Machine learning technique predicting video streaming views to reduce cost of cloud services

M Darwich - 2022 IEEE 8th World Forum on Internet of Things …, 2022 - ieeexplore.ieee.org
Video streams tremendously occupied the highest portion of the online traffic. Multiple
versions of a video are created to fit the user's device specifications. In cloud storage …

Deep learning-enabled efficient storage and retrieval of video streams in the cloud

M Darwich, T Alghamdi… - 2023 IEEE 8th International …, 2023 - ieeexplore.ieee.org
In recent years, the rapid growth of video data has presented challenges for efficient storage
and retrieval in cloud-based systems. This research proposes a novel approach that utilizes …

Adaptive video streaming: An ai-driven approach leveraging cloud and edge computing

M Darwich, K Khalil, Y Ismail… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Video streaming efficiency remains a major challenge, with increasing demands for high-
resolution content and minimal buffering times. We propose a novel solution to enhance …

Driver Drowsiness Detection Using Fixed and Dynamic Thresholding

E Essel, F Lacy, W Elmedany… - … Conference on Data …, 2022 - ieeexplore.ieee.org
Globally, drowsiness is a major cause of road accidents. Although extensive work has been
performed in this field, this paper enhances the accuracy of drowsiness detection for long …

Sustainability and Profitability in the Streaming Industry

A Ioanid, D Iliescu - IEEE Access, 2024 - ieeexplore.ieee.org
Sustainability and profitability are increasingly recognized as intertwined imperatives for the
streaming industry, where environmental considerations intersect with economic viability …

Deep Learning-Driven Video Summarization on the Cloud: A Pathway to Efficient Storage and Quick Access

M Darwich, K Khalil, Y Ismail… - 2023 IEEE 16th …, 2023 - ieeexplore.ieee.org
Cloud-based video summarization is an increasingly popular technique for managing large
video repositories more efficiently. In this research, we present a novel approach for cloud …

Predictive Storage Management for Cloud-Based Video Streaming Using ML ARIMA Model

M Darwich, K Khalil, Y Ismail… - 2023 IEEE 66th …, 2023 - ieeexplore.ieee.org
The exponential increase in video streaming has overburdened data centers, making
efficient video streaming in the cloud essential. One potential solution is the tradeoff …

Enhancing Video Storage Efficiency in the Cloud: Machine Learning-Driven Optimization Strategies

M Darwich, K Khalil, M Bayoumi - … International Conference on …, 2023 - ieeexplore.ieee.org
Video storage optimization in the cloud is a critical research area with significant
implications for efficient resource utilization, cost reduction, and improved user experiences …

The INNOVATION–TECHNOLOGY–PERFORMANCE TRIAD IN THE STREAMING SERVICE INDUSTRY. AN EXPLORATORY STUDY

D ILIESCU, A IOANID, BD ŢIGĂNOAIA - International Conference of …, 2023 - faima.upb.ro
The term streaming defines the relatively ICT-based service of distributing data–as audio or
video files–in a continuous stream via a wired or wireless connection from a transmitting …