Why does it shut down on high but run forever on regular speed

On regular speed I can vacuum for a long long time but as soon as I switch it to high suction it shuts down after a few seconds. I googled this problem and the census is to buy a new battery. Indeed that solves the problem, but the problem is not the battery. It must be some sensor controlling the battery. Need help in identifying and repairing. Thank you