Here are a few examples of converting power in Watts to power in dBW. dBW means dB relative to 1 Watt. It may be more common to work with dBm (dB relative to 1 milliwatt), but I think it will be easier to work in dBW.
Convert 1 Watt to dBW: Power in dBW = 10log(1) = 0.000 dBW
Convert 2 Watts to dBW: Power in dBW = 10log(2) = 3.010 dBW
Convert 4 Watts to dBW: Power in dBW = 10log(4) = 6.021 dBW
Convert 8 Watts to dBW: Power in dBW = 10log(8) = 9.031 dBW
Convert 16 Watts to dBW: Power in dBW = 10log(16) = 12.041 dBW
Convert 1 Watt to dBW: Power in dBW = 10log(1) = 0.000 dBW
Convert 10 Watts to dBW: Power in dBW = 10log(10) = 10.000 dBW
Convert 100 Watts to dBW: Power in dBW = 10log(100) = 20.000 dBW
Convert 1000 Watts to dBW: Power in dBW = 10log(1000) = 30.000 dBW
Convert 10000 Watts to dBW: Power in dBW = 10log(10000) = 40.000 dBW
Note that for the first set of 5, the difference between any 2 adjacent calculations is approximately 3.0 dB. It is fairly well known for folks used to working with dB that doubling the power (in Watts) is equivalent to about a 3 dB increase. As you can see, every time the power (in Watts) doubled, the power in dBW increased by approximately 3 dB. NOTE: When you talk about the relative difference between 2 power levels, you use dB, not dBW. dBW is an absolute power, whereas dB is a relative power.
And for the next set of 5, the difference between 2 adjacent calculations is exactly 10.000 dB. If you increase the power in Watts by a factor of 10 times, the power in dBW increases by 10 dB.
Here is an example problem:
Let's say we have an amplifier manufacturer who sells an amplifier that outputs 50.0 Watts. Let's say that they happen to find a new output filter that has an insertion loss that is 0.4 dB less than what they currently have. That means that, using the new filter, the amplifier output power will increase by 0.4 dB. So using the new filter, what will the output power be in Watts?
The current amplifier output power is 50 Watts. In dBW, that is 10log(50) = 17.0 dBW
Our new filter has 0.4 dB less loss, which means the output power of our amplifier will increase to 17.0 + 0.4 = 17.4 dBW
Next convert that back to Watts by the inverse process, so: 17.4 dBW = log-1(17.4/10) = 54.8 Watts
Edit: I wanted to take that example problem a little further.
Let's say we have a 0.4 dB increase on an amplifier that outputs 2 Watts. What will its new output power be?
Convert 2 Watts to dBW: Power in dBW = 10log(2) = 3.01 dBW
Now add 0.4 dB so that the new output power will be 3.01 dBW + 0.4 dB = 3.41 dBW
Next, convert dBW back to Watts: 3.41 dBW = log-1(3.41/10) = 2.193 Watts
So we see that a 0.4 dB increase caused the 50 Watt amplifier to increase by 4.82 Watts, whereas a 0.4 dB increase caused the 2 Watt output to only increase by 0.193 Watts. But in both cases, it is the same percentage increase (or fractional increase). 4.8/50 = 0.096 and 0.193/2 = 0.096.
So for any output power, a 0.4 dB increase will cause a fractional increase of 0.096 in the Wattage. So a 0.4 dB increase for a 100 Watt amplifier would result in an output power of (100)(1 + 0.096) = 109.6 Watts.