for optimal control of wearable healthcare monitoring devices for maternal health

Onuora Ogechukwu Nneka , Kennedy Chinedu Okafor , Christopher A. Nwabueze , Chimaihe B Mbachu , J.P. Iloh , Titus Ifeanyi Chinebu , Bamidele Adebisi , Okoronkwo Chukwunenye Anthony
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Abstract

The post-COVID-19 landscape has propelled the global telemedicine sector to a projected valuation of USD 91.2 billion by 2022, with a remarkable compounded annual growth rate (CAGR) of 18.6% from 2023 to 2030. This paper introduces an analytical wearable healthcare monitoring device (WHMD) designed for the timely detection and seamless transmission of crucial health vitals to telemedical cloud agents. The fractional order modeling approach is employed to delineate the efficacy of the WHMD in pregnancy-related contexts. The Caputo fractional calculus framework is harnessed to show the device potential in capturing and communicating vital health data to medical experts precisely at the cloud layer. Our formulation establishes the fractional order model's positivity, existence, and uniqueness, substantiating its mathematical validity. The investigation comprises two major equilibrium points: the disease-free equilibrium and the equilibrium accounting for disease presence, both interconnected with the WHMD. The paper explores the impact of integrating the WHMD during pregnancy cycles. Analytical findings show that the basic reproduction number remains below unity, showing the WHMD efficacy in mitigating health complications. Furthermore, the fractional multi-stage differential transform method (FMSDTM) facilitates optimal control scenarios involving WHMD utilisation among pregnant patients. The proposed approach exhibits robustness and conclusively elucidates the dynamic potential of WHMD in supporting maternal health and disease control throughout pregnancy. This paper significantly contributes to the evolving landscape of analytical wearable healthcare research, highlighting the critical role of WHMDs in safeguarding maternal well-being and mitigating disease risks in edge reconfigurable health architectures.

用于产妇健康可穿戴式医疗保健监测设备优化控制的计算分数阶模型
后 COVID-19 时代推动全球远程医疗行业发展,预计到 2022 年估值将达到 912 亿美元,2023-2030 年复合年增长率 (CAGR) 将达到 18.6%。本文介绍了一种分析型可穿戴医疗保健监测设备(WHMD),该设备旨在及时发现并向远程医疗云代理无缝传输重要的健康状况。本文采用分数阶建模方法来描述该设备在与怀孕相关的情况下的功效。我们利用卡普托分数微积分框架,展示了该设备在捕捉重要健康数据并将其精确传输给云层医疗专家方面的潜力。我们的表述确定了分数阶模型的实在性、存在性和唯一性,从而证实了其数学有效性。研究包括两个主要的平衡点:无疾病平衡点和考虑疾病存在的平衡点,两者都与 WHMD 相互关联。本文探讨了在妊娠周期中纳入 WHMD 的影响。分析结果表明,基本繁殖数仍低于 1,显示了 WHMD 在缓解健康并发症方面的功效。此外,分式多级微分变换法(FMSDTM)有助于对怀孕患者使用 WHMD 的情况进行优化控制。所提出的方法具有稳健性,并最终阐明了 WHMD 在整个孕期支持孕产妇健康和疾病控制方面的动态潜力。本文对不断发展的分析性可穿戴医疗保健研究做出了重要贡献,强调了 WHMD 在保障孕产妇健康和降低边缘可重构医疗架构中的疾病风险方面的关键作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Healthcare analytics (New York, N.Y.)
Healthcare analytics (New York, N.Y.) Applied Mathematics, Modelling and Simulation, Nursing and Health Professions (General)
CiteScore
4.40
自引率
0.00%
发文量
0
审稿时长
79 days
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