In the 19th Century losing a wife meant that children of serving soldiers could apply for a place in Chelsea Royal Military Asylum. Boys stayed until they were 14, and girls until they were 16.
The online records stop before your time, and there were more council run orphanages available in 1909. Where were the children in 1911?
Ken