The same code will work in both PHPRunner and ASPRunner.NET.
The easiest option is to use code in Javascript OnLoad event of the Advanced Search page. Here is the sample code:
$("select[id*=OrderDate]").val("Between");
Replace OrderDate with your field name, case-sensitive.