I would like to send PayPal invoice to my customers and allow them to make partial payments.?

Yes, you can (at least with a standard merchant account)
You might have to send separate invoices for the different parts of the payment
Just make sure you specify in the invoice that it is a part payment and that you use the same email address every time.