Melt the butter in a large, heavy pot (about 4 quarts) over medium heat. Add the onion, celery, and carrots, and cook until the onions are soft. Add the bay leaves, thyme, and season with salt and pepper. Add the split peas and stir to combine. Add the broth and the ham hock/ham bone or smoked paprika and bring to a boil.