A Comparison of State-of-the-Art Machine Learning Algorithms on Fault Indication and Remaining Useful Life Determination by Telemetry Data. - Aras Firat Unal; Ali Yuce Kaleli; Emre Ummak; Özlem Albayrak (FiCloud, 2021)

Control System Design and Implementation Based on Big Data and Ontology. - Seyithan Temel; Emre Ummak; Abdülkadir Tokgöz; Furkan Isik; Özlem Albayrak; Perin Ünal; A. Murat Özbayoglu (IEEE Big Data, 2022)

A Thorough Analysis and Comparison of Data Communication Protocols Used in Industry 4.0: the Case of Smart-CNC. - Bilgin Umut Deveci; Hilal Bas; Emre Ummak; Özlem Albayrak; Perin Ünal (FiCloud, 2022)

Condition Monitoring and Remaining Useful Life Prediction for Tool Wear in CNC Machines. - Perin Ünal; Seyithan Temel; Emre Ummak; Ahmet Murat Özbayoglu (FiCloud, 2023)