1460429431-f5cff74f-aad9-4f1a-ba57-c2fe16721415

A biopsy device includes a coring cannula, a retract stylet, and a localization needle. An optical system focuses fast axis diverging rays from diode-lasers in the array into a fast-axis focal plane of the optical system. The string of driving events is then processed by a pattern-recognition system to derive a sequence of higher-level driving maneuvers. Outliers are detected and characterized based on temperature patterns and previous history.