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The number of gas sensors is constantly growing. This makes sensor selection increasingly difficult, especially since sensor characteristics vary under different environmental conditions. In particular, cross-sensitivities of single sensors are a big challenge, as they do not react only to the relevant target gases. Therefore, careful sensor selection, a multi-gas approach and AI optimization are crucial on the way to higher measurement quality and new applications.