Police would like to hear from anyone who may have seen the incident or witnessed anyone acting suspiciously.
Officers are also interested in hearing about any suspicious vehicle in the area at the time.
Anyone with information is asked to contact Andover Police on 101 and quote Operation Clyde. Mini-com users can phone 18001 101.
If you wish to remain anonymous, phone Crimestoppers on 0800 555 111.