Anomaly Detection in Predicted Water Treatment Data Using Hybrid CNN-LSTM Network Model. - Büsra Özgenç; Selen Ayas; Ramazan Özgür Dogan; Bora Çavdar; Ali Kivanç Sahin; Mustafa Sinasi Ayas (SIU, 2023)

A reinforcement learning approach to Automatic Voltage Regulator system. - Mustafa Sinasi Ayas; Ali Kivanç Sahin (Eng. Appl. Artif. Intell., 2023)

An adaptive fractional controller design for automatic voltage regulator system: sigmoid-based fractional-order PID controller. - Ali Kivanç Sahin; Bora Çavdar; Mustafa Sinasi Ayas (Neural Comput. Appl., 2024)

Fine-tuned design of the PIDFFD2F control strategy for the functional electrical stimulation system using dandelion optimizer. - Ali Kivanç Sahin; Mustafa Sinasi Ayas (Biomed. Signal Process. Control., 2025)

OptAML: Optimized adversarial machine learning on water treatment and distribution systems. - Mustafa Sinasi Ayas; Enis Kara; Selen Ayas; Ali Kivanç Sahin (Int. J. Crit. Infrastructure Prot., 2025)