Expand children menu items with parent link, without javascript
If I understand you correctly then setting the parent link to "Show as expanded" should get you the desired result. You can see the option when you go to Structure -> Menus -> list links (of the correct menu) -> edit (the parent menu item which should have it's child links always displayed).