A self-organizing map and a normalizing multi-layer perceptron approach to baselining in prognostics under dynamic regimes

When the influence of changing operational and environmental conditions, such as temperature and external loading, is not factored out from sensor data it can be difficult to observe a clear deterioration path. This can significantly affect the task of engineering prognostics and other health management operations. To address this problem of...