I would recommend just paying attention to how you feel and fuel at regular intervals. Over time you will get a better sense of the food intake required to maintain your energy level during and after the hike.
“I’ve read on the site that using heart rate to determine TSS is the least accurate.”
– Depends on the activity. Check out this article –