11 citations · 19 across the 5 of their papers we have counts for
5 papers
Precise Modeling of a Complex Solenoidal Magnetic Field Using a Combination of Analytic Functions and a PINN
Cole Kampa, Susan Dittmer, Henry Glass +1
We demonstrate an iterative approach to modeling a sparsely measured magnetic field in a large-bore solenoid. This approach uses a hybrid of traditional and machine learning techni…
Modeling Magnetic Fields with Helical Solutions to Laplace's Equation
Brian Pollack, Ryan Pellico, Cole Kampa +2
The series solution to Laplace's equation in a helical coordinate system is derived and refined using symmetry and chirality arguments. These functions and their more commonplace c…
Bayesian Block Histogramming for High Energy Physics
Brian Pollack, Saptaparna Bhattacharya, Michael Schmitt
The Bayesian Block algorithm, originally developed for applications in astronomy, can be used to improve the binning of histograms in high energy physics. The visual improvement ca…
The Use of Minimal Spanning Trees in Particle Physics
Jessica Lovelace Rainbolt, Michael Schmitt
Minimal spanning trees (MSTs) have been used in cosmology and astronomy to distinguish distributions of points in a multi-dimensional space. They are essentially unknown in particl…
Using Random Forests to Classify W+W- and ttbar Events
J. Lovelace Rainbolt, Thoth Gunter, Michael Schmitt
We have carried out an exercise in the classification of W+W- and ttbar events as produced in a high-energy proton-proton collider, motivated in part by the current tension between…