Devise a hypothesis test that determines the presence of

Question

A poisonous gas sensor reports continuous random variable X. In the presence of toxic gases, hypothesis H₁,

In the absence of dangerous gases, X has conditional PDF

Devise a hypothesis test that determines the presence of poisonous gases. Plot the false alarm and miss probabilities for the test as a function of the decision threshold. Lastly, plot the corresponding receiver operating curve