Vincenzo Rosati, an Industrial Engineer from Universidad Técnica Federico Santa Maria, is tasked with developing soft-sensing strategies for industrial combustion systems. His responsibilities within ENCODING include:

1. Identifying and characterizing soft sensors, and testing them on the CNR cyclonic burner for monitoring and control purposes.
2. Implementing data assimilation and fusion techniques to generate data of physical variables inaccessible to hardware sensors, combining measurements of different process characteristics and dynamics.
3. Conducting a screening of available sensors based on cost, reliability, and effectiveness criteria.
4. Building and training software models using ML techniques with collected data.
5. Implementing soft sensors on the cyclonic burner to verify their accuracy and robustness.
6. Identifying and utilizing a training data collection tool based on soft sensing for monitoring and control purposes.