Question: are olfactory neurons never replaced?
Answer: In fact, they are one of the increasingly large number of neuron types that are known to die and be replaced throughout life. Fortunately, they do not all die at the same time. There are many thousands of olfactory sensory neurons expressing any particular olfactory receptor.