Amtrak is naming Norfolk Southern Corp. veteran Charles “Wick” Moorman as its next chief executive as the national passenger railroad confronts big projects amid growing demand.

Mr. Moorman will succeed Joe Boardman, who is due to retire this fall as president and chief executive officer, a post he has held for eight years.

Mr. Moorman, who...