Initial LFDCS Results

The narrow band Southern California call library that is currently used on buoys in the Santa Barbara Channel was used on several ADRIFT datasets that have been manually scanned for blues and fins and one ADRIFT dataset that had an AI model applied to it (see Fin Whale AI in ADRIFT report).

The clnb_gomlf_blue call library was also initially tested on these drifts. Based on a simple comparison between the clnb_gomlf_blue call library and the manually validated data, it was clear that this library was not appropriate for our data. The following results are from the clnb_socal which includes blue whale (D call, B call tone, B call downsweep, 5 second tone, & A call) and fin whale (20-Hz pulse call) calls.

ADRIFT 98

This drift was chosen because it had the highest percentage of presence hours for blue and fin whales out of the ADRIFT dataset (see ADRIFT Summary above)

Manual Detection Results

Hourly Presence Summary for ADRIFT_098
DriftName UTC bm_presence bp_presence
ADRIFT_098 2023-10-05 23:00:00 1 1
ADRIFT_098 2023-10-06 00:00:00 1 1
ADRIFT_098 2023-10-06 01:00:00 1 1
ADRIFT_098 2023-10-06 02:00:00 1 1
ADRIFT_098 2023-10-06 03:00:00 1 1
ADRIFT_098 2023-10-06 04:00:00 1 1
ADRIFT_098 2023-10-06 05:00:00 0 1
ADRIFT_098 2023-10-06 06:00:00 1 1
ADRIFT_098 2023-10-06 07:00:00 1 1
ADRIFT_098 2023-10-06 08:00:00 1 1
ADRIFT_098 2023-10-06 09:00:00 1 1
ADRIFT_098 2023-10-06 10:00:00 1 1
ADRIFT_098 2023-10-06 11:00:00 1 0
ADRIFT_098 2023-10-06 12:00:00 1 1
ADRIFT_098 2023-10-06 13:00:00 1 1
ADRIFT_098 2023-10-06 14:00:00 1 1
ADRIFT_098 2023-10-06 15:00:00 1 1
ADRIFT_098 2023-10-06 16:00:00 1 1
ADRIFT_098 2023-10-06 17:00:00 1 1
ADRIFT_098 2023-10-06 18:00:00 1 1
ADRIFT_098 2023-10-06 19:00:00 1 1
ADRIFT_098 2023-10-06 20:00:00 1 1
ADRIFT_098 2023-10-06 21:00:00 1 1
ADRIFT_098 2023-10-06 22:00:00 1 1
ADRIFT_098 2023-10-06 23:00:00 1 1

LFDCS Unvalidated Detection Results

2 kHz

Parameter File

          Experiment: ADRIFT_098 2kHz WC Call Library LFDCS 2.0 Test
               Indir: D:\LFDCS\ADRIFT_098\audio\2kHz        
              Outdir: D:\LFDCS\ADRIFT_098\Output\WCCL\2kHz
           StartDate: 01/01/06 00:00:00
        PlatformType: Drifting Buoy
          PlatformID: ADRIFT_098
        InstrumentID: 1
      InstrumentType: Soundtrap
        FileDateSpec: .YYMMDDhhmmss.
       FileExtension: wav
          FileFormat: WAV
          Originator: Kourtney Burger
            Location: California Current
            TimeZone: UTC
        FileDuration: 1800.0
               Frame: 512
             Overlap: 0.75
              Smooth: 1

     CallLibraryFile: C:\Users\kourtney.burger\Documents\LFDCS\supplemental\call_library\clnb_socal\call_library.nc
   CallLibraryFileBB: C:\Users\kourtney.burger\Documents\LFDCS\supplemental\call_library\clbb_gom\call_library_broadband_gom.nc

Results

500 Hz

Parameter File

         Experiment: ADRIFT_098 250Hz WC Call Library LFDCS 2.0 Test
              Indir: D:\LFDCS\ADRIFT_098\audio\500Hz        
             Outdir: D:\LFDCS\ADRIFT_098\Output\WCCL\250Hz
          StartDate: 01/01/06 00:00:00
       PlatformType: Drifting Buoy
         PlatformID: ADRIFT_098
       InstrumentID: 1
     InstrumentType: Soundtrap
       FileDateSpec: .YYMMDDhhmmss.
      FileExtension: wav
         FileFormat: WAV
         Originator: Kourtney Burger
           Location: California Current
               TimeZone: UTC
       FileDuration: 1800.0
       ResampleRate: 250
              Frame: 512
            Overlap: 0.875
             Smooth: 1


    CallLibraryFile: C:\Users\kourtney.burger\Documents\LFDCS\supplemental\call_library\clnb_socal\call_library.nc
  CallLibraryFileBB: C:\Users\kourtney.burger\Documents\LFDCS\supplemental\call_library\clbb_gom\call_library_broadband_gom.nc

Results

ADRIFT 71

This drift was chosen because it had no fin or blue whale manual detections (assessing false positive rate) (see ADRIFT Summary above).