Change Stored SQL database Authentication

Hi,

This morning I decided to change the password of mysql database, simply because I don't remember what my old password is. However, after doing that I found that my elgg site can't access the database, of course. But I don't know how to edit stored authentication information. Please offer advice.

Sincerely,

Chi