Acoustical consultants are often asked to identify noises that are intermittent and unpredictable, such that attended observation is impractical. This paper presents methods for recording and identifying such events using unattended long-term recordings of sound and vibration, and for efficiently analyzing the voluminous data that can accumulate during such studies.