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Improving the efficiency of combustion engines is crucial from an environmental perspective, serving as a complement to the transition towards the electrification of transportation. To optimize combustion efficiency, the amount of air in the cylinders needs to be estimated, which today is done by gray box-models based on traditional physics. This thesis examines the possibility of complementing th
