Second, we assumed isothermal conditions. We may wish to use a gas sensor to robustly predict the gas composition in a range of temperatures. Future work entails building an adsorption model a(x; T ) that applies under different temperatures T , then (a) inputting a separate measurement of T or (b) determining T as part of the inverse problem.