I found partial answer in Rails 3: How to trigger a form submission via javascript?
I can trigger form submit with
$("#form_id").trigger("submit.rails");
But I can't find a way to pass some value to submit like I would send "back_button" to controller with
<%= f.submit "Back", class: "btn", :name => "back_button" %>
Is there a way to do this in javascript?