Patterson 's army crossed the Potomac River on July 2 at Falling Waters .
Patterson 's army advanced toward Martinsburg , Virginia .
Patterson 's army crossed the Potomac River on July 2 at Falling Waters and advanced toward Martinsburg , Virginia .