Lightly sand the PVC
Spray with primer, probably a black automotive primer.
Paint with copper spray paint.
Dry brush with black paint.
Spray with a flat or matte clear paint.
If you need 'new' looking copper pipes, skip the black and spray a gloss clear over the copper paint.