As written, Cf is the coefficient of rolling friction and seems only incidentally dependent on contact patch. The coefficient of static friction (say that is considered maximum coefficient) is independent of contact patch and is purely a relationship of the tire/surface interface. Coefficient of rolling friction is less than coefficient of static friction always (with the exception of hard ice) because it's the real dynamic interface and I think generally considered a function of slip (in that the coefficient is related on a force/slip curve).
I take issue with some of this, but maybe only because I'm misinterpreting what you are trying to say. (I love this mature debate, btw). So let me state this and see what you think:
Generally speaking, the coefficient of sliding friction is lower than the coefficient of static friction. However, the actual *maximum* load that a tire can achieve, happens not when it's purely static, but at very low levels of slip. (we're talking on a firm, dry surface here). I don't know that the actual physical phenomenon has ever been resolved down to the molecular level, but this is a well known fact. This is what makes for a really good driver. The slip can be felt through various other effects, and the car held at that point of slight grip, without going over. This is why "drifting" is stupid, because it's slow. But the best drivers will have the car actually sliding ever so slightly, it can only be seen in slow motion. This has also been measured on tire testing rigs, in the laboratory.
So IOW, the equation is better written as:
Your equation seems correct. The only point I'm trying to make is that it is a fact, I'll have to look for online sources to back it up, that the Mu of rubber increases, as the contact pressure decreases. Notice I'm saying contact pressure, not contact patch size.
I'm just reading refs like the Bosch Automotive Handbook and the SAE Handbook here as a non-professional, so I could certainly be misreading the description
Those references are not the state of the art. You should pick up Race Car Vehicle Dynamics by Milliken. Even this is probably not the state of the art anymore, since it was written about 15-20 years ago, but they is much more comprehensive than the other two, on this subject.
I have never seen dry friction related to contact patch size. The universal equation for dry friction is Friction = mu * N. Mu (coefficient of friction) is related only to the materials that are in direct contact, and N is the force (not pressure) acting normal to the contact surface. Contact patch size doesn't play into dry friction.
I didn't say it was related to contact patch size, I said it was related to contact patch pressure. Now, CPP will go down as the contact patch size increases if vehicle weight remains the same. However, the key point is we're talking about the pressure on the rubber. Your equation is overly simplified, that is what they teach in phsyics class, but it is not correct when talking about tires in the real world.
Rally vehicles have relatively wide tires for their vehicle weights. Granted, for dirt racing, they stick to somewhere around 215 width, but that's pushing it for their vehicles. When the terrain is being sheared due to high tire speeds, fluid friction (viscous drag) comes into play. In most applications (vehicle airflow design), you want to minimize fluid friction (drag). When it comes to rally tires, they want to maximize the fluid friction in order to provide more propulsion.
Ok yes, relative to the tire widths run on trucks weighing 2-3 times as much, rally cars do have "wide" gravel tires. I do like where you're going with the fluid friction thing. I'd take it a step further, and throw out one of my ideas I've had... I think in some cases, off-road vehicles with wildly spinning tires actually generate thrust from the mass acceleration of the dirt they are throwing backwards. Almost like a dirt jet-pump. It must be, when you consider some rally cars can accelerate FASTER on gravel than they can on dry tarmac.
Ice, is a different story altogether. I agree that super skinny tires are the way to go here, and as I understand it, its to maximize the force on each individual ice studs. You don't want float in that circumstance, you want to dig.
For snow, it's largely done for the same reasons we are talking about for off-road skinnies here. The idea is that the skinny tire can bite down through the soft surface layer of snow and mechanically grip the firm snow below.
IMO, the skinny tire thing on Expo trucks is simply a case of compromises. Since more of our time is spend on paved or gravel roads, as opposed to real trails, we compromise towards a more road-worthy tire, with better milage, drivability, etc. This is the narrow tire. And I think the debate is more about the skinny tire not being "as bad" as the mud boggers would think it would be, for all the reasons posted. But IMO, I also thing fat tires are better for pure off-road mug boggin', rock crawling, etc.