Sarah Cousineau Section Head for Accelerator Science and Technology Contact 865.406.0294 | SCOUSINE@ORNL.GOV All Publications Distance preserving machine learning for uncertainty aware accelerator capacitance predictions Dynamic systems modeling of the spallation neutron source cryogenic moderator system to optimize transient control and prepare for power upgrades Transient Optimization of the Cryogenic Moderator System Controller at the Spallation Neutron Source for Improved Performance Status of the Spallation Neutron Source beam test facility and progress of beam dynamics studies Calibration of the 2-Phase Bubble Tracking Model for Liquid Mercury Target Simulation with Machine Learning Surrogate Models... Data-Driven Modeling of a High Capacity Cryogenic System for Control Optimization The Impact of High-Dimensional Phase Space Correlations on the Beam Dynamics in a Linear Accelerator Detailed characterization of a five-dimensional phase space distribution Multi-module-based CVAE to predict HVCM faults in the SNS accelerator Analysis of a hadron beam in five-dimensional phase space Early Fault Detection in Particle Accelerator Power Electronics Using Ensemble Learning Model/Measurement Comparison of the Transverse Phase Space Distribution of an RFQ-Generated Bunch at the SNS BTF Time series anomaly detection in power electronics signals with recurrent and ConvLSTM autoencoders... Observation of Current-Driven Features of 2.5 Mev Ion Bunch With Complete and Efficient 5D Measurements at the SNS Beam Test Facility Application of Convolutional and Feedforward Neural Networks for Fault Detection in Particle Accelerator Power Systems Progress on Machine Learning for the SNS High Voltage Converter Modulators... Measurements of the Five-Dimensional Phase Space Distribution of an Intense Ion Beam Model calibration of the liquid mercury spallation target using evolutionary neural networks and sparse polynomial expansions Bayesian inverse uncertainty quantification of the physical model parameters for the spallation neutron source first target station Beyond RMS: Understanding the Evolution of Beam Distributions in High Intensity Linacs... Recent performance of the SNS H− ion source with a record long run Laser-assisted charge exchange as an atomic yardstick for proton beam energy measurement and phase probe calibration High dimensional characterization of the longitudinal phase space formed in a radio frequency quadrupole... Tests of Cs-Free Operation of the SNS RF H⁻ Ion Sources Final Design Report Proton Power Upgrade Project Pagination Current page 1 Page 2 Page 3 Next page ›ĺ Last page Last » Key Links Curriculum Vitae Organizations