Heat oil in a large Dutch oven over medium heat. Add red bell pepper, green bell pepper, onion, celery, garlic, salt, oregano and paprika; cook, stirring occasionally, until the peppers and onion are just tender, 2 to 3 minutes. Add water, broth, tomato sauce and bay leaf; cover and bring to a simmer over medium heat.