If you don't have shell-on shrimp, you can also use a combination of shrimp or fish stock and slightly less shelled shrimp. Just use the stock in place of the water (you can dilute it slightly if strong) and simmer with the aromatics in the same way as in recipe. Then add the shrimp in the same way later.