A new computationally efficient filtering algorithm based on the Kaczmarz projection method for reconstruction of the first harmonic of a periodic signal is presented. The algorithm allows the recovery of combustion quality information from noise-contaminated engine speed measurements. The algorithm is verified using a spark-ignition six cylinder engine in the torque estimation problem.