Homemade Chicken Broth

2 1/2 lb. boney chicken pieces
2 celery ribs, with leaves, cut in chunks
2 med. carrots
2 med. onions, quartered
2 bay leaves
1/2 tsp. dried rosemary
1/2 tsp. dried thyme
8-10 peppercorns
2 qts. water