Twenty-seven-year-old Latoya Moore of West Chicago is charged with aggravated battery and misdemeanor theft charges. She is being held at the DuPage County Jail.
Investigators say the incident occurred as the woman was getting off the train in Wheaton.
The incident caused a 20-minute train delay.