DIGWO-N-BEATS: An evolutionary time series prediction method for situation prediction

H Lin, C Wang - Information Sciences, 2024 - Elsevier
Situation awareness is a key technology in many decision systems, but its performance
bottleneck in the third step, namely situation prediction, has not been overcome yet. This …

Leveraging sparse auto-encoding and dynamic learning rate for efficient cloud workloads prediction

D Alqahtani - IEEE Access, 2023 - ieeexplore.ieee.org
Cloud computing provides simple on-demand access to a centralized shared pool of
computing resources. Performance and efficient utilization of cloud computing resources …

A feature extraction and time warping based neural expansion architecture for cloud resource usage forecasting

G Singh, P Sengupta, A Mehta, J Bedi - Cluster Computing, 2024 - Springer
Accurate resource utilization estimation is crucial for efficient resource allocation, capacity
planning, and cost optimization in cloud systems. In the past, several artificial intelligence …

Analysis of Clustering Effects In Cloud Workload Forecasting

RR Sathiya, ASS Aditya, AHV Chowdary… - 2023 14th …, 2023 - ieeexplore.ieee.org
Cloud workload forecasting is becoming progressively more crucial as cloud computing
gains greater omnipresence. Due to the increased user service requests the availability of …