Where was the city of ember built?

In 'The People of Sparks' (the Second Book of Ember) three characters travel to a "great city" located on an enormous bay by the ocean. It is also mentioned that it rains during Winter, but there is no mention of snow. By these two clues I think we can safely assume that Ember's hill/cave and the town of Sparks are near San Francisco.