Over the last few months I've had the  opportunity to review a lot of "wild life" audio which normally involves  digital recorders used to capture sounds over great distances. Often  these recordings produce faint, noisy results that to the untrained ear  possess nothing of interest. But after some looking around and a little  practice, I've learned some techniques that work for amplifying weak sounds  while filtering out noise to improve audibility. This has allowed me to  go back and review hours of recordings that I thought were basically  empty, only to discover an amazing amount of very interesting audio.  This has proven so useful that I thought it worth while to pass along  this information to anyone else who may want to give it a try. So here's  my approach to getting the most out of my recordings using Audacity.
Here's what you'll need: the free audio editing program Audacity  (download from: http://audacity.sourceforge.net/  , get the  1.3.x beta, it's stable and has the features needed for this work), a  reasonably good computer (probably the one you're using now will be  fine, I used a five year old laptop for most of my efforts), and a good  pair of headphones (over the ear type are best, you don't want stray  noise getting in the way).
After installing Audacity, here's the process I use to first  amplify, then noise filter, and then secondary filter the recordings for  best results.
Open the audio file you wish to edit in Audacity.  If you have a long file, multiple hours, I recommend  selecting/highlighting about 30 minutes of audio maximum to work with at  a time (any more can take a long time to filter). After selecting the  time frame you want to work on, click on "File" and then "Export  Selection" to export your highlighted section to a new file, with a new  name  (this step is not necessary if you're working with files that are  shorter than about 30 minutes).
Once you've opened the file you wish to edit, it will appear as a  "spectrum" in its own little window. Go to the "Effect" menu and open  it, then select "Amplify". The entire spectrum will be highlighted and a  window will pop up. In that window it will provide a default  Amplification(dB) and a New Peak Amplitude(dB). Normally it will  automatically choose the amplification needed to achieve a new dB level  of 0.0. This is often good enough for our purposes, and you can just  click "OK" and be done. The whole file will be amplified. But you can  also enter a larger or smaller amplification number and use the  "Preview" button to see if you like the result better, then click OK and  be done.
Next, we want to use the "Noise Removal" tool. First, click the  little icon at the top of Audacity that shows a magnifying glass with a  plus symbol in it. This will zoom you in one step for each time you  click it. Zoom in until you can see the individual seconds of your  recording, left to right across the top of the spectrum window. You want  to find a spot in your recording that has the "noise" you want to  remove, but has none of the faint background sounds that you want to  keep. It takes practice, but you'll be able to spot these areas soon,  they're normally the flattest part of the recording's spectrum. Once  you've found that quiet, white noise spot in your recording, use your  mouse to click and drag across a couple of seconds of that white noise.  This will select that noise for use in the Noise Removal tool. Now, go  to the Effect menu again and from there select the "Noise Removal" tool.  A little window will pop up and at the top you'll see a button labeled  "Get Noise Profile". Click it. 
Next, on your keyboard, hold down the "ctrl" key and hit the "A" key  (Ctrl-A for short). This will select the entire audio file again. Now  go back to the Effect menu and select the Noise Removal tool a second  time. In the section labeled "step 2" there are three numbers you can  adjust. The Noise Reduction number is where you get the most bang for  the buck. If it's a fairly quiet file you're working with, then a  setting of 6 might be fine. If it's a very noisy file, you might try 12,  18, or even more. But be sure to use the "Preview" button in the lower  left corner to see what your result will sound like. If you have the Noise  Reduction number set too high, your result will have a "tinny" or  metallic sound that is worse than the original noise. You want to select  a number low enough to minimize that metallic sound, and high enough to  minimize the noise in your recording. After setting the Noise Reduction  number, you'll want to choose a number for the "Frequency smoothing"  setting. I've always found 75 seems to be a good setting here. And  finally, the "Attack/decay" setting, I normally set this to zero as my  experiments have found no benefit to any other setting. Click OK and the  noise will be filtered from your file.
Next step is to apply a "Low Pass Filter". Go back to the Effect  menu, open it, and look way down at the bottom. Click on the Low Pass  Filter. The settings I use most often in this window are 6 for the  "Rolloff (dB per octave)" setting, the default (0.7) for the "Filter  quality" setting, and 2000 for the "Cutoff Frequency (Hz)". Click OK and  the frequencies above 2000 hertz will be increasingly reduced in volume  by 6 decibels for every octave above 2000. The result is a recording  with much of the high end hiss minimized. You might have noticed the "High  Pass Filter" on the Effect menu as well. This works similar to the Low  Pass Filter, but instead of letting everything lower than the cutoff  frequency pass without modification, this will allow everything higher  than your cutoff frequency to pass through. The High Pass Filter is useful  for minimizing loud low frequency noise, like excessive wind noise on  the microphone.
By this point, the Noise Filter and Low Pass  Filters have probably knocked the overall volume level of your recording  down a bit. So, as a last step, it might be advisable to re-perform the  "Amplify" step described above. This should bring the recording level  back up to 0.0 dB and make it suitable for basic listening on computer  speakers.
Note that we haven't saved our work at any point in this process.  Now might be a good time to to do so. But instead of saving it, you'll  want to export it. Do this by selecting the "File" menu and then clicking  on "Export". A box will pop up where you can enter a new file name (a  good idea so that you don't over write the original file). Type in a new  name and then hit OK.
As with anything, a little experimentation might improve your  results. So feel free to play with those settings discussed above. But  for a quick start to getting the most out of your audio files, these  suggestions should work for most people.
Now you're done. You have an amplified sound file, with noise  effectively reduced, and extraneous high end frequencies filtered out to  improve audibility. Now give the file a play back through your head  phones. Turn the volume up to a comfortable setting and you should be  amazed at how much better the original audio sounds, and how many faint  or previously inaudible sounds you can now hear clearly.
Sunday, February 21, 2010
Progress Toward Launch
The basic assemblage of researcher contributed audio content has begun.  Audio studies are being generated and organized into vocal classes. Much  work remains however.
Tuesday, February 2, 2010
New Recording Collection
I've been doing a lot of review and analysis of the recordings I brought  home last year. After some careful attention I've begun to find things  that I had previously overlooked. A new collection of those recordings  is in order, and found here:
https://sites.google.com/site/mongahela/myrecordings2009
https://sites.google.com/site/mongahela/myrecordings2009