In the context of intelligent components in industrial applications automotive, energy or construction sector, sensor monitoring is crucial for security issues and to avoid long costly downtimes. This article discusses component-inherent thin-film sensors this purpose, which, contrast conventional technology, can be applied inseparably onto component’s surface via sputtering, so that a maximum ...

The article proposes an approach based on deep and machine learning models to predict a component failure as enhancement of condition maintenance scheme turbofan engine reviews currently used prognostics approaches in the aviation industry. Component degradation scale representing its life consumption is proposed such collected data are combined with engines sensors environmental data. With use...

We present an open-source platform-independent C++ framework for machine learning and computer vision research. The framework includes a wide range of standard machine learning and graphical models algorithms as well as reference implementations for many machine learning and computer vision applications. The framework contains Matlab wrappers for core components of the library and an experiment...

We describe the CMU-UKA Syntax Augmented Machine Translation system ‘SAMT’ used for the shared task “Machine Translation for European Languages” at the ACL 2007 Workshop on Statistical Machine Translation. Following an overview of syntax augmented machine translation, we describe parameters for components in our open-source SAMT toolkit that were used to generate translation results for the Spa...

Even when a learning machine is not easily programmed and fabricated in an optimal form for a particular environment, there may exist an initial form of the machine—simpler to programme and to fabricate—from which the optimal machine is trainable. Similarly, the exclusion of an optimal form by the failure of components may not prevent the machine from carrying on in a reliable manner in a sub-o...

We describe the CMU-UKA Syntax Augmented Machine Translation system ‘SAMT’ used for the shared task “Machine Translation for European Languages” at the ACL 2007 Workshop on Statistical Machine Translation. Following an overview of syntax augmented machine translation, we describe parameters for components in our open-source SAMT toolkit that were used to generate translation results for the Spa...