Damage propagation modeling for aircraft engine run-to-failure simulation
Research Institute for Advanced Computer Science · Ames Research Center · +2 more institutions
Abstract
This paper describes how damage propagation can be modeled within the modules of aircraft gas turbine engines. To that end, response surfaces of all sensors are generated via a thermo-dynamical simulation model for the engine as a function of variations of flow and efficiency of the modules of interest. An exponential rate of change for flow and efficiency loss was imposed for each data set, starting at a randomly chosen initial deterioration set point. The rate of change of the flow and efficiency denotes an otherwise unspecified fault with increasingly worsening effect. The rates of change of the faults were constrained to an upper threshold but were otherwise chosen randomly. Damage propagation was allowed…
Citation impact
- FWCI
- 10.19
- Percentile
- 100%
- References
- 17
Authors
4Topics & keywords
- Prognostics
- Turbine
- CUSUM
- Fault (geology)
- Flow (mathematics)
- Computer science
- Exponential function
- Control theory (sociology)
- Affordable and clean energy