Big Data Analytics

 

Related Publications

  1. B. Zha, T. Aldemir and. A. Yilmaz. August 2021. Deep Transformer Network for Time Series Classification: The NPP Safety Case. 2021 International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA 2021), Columbus OH.
  2. J. Li, A. Yilmaz, R. Denning and T. Aldemir. October 2020. An Online Operator Support Tool for Severe Accident Management in Nuclear Power Plants Using Dynamic Event Trees and Deep Learning. Annals of Nuclear Energy. Vol. 146 http://doi.org/10.1016/j.anucene.2020.107626
  3. B. Zha, A. Yilmaz, T. Aldemir. 11/2019. Off-site Dose Prediction for Decision Making Using Recurrent Neural Networks. 2019 ANS Winter Meeting. Washington DC.
  4. J. Lee, T. Aldemir, A. Yilmaz and R. Denning. 09/2018. Development of an Online Operator Tool to Support Real-Time Emergency Planning Based on the Use of Dynamic Event Trees and Deep Learning. Probabilistic Safety Assessment and Management (PSAM). Los Angeles California.
  5. .H. Lee, A. Yilmaz, R. Denning, T. Aldemir. November 2018. Use of dynamic event trees and deep learning for real-time emergency planning in power plant operation. Nuclear Technology Journal, Special Issue on Big Data Analytics for Nuclear Power. https://doi.org/10.1080/00295450.2018.1541394
  6. D. Zamalieva, Z. Jankovsky, A. Yilmaz, T. Aldemir and R. Denning. 2014. Automated Selection of Number of Clusters for Determining Proliferation Resistance Measures. Proc. of Probabilistic Safety Assessment and Management Topical Meeting. Honolulu, Hawaii (June)
  7. D. Zamalieva, A. Yilmaz and T. Aldemir. December 2013. A probabilistic model for online scenario labeling in dynamic event tree generation. Journal of Reliability Engineering and System Safety, Vol. 120 p. 18-26. https://doi.org/10.1016/j.ress.2013.02.028
  8. D. Mandelli, A. Yilmaz, T. Aldemir, K. Metzroth, R. Denning. July 2013. Scenario Clustering and Dynamic Probabilistic Risk Assessment. Journal of Reliability Engineering & System Safety. Vol. 115, p. 146-160. https://doi.org/10.1016/j.ress.2013.02.013
  9. D. Zamalieva, A. Yilmaz and T. Aldemir. February 2013. Online Scenario Labeling using a Hidden Markov Model for Assessment of Nuclear Plant State. Journal of Reliability Engineering & System Safety, Vol. 110 p. 1-13. https://doi.org/10.1016/j.ress.2012.09.002
  10. D. Mandelli, C. Smith, A. Yilmaz and T. Aldemir. 09/2013. Mining nuclear transient data through symbolic conversion. International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA). Columbia, South Carolina.
  11. D. Zamalieva, A. Yilmaz, T. Aldemir and R. Denning. 09/2013. Online labeling of dynamic event tree scenarios using Observable Operator Models. International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA).
  12. Z. Jankovsky, D. Zamalieva, A. Yilmaz, R. Denning and T. Aldemir. 09/2013. A clustering analysis of probabilistic proliferation resistance measures in an example nuclear fuel system. International Topical Meeting on Probabilistic Safety Assessment and Analysis (PSA). (best student paper award)
  13. D. Zamalieva, A. Yilmaz and T. Aldemir. 11/2013. Thresholding strategies for Dynamic Event Tree online labeling with Hidden Markov Models. American Nuclear Society Winter Meeting and Nuclear Technology Expo (ANS). Washington, DC.
