Jpedal 3.79 and later now has the option to open the last viewed document at the last viewed page.

This can be done using the Preference menu found in View->Preferences in the Viewer tab.

By checking the "Open previous document at app start" simple viewer will open the last viewed document at the last viewed page upon application start up.