Publications

2025

Peyman Kor, “Aligning AI Behavior with Human Values: A Tutorial on Reinforcement Learning from Human Feedback”, work in progress

Reinforcement LearningLarge Language ModelsAI Alignment

2024

P. Kor, R. B. Bratvold, and A. Hong, “Is Reinforcement Learning Good at American Option Valuation?,” Algorithms, vol. 17, no. 9, p. 400, 2024.

Reinforcement LearningOption ValuationMathematical Finance

2023

P. Kor, A. Hong, and R. Bratvold, “Reservoir Production Management With Bayesian Optimization: Achieving Robust Results in a Fraction of the Time,” SPE Journal, vol. 29, no. 02, pp. 620-640, 2024.

Bayesian OptimizationProbabilistic Machine LearningGaussian Processes

2019

P. Kor, “Decision-Driven Data Analytics for Well Placement Optimization in Field Development Scenario-Powered by Machine Learning,” M.Sc Thesis, University of Stavanger, Norway, 2019.

Machine LearningWell PlacementField Development

2017

A. K. Ghahfarokhi, P. Kor, R. Kharrat, and B. S. Soulgani, “Characterization of asphaltene deposition process in flow loop apparatus: An experimental investigation and modeling approach,” Journal of Petroleum Science and Engineering, vol. 151, pp. 330-340, 2017.

Asphaltene DepositionFlow LoopPetroleum Engineering

P. Kor, R. Kharrat, and A. Ayoubi, “Comparison and evaluation of several models in prediction of asphaltene deposition profile along an oil well: a case study,” Journal of Petroleum Exploration and Production Technology, vol. 7, pp. 497-510, 2017.

Asphaltene DepositionSimulationModeling

A. H. Youzband, P. Kor, E. Joonaki, and V. Taghikhani, “Development of a new model for quantifying of Asphaltene deposition-Role of precipitation, aggregation and radial transport,” in 79th EAGE Conference and Exhibition 2017, pp. 1-5, 2017.

Asphaltene DepositionPrecipitationRadial Transport

2016

P. Kor and R. Kharrat, “Modeling of asphaltene particle deposition from turbulent oil flow in tubing: Model validation and a parametric study,” Petroleum, vol. 2, no. 4, pp. 393-398, 2016.

Asphaltene ParticleTurbulent FlowModel Validation

P. Kor and R. Kharrat, “Prediction of the asphaltene deposition profile along a wellbore during natural production from a reservoir,” Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, vol. 38, no. 19, pp. 2837-2844, 2016.

Asphaltene DepositionWellboreNatural Production

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