So I came to long distance backpacking from a road bike racing background. When I was racing, I got into the science behind training with power (wattage) and a big tenant was always thinking of VO2max as your aerobic "ceiling". You can train and train and train your aerobic system but you'll be limited by your the maximum 5 minute power you can exert, for running this would roughly correlate to 3/4 mile or 1 mile distance depending on how fast you're running. This is because you have to specifically train your body's ability to increase it's rate of oxygen absorption with high intensity intervals. I found this to be true on the PCT with former athletes who had specifically trained their VO2max previously turning into much faster hikers than average joe's since they would plateau at a higher athletic ability than their peers. Everyone I talked to and myself did seem to plateau about 2 to 3 months in and stop making any gains too.
Another interesting concept in training for road biking with power was quantifying the amount of training stress you accumulate with time, then tracking it to peak for race events or correlate with performance gains or losses. The methodology I followed quantified training stress into "points" with 100 points going to your maximum effort for 1 hour – the fastest you could go at a steady pace for 60 minutes. A bunch of fancy algorithms would analyze your training rides and turn them into an equivalent number of "points" that could be tracked with time. So your training stress was always relative to the maximum amount of effort you could produce in 1 hour and you could track how much each ride was contributing to your level of fatigue.
Now if you increase your 1 hour power, the same ride you did previously would be worth fewer "points" or effectively have less of an impact on your fatigue. This could be very important for long distance backpacking!
It seems to me if you start out by training your VO2max before a long distance hike instead of lugging a heavy pack around, you effectively raise the ceiling on your aerobic fitness. If you raise your aerobic fitness higher, hiking uphill and longer distances create less training stress or fatigue, so you can effectively put in more miles per day without feeling over tired and complete your hike faster.
Any exercise specialists care to weigh in? Am I off my rocker or is there something to this?

