OMB Individually Reported
Reinforcement Learning for Helmholtz Coil Operation and Simulation [2024 INV#WO0000000109497]
Low riskExact public inventory row
Description
optimize performance of its magnetic observatories
Detailed example
optimized performance in generating uniform magnetic fields
AI / analytics pattern
Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.
Automation level / stage
a) Pre-deployment – The use case is in a development or acquisition status.
Expected benefit
reinforcement learning (RL) can significantly aid in the operation of a Helmholtz coil by optimizing its performance in generating uniform magnetic fields
Controls / human review
ATO: No; PIA: Not published