Pranav Jain

College of Engineering

Works (3)

Updated: March 10th, 2025 12:15

2024 article

Simulation model calibration with dynamic stratification and adaptive sampling

Jain, P., Shashaani, S., & Byon, E. (2024, November 1). JOURNAL OF SIMULATION, Vol. 11.

By: P. Jain n, S. Shashaani n  & E. Byon *

author keywords: Data-driven calibration; heteroscedasticity; post-stratification; trust-region optimization
topics (OpenAlex): Simulation Techniques and Applications; Probabilistic and Robust Engineering Design; Advanced Multi-Objective Optimization Algorithms
Sources: Web Of Science, ORCID, NC State University Libraries
Added: November 1, 2024

2023 journal article

Wake effect parameter calibration with large-scale field operational data using stochastic optimization

APPLIED ENERGY, 347.

By: P. Jain n, S. Shashaani n  & E. Byon *

author keywords: Offshore wind energy; Calibration; Wake model
topics (OpenAlex): Wind Energy Research and Development; Wind and Air Flow Studies; Turbomachinery Performance and Optimization
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7. Affordable and Clean Energy (Web of Science; OpenAlex)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: June 29, 2023

2022 article

ROBUST SIMULATION OPTIMIZATION WITH STRATIFICATION

2022 WINTER SIMULATION CONFERENCE (WSC), pp. 2246–2257.

By: P. Jain n, S. Shashaani n  & E. Byon *

topics (OpenAlex): Simulation Techniques and Applications; Machine Learning and Algorithms; Statistical Methods and Bayesian Inference
TL;DR: This study shows that an adaptive sampling class of simulation optimization solvers called ASTRO-DF could become more robust with stratification, S-ASTRO-DF, and finds that while stratified sampling improves the algorithm's performance, its robustness is sensitive to the stratification structure. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: September 5, 2023

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