Adaptive Marine Predator Optimization Algorithm (AOMA)-Deep Supervised Learning Classification (DSLC) Based IDS Framework for MANET Security. - M. Sahaya Sheela; A. Gnana Soundari; Aditya Mudigonda; C. Kalpana; K. Suresh; K. Somasundaram; Yousef Farhaoui (Intell. Converged Networks, 2024)

An intelligent security mechanism in mobile Ad-Hoc networks using precision probability genetic algorithms (PPGA) and deep learning technique (Stacked LSTM). - M. Deivakani; M. Sahaya Sheela; K. Priyadarsini; Yousef Farhaoui (Sustain. Comput. Informatics Syst., 2024)

Integrating neural network-driven customization, scalability, and cloud computing for enhanced accuracy and responsiveness for social network modelling. - E. Aarthi; M. Sahaya Sheela; A Vasantharaj; T. Saravanan; R. Senthil Rama; M. Sujaritha (Soc. Netw. Anal. Min., 2024)

Secure wireless sensor network transmission using reinforcement learning and homomorphic encryption. - M. Sahaya Sheela; Jayakanth J. J; A. Ramathilagam; Jeffin Gracewell (Int. J. Data Sci. Anal., 2025)