Yes, you can. When I make it with ground I like to use: 1 teaspoon ginger, 1 teaspoon cardamom, 1/2 teaspoon cloves, 1/2 teaspoon cinnamon, and 1/4 teaspoon black pepper as a replacement for the whole spices. Prepare the same way, straining is optional.