Missing and corrupted data recovery in wireless sensor networks based on weighted robust principal component analysis

J He, Y Li, X Zhang, J Li - Sensors, 2022 - mdpi.com
Although wireless sensor networks (WSNs) have been widely used, the existence of data
loss and corruption caused by poor network conditions, sensor bandwidth, and node failure …

Recovery of corrupted data in wireless sensor networks using tensor robust principal component analysis

X Zhang, J He, Y Li, Y Chi… - IEEE Communications …, 2021 - ieeexplore.ieee.org
Due to the hardware and network conditions, data collected in Wireless Sensor Networks
usually suffer from loss and corruption. Most existing research works mainly consider the …

Tensor completion using high-order spatial delay embedding for IoT multi-attribute data reconstruction

X Zhang, J He, X Liu - IEEE Transactions on Signal and …, 2024 - ieeexplore.ieee.org
Restricted by various factors, the data collected by sensor nodes in some Internet of Things
(IoT) can only provide spatio-temporal low-resolution multi-attribute information of the …

Integration of Heuristics-Based Energy Optimal Clustering Topology, Routing and Transmission Scheduling for Enhancing Lifetime in IoT Networks

SM Sharath, P Manjunatha, HR Shwetha - SN Computer Science, 2023 - Springer
IoT network is future network enabling connected world and man and machines. It is
envisioned to provide better comfort to humans and it can revolutionize applications such as …

Critical Analysis of Life Span Improvement Techniques in Energy Constraints Edge IoT Devices

MS Padmini, S Kuzhalvaimozhi - SN Computer Science, 2023 - Springer
IoT edge computing facilitates data to be processed at a location closer to the place where it
is generated. Placing computing closer allows for faster and more reliable service to the …