Iurii Katser

Graduated from: Bauman Moscow State Technical University

Research interests: anomaly detection, technical diagnostics, time-series analysis, industrial data processing, predictive analytics

Thesis title: Neural Network Based Algorithms of the Anomaly Detection in the Industrial Data Processing

Publications:

• Katser, I.D., Kozitsin, V.O., Maksimov, I.V. (2019). NPP equipment fault detection methods. Izvestiya vuzov. Yadernaya Energetika, (4), 5-27.
• Katser ID, Kozitsin VO, Maksimov IV, Larionov DA, Kotsoev KI (2021) Data pre-processing methods for NPP equipment diagnostics algorithms: an overview. Nuclear Energy and Technology 7(2): 111-125.
• Factorial Study of Vibration Monitoring Sensors Characteristics for NPP and CHPP Equipment Using Calibration System
• Kozitsin, V., Katser, I., Lakontsev, D. (2021). Online Forecasting and Anomaly Detection Based on the ARIMA Model. Applied Sciences, 11(7), 3194.
• Katser, I., Kozitsin, V., Lobachev, V., Maksimov, I. (2021). Unsupervised Offline Changepoint Detection Ensembles. Applied Sciences, 11(9), 4280.

Conferences:

• Katser, I.D., Kozitsin, V.O. (2019). Early detection of deviations from the normal state of NPP equipment. 11th International Scientific and Technical Complex “Ensuring the Safety of NPP with VVER”.
• I.D. Katser, V.O. Kozitsin “The algorithm for early fault detection of the NPP equipment based on the neural network”, presented at the conference of young professionals “INNOVATION IN NUCLEAR POWER ENGINEERING”, 1-3 Oct. 2019.
• V.O. Kozitsin, I. D. Katser “Anomaly detection of NPP equipment by one-class support vector machine algorithm”, presented at the conference of young professionals “INNOVATION IN NUCLEAR POWER ENGINEERING”, 1-3 Oct. 2019.
• Kotsoev K.I., Katser Iu.D., Kozitsin V.O. APPLICATION OF CONVOLUTIONAL RECURRENT NEURAL NETWORKS WITH ATTENTION MECHANISM TO DETECT ANOMALIES IN NPP EQUIPMENT OPERATION, VIII International Youth Scientific Conference Physics. Technology. Innovations. PTI-2021, 17-21 May 2021, pp 1001-1002.
• Raspopov D.A., Katser I.D., Kozitsin, V.O., Maksimov, I.V., Berezin O.V. Development of algorithms for monitoring and diagnosing malfunctions of NPP transformer equipment based on machine learning methods. Scientific and Practical Conference “NUCLEAR TECHNOLOGIES: FROM RESEARCH TO IMPLEMENTATION – 2021″. 16 апреля 2021 г
• Katser, I.D., Kozitsin, V.O. “Machine Learning Based Oil Pipeline Diagnostics”, Intellectual Systems. Theory and Applications, 26:1. (2022), 4.
• Kozitsin, V.O., Katser, I.D. “An open source framework for anomaly detection and state prediction in technical systems“, Intellectual Systems. Theory and Applications, 26:1. (2022), 5.
• Iurii Katser, Viacheslav Kozitsin, Dmitriy Raspopov, Dmitry Ivanov. Machine Learning Methods for NPP Power Transformers Anomaly Detection. International Youth Nuclear Congress IYNC2022. 22-27 May 2022
• Viacheslav Kozitsin, Iurii Katser. An open-source framework for anomaly detection problem in technical systems. International Youth Nuclear Congress IYNC2022. 22-27 May 2022