The findings demonstrate that Q-AQUAOptNet provides effective predictive performance within a simulation-based framework and shows potential as a sustainability-oriented intelligent water-quality monitoring and decision support system for aquaculture applications.
A. Abdel-Aty, A. J. Almalki, S. Ghorashi et al.· Frontiers in Sustainable Foo...· 0 citations
The suggested framework proved to be generalizable and scalable, suggesting its efficiency in cybersecurity applications that necessitate flexibility and intelligence, and demonstrates a foundational step towards real-time, high performance hybrid quantum - deep learning models for cyber threat detection and prevention...
Abdel-Haleem Abdel-Aty, Mohammed Farsi, M. Hafez et al.· Scientific Reports· 0 citations
Experimental evaluations on the UCI SMS Spam Collection dataset demonstrate that the TF-IDF-PCA-DT pipeline achieves a detection accuracy of 99% while reducing model size by 77% and inference time by 75%, demonstrating the practicality of the proposed framework for real-world deployment in resource-constrained environm...
Baraa Tareq Hammad, Ismail Taha Ahmed, Mohamed A. Hafez et al.· De Computis· 0 citations
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