Hi @jimmy_kung
If your base currency is USD and has setup multi-store, then Magento will display the price to the customers based on the conversation rate defined as the base currency (USD).
So, the store customers will pay the order amount in their local currency through the integrated payment gateway and the same will be reflected in the invoice too.
Hope it helps!