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Faculty Selected Works of Ankit Chaudhary
Article
Redemptive Resource Sharing and Allocation Scheme for Internet of Things-Assisted Smart Healthcare Systems
IEEE Journal of Biomedical and Health Informatics (2022)
  • Jiechao Gao
  • Tu N. Nguyen
  • Gunasekaran Manogaran, University of California, Davis
  • Ankit Chaudhary, University of Missouri-St. Louis
  • Gai-Ge Wang
Link
Abstract
Internet of Things assisted healthcare services grants reliable clinical diagnosis and analysis by exploiting heterogeneous communication and infrastructure elements. Communication is enabled through point-to-point or cluster-to-point between the users and the diagnosis center. In this process, the complication is the resource sharing and diagnosis swiftness invalidating multiple resources. IoT's open and ubiquitous nature results in proactive resource sharing, resulting in delayed transmissions. This manuscript introduces the Redemptive Resource Sharing and Allocation (R2SA) scheme to address this issue. The available health data is accumulated on a first-come-first-serve basis, and the transmitting infrastructure is selected. In this process, the data-to-capacity of the available infrastructure is identified for non-redemptive resource allocation. The extremity of the capacity and unavailability of the resource is then analyzed for parallel processing and allocation. Therefore, the data accumulation and exchange rely on concurrent sharing and resource allocation processes, deferring a better accumulation ratio. The concurrent redemptive selection and sharing reduces transmission delay, improves resource allocation, and reduces transmission complexity. The entire process is managed for transfer learning, data-to-capacity validation, and concurrent recommendation. The first validation knowledge base remains the same/shared for different data accumulation and sharing intervals.
Keywords
  • IoT,
  • resource allocation,
  • smart healthcare,
  • transfer learning
Disciplines
Publication Date
August, 2022
DOI
10.1109/JBHI.2022.3169961
Citation Information
Jiechao Gao, Tu N. Nguyen, Gunasekaran Manogaran, Ankit Chaudhary, et al.. "Redemptive Resource Sharing and Allocation Scheme for Internet of Things-Assisted Smart Healthcare Systems" IEEE Journal of Biomedical and Health Informatics Vol. 26 Iss. 8 (2022)
Available at: http://works.bepress.com/ankit-chaudhary/65/