Research Projects
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IoD (EUREKA): Analyzed and automatically grouped Jenkins deployment data from Turkcell using NLP algorithms, enabling developers to take quick action.
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SMART-PDM (EUREKA): Analyzed field data from Zorlu Energy, Kocaer, and Anadolu Isuzu to develop predictive maintenance models using LightGBM, XGBoost and LSTM.
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Health5G (EUREKA): Analyzed health data from Inosens, Vestel, and Sempertech. Designed and developed the Enforma IoT Platform to stream sensor data seamlessly.
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SmartWind (EUREKA): Responsible for data analysis, fault detection and ai model development using data from Zorlu Energy's SCADA systems. Developed services to transfer model results to Isotrol's Google Cloud data infrastructure.
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MIRAI (EUREKA): Transferred the mini version of PID control processes of ELIAR's devices to a Python-based simulation environment, utilizing open-source SoTA tools.
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iData40 (HORIZON2020): Responsible for managing IoT edge nodes, data acquisition, digital signal processing, and advanced analytics within a cloud-based platform.
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iRel40 (HORIZON2020): Responsible for analyzing sound and vibration data from Arçelik's washing machine motors to determine pass/fail outcomes and identify root causes of failures.
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Qual40 (HORIZON2020): Developed a microservice-based application to collect sound recordings from Isuzu vehicles, leveraging AI for pass/fail decisions.
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eQual40 (EIT Manufacturing): Developed an on-premises microservices extension to the IIoT Analytics platform, integrating AI solutions, processing manufacturing data, and securely transferring model metrics and logs to the cloud for management and optimization.
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Batch40 (TÜBİTAK): Responsible for performance calculation using data collected from textile machines, detecting anomalies with AI models, investigating their causes, and handling processes related to data storage.
Publications
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Arrowhead and Mimosa Based IoT Framework with an Industrial Predictive Maintenance Application
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An AI-based Architecture Framework for Improving End-of-line Reliability Tests of Electric Motors
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Condition Monitoring on Renewable Energy Production with Application to Wind Generation
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Container Based Distributed Simulation for Temperature Control in Textile Dyeing Processes
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Nesnelerin İnterneti Tabanlı Vagon Takip Sistemi, IMISC 2019
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End-to-End Integration of an Arduino Based Edge Device with Healthcare Analytics Platform, IASRS 2021
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Anomaly Detection using Audio Signals, IASRS 2021
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Brake Pad Wear Estimation in Heavy Commercial Vehicles, ICoSReSSE 2021
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Machine Learning for Human Activity Recognition, ICONSOS 2021
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Wind Turbine Condition Monitoring Using Failure Analysis, ISEMAS 2022