Just click on the create invoice button, and select invoicible lines to create a draft invoice. You can delete the sale order lines which you do not wish to invoice from the draft invoice. And then validate the invoice and register payment. When you are back in the sale order form view, you can again see a create invoice button, clicking on which you can create invoices for the remaining lines by selecting the invoicable lines.