Our team explores the opportunities of applying quantum computing techniques in preventing potentially catastrophic events by detecting their warning signs hidden in a tangle of noise and time. There are many areas where temporal complexity creates a barrier to effective data analysis and action, in spite of high quality instrumentation and the availability of data, e.g. in medical diagnosis, machine condition monitoring, or assessment of environmental changes.