Machine classification. It is valuable to be able to classify machines into groups with same machine models and similar usage as defined in earlier. Any deviations in the operation of the machine components among machines in the same group will be less due to external factors, and more due to manufacturing tolerances and component condition. This narrows down the scope when performing fault detection or fault diagnosis. Below is an example of a question that could be given at a Volvo CE centre level with access to the complete set of machines produced by Volvo CE with the Smart Vortex tools installed • Show 3 machine groups (given certain machine model and machine configuration and operator experience in hours) based on clustering techniques where the classification is performed with the following as input (moving average for last week) • Operating cycle types – Per operating cycle type and application combination • Average handling • Average bucket load • Average machine velocity • Average ambient temperature
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Sources: Grant Agreement, Grant Agreement