  14. D. Mandelli, C. Smith, C. Rabiti, A. Alfonsi, R. Youngblood, V. Pascucci, B. Wang, D. Maljovec, P. T. Bremer, T. Aldemir, A. Yilmaz, D. Zamalieva. 11/2013. Dynamic PRA: an Overview of New Algorithms to Generate, Analyze and Visualize Data. American Nuclear Society Winter Meeting and Nuclear Technology Expo (ANS). Washington, DC., 949-953
  15. Z. Jankovsky, D. Zamalieva, R. Denning, A. Yilmaz and T. Aldemir. 2013. A Comparison of Various Clustering Schemes for Proliferation Resistance Measures. American Nuclear Society Winter Meeting (ANS).
  16. D. Zamalieva, A. Yilmaz, T. Aldemir. 10/2012. Online Scenario Classification in Dynamic Event Tree Generation Using a Statistical Markov Model. Proc.9th International Topical Meeting on Nuclear Thermal-Hydraulics, Operation and Safety (NUTHOS-9), Chung-Hwa Nuclear Society. Kaohsiung City, Taiwan.
  17. K. Metzroth, D. Mandelli, A. Yilmaz, R. Denning and T. Aldemir. 2011. A Comparison of Scenario Binning Methods for Dynamic Probabilistic Risk Assessment. In: European Safety and Reliability Conference. Troyes, France. (September)
  18. D. Mandelli, A. Yilmaz and T. Aldemir. 2011. Scenario Analysis and PRA: Overview and Lessons Learned. In: European Safety and Reliability Conference. Troyes, France. (September)
  19. D. Zamalieva, A. Yilmaz and T. Aldemir. 2011. A Probabilistic Model for Online Scenario Labeling in Dynamic Event Tree Generation. In: European Safety and Reliability Conference. Troyes, France. (September)
  20. D. Mandelli, A. Yilmaz and T. Aldemir. 2011. Data Processing Methodologies Applied to Dynamic PRA: an Overview. In: Int. Topical Meeting on Probabilistic Safety Assessment and Analysis. Wilmington, NC. (March)
  21. D. Zamalieva, A. Yilmaz and T. Aldemir. 2011. Online State Estimation in Dynamic Event Trees for a Level Controller Dataset. In: International Topical Meeting on Probabilistic Safety Assessment and Analysis. LaGrange Park, IL. (March)
  22. D. Mandelli, A. Yilmaz, T. Aldemir. 2011. Clustering Scenarios on Manifolds. In: Proceedings of the American Nuclear Society, Vol 104, 391-393.
  23. T. Aldemir, U. Catalyurek, R. Denning, C. Smidts, X. Sun, A. Yilmaz. 2011. Method and Tool Development to Support Systematic Quantification of Uncertainties. In: Transactions of American Nuclear Society. Vol. 104. 954-956 (June)
  24. D. Mandelli, A. Yilmaz, T. Aldemir. 2011. Clustering Scenarios on Manifolds: an Application to Scenario Analysis using Principal Component Analysis. In: Transactions of American Nuclear Society. Vol. 105, 521-523 (November)
  25. D. Mandelli, A. Yilmaz, K. Metzroth, R. Denning and T. Aldemir. 2010. Scenario Aggregation and Analysis via Mean-Shift Methodology. In: Int. Congress on Advances in Nuclear Power Plants. San Diego, CA. (June): 990-994.
  26. D. Mandelli, A. Yilmaz, K. Metzroth, T. Aldemir and R. Denning. 2010. DET and Scenario Aggregation: A Sensitivity Analysis. In: Proc. of Verification and Validation for Nuclear Systems Analysis Workshop, Raleigh, NC. (June).
  27. T. Aldemir, A. Yilmaz and D. Mandelli. 2010. Scenario Aggregation in Dynamic PRA Uncertainty Quantification. In: Proceedings of the American Nuclear Society. Vol. 102. San Diego, CA. (June): 246-249.
  28. D. Mandelli, A. Yilmaz, T. Aldemir and R. Denning. 2010. Scenario Aggregation and Analysis via Mean-Shift Methodology. In: Proc. of Probabilistic Safety Assessment and Management. Seattle, WA. (June).
  29. D. Mandelli, K. Metzroth, A. Yilmaz, R. Denning and T. Aldemir. 2010. Probabilistic Clustering for Scenario Analysis. In: Proceedings of the American Nuclear Society. Vol. 103. Las Vegas, NV. (June): 371-374.