The number of travelers has increased greatly in recent years.
Literal
Travelers [possessive-の] number [subject-が] recent-years greatly increased.
近年 (recent years) is a formal time expression. 大きく増加した (greatly increased) uses 大きく as an adverb with 増加する (to increase). A factual, reportorial statement.