Depart from Tainan to Alishan in the morning, and return to Chiayi in the afternoon to take the high-speed train to Taipei. Is it feasible to go this way? ask for advice

Yes, the route you have planned is already very detailed. If you have any worries, you can look at the relevant strategies on Ctrip. <br/>I wish you a faster journey.