The development of the API has been driven by the need of providing a general-purpose framework for cre- ating signal monitoring applications (signal query, processing, along with visualization and storage of results) and a dedicated workflow. Initially, the focus was put on migrating existing applications that may become incompatible with the introduction of the NXCALS ecosystem (busbar and magnet resistance monitoring) or could be enhanced by the use of machine learning techniques (quench heater discharge analysis). We follow a four-step process in developing monitoring applications as shown.

Signal Monitoring Development Process

Please access the following pages to learn more about Signal Monitoring: