It is my understanding that with rain and fog, the color temperature of the beam is the biggest factor. Automotive FOG lights are usually amber in color, for a reason. The cool white-to-blue color of most LEDs suffer outdoors, especially in rain/fog.
And, IMO, due to the high CRI of an incand, you see better with less lumens vs an LED.
YMMV.
Actually I think you'll find that amber fog lights have no advantage in fog and rain (which is why most modern fog lights are now white). I considered "upgrading" my new cars foglights to amber, but the more I researched it the more I found you gained nothing.
"This explanation is flawed for more than one reason. Fog droplets are, on
average, smaller than cloud droplets, but they still are huge compared with
the wavelengths of visible light. Thus scattering of such light by fog is
essentially wavelength independent. Unfortunately, many people learn
(without caveats) Rayleigh's scattering law and then assume that it applies
to everything. They did not learn that this law is limited to scatterers
small compared with the wavelength and at wavelengths far from strong
absorption."
-Dr. Lawrence D. Woolf
General Atomics
see also http://www.gi.alaska.edu/ScienceForum/ASF5/593.html
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