Effective sensor placement in a steam reformer using gappy proper orthogonal decomposition

•A gappy POD method was developed for sensor placement in steam reformers.•The optimal number and arrangement of sensors were found determined.•The differences between the sensor measurements and actual fields were estimated.•The sensor locations found using the POD and traditional methods were compared.•The sensor position accuracy and robustness were confirmed using validation cases.