According to the 1797 Britannica a logarithm is:
"...a series of numbers in arithmetical progression, corresponding to others in geometrical progression; by means of which, arithmetical calculations can be made with much more ease and expedition than otherwise."
This fundamental property of logarithms makes them utterly indispensible in engineering and science, where often it is necessary to "mentally" multiply an divide quantities like gain, noise figure, etc. Thanks to logarithms, those multiplication and division operations are transformed into much simpler tasks of addition and subtract, respectively.
To make the process even simpler, many of our engineering and science quantities are routinely expressed in units of decibels. We work with decibels (dB) of gain, decibels wrt a milliwatt of power (dBm), and many other such quantities. Decibels are commonly used in optics, acoustics, and other realms of physics.
If x = ay, then y = loga x
loga (x * y) = loga x + loga y
loga (x / y) = loga x - loga y
loga (xn) = n * loga x
|Change of Base|
where "e" is the base of the natural logarithm
An example would be where you have three stages of gain in series (cascade) that need to be totaled. Supposed that the first stage quadrupled the power of the input signal (gain = 4), the second stage increased the power by a factor of 20 (gain = 20), the third stage increased the power by a factor of 2 (gain = 2). In order to calculate the total power gain, you multiply the gains for a total of 4 x 20 x 2 = 160.
Now, that is not such a hard mental exercise, but suppose instead the stage gains were as follows:
g1 = 7.51
g2 = 22.80
g3 = 3.94
Quick, what is the total gain? If you are a math whiz, you would immediately answer, "674.63832." If you were a disciplined scientist, however, you would reply, "675," because you would dutifully you know that the answer cannot be of any greater precision than the lowest precision of any involved quantity. But, I digress.
Now, let us go about the same exercise using decibels.
G1 = 10 log10 (7.51) = 8.76 dB
G2 = 10 log10 (22.80) = 13.58 dB
G3 = 10 log10 (3.94) = 5.95 dB
Total gain is the sum of the three gains = 28.29 dB (ok, 28.3 dB)
To check the results: 10 log10 (674.63832) = 28.3 dB Q.E.D., as they say.