Matteo Calabrese

Amazon · Artificial Intelligence

Predictive Maintenance (PdM) is a prominent strategy comprising all the operational techniques and actions required to ensure machine availability and to prevent a machine-down failure. One of the main challenges of PdM is to design and develop an embedded smart system to monitor and predict the health status of the machine. In this work, we use a...

Condition-based monitoring is a key element to minimize plant upsets and production losses, guaranteeing at the same time safety and asset integrity, with the final goal of improving operational excellence. A key challenge for this purpose is the capability to anticipate unexpected behaviors, such as undesired trends or spikes in key sensor measure...

Predictive Maintenance concerns the smart monitoring of machine to avoid possible future failures, since because it is better to intervene before the damage occurs, saving time and money. In this paper, a Predictive Maintenance methodology based on Machine learning approach is presented and it is applied to a real cutting machine, a woodworking mac...