32 citations · 42 across the 4 of their papers we have counts for
4 papers
Data Mining for Faster, Interpretable Solutions to Inverse Problems: A Case Study Using Additive Manufacturing
Chandrika Kamath, Juliette Franzman, Ravi Ponmalai
Solving inverse problems, where we find the input values that result in desired values of outputs, can be challenging. The solution process is often computationally expensive and i…
Intelligent sampling for surrogate modeling, hyperparameter optimization, and data analysis
Chandrika Kamath
Sampling techniques are used in many fields, including design of experiments, image processing, and graphics. The techniques in each field are designed to meet the constraints spec…
Classification of Orbits in Poincaré Maps using Machine Learning
Chandrika Kamath
Poincaré plots, also called Poincaré maps, are used by plasma physicists to understand the behavior of magnetically confined plasma in numerical simulations of a tokamak. These plo…
Blind Detection of Ultra-faint Streaks with a Maximum Likelihood Method
William A. Dawson, Michael D. Schneider, Chandrika Kamath
We have developed a maximum likelihood source detection method capable of detecting ultra-faint streaks with surface brightnesses approximately an order of magnitude fainter than t…