Abstract: This paper discusses the following four aspects:why do we need an ensemble approach in predicting fog? What improvements have been seen through an ensemble approach? What are the status and challenges of fog ensemble prediction in current numerical weather prediction operation? The verification of ensemble forecasts is also introduced to help readers understand and appreciate the ensemble approach.