Potomac Research LLC — Department of Defense SBIR Phase I: A18-034
Potomac Research LLC — SBIR Phase I award from Department of Defense.
- Amount
- $98,291
- Agency
- Department of Defense · Army
- Program / Phase
- SBIR · Phase I
- Topic
- A18-034
- Solicitation
- 2018.1
- NAICS
- —
- Place of performance
- VA
- Period
- 2018-08-03 → 2019-02-02
Description
We propose RADEC: Reservoir-based Anomaly DEtection and Control, a system based on the reservoir computing paradigm of machine learning for model-free timeseries prediction and estimation.Reservoir computing uses fast, efficient training algorithms to learn the dynamics of a timeseries, and can be trained in an online mode to adapt to changing systems.The RADEC system consists of two main components: an anomaly detector that compares actual to predicted system responses to detect when a mechanical system has faulted, and a controller module that learns appropriate control signals to achieve desired operation even in a faulted state.