The advantages of using software to realize the linearization of transducers and instruments, and the construction of back propagation artificial neural networks(BPANN) are discussed.The BPANN method utilized to realize the linearization of semiconduction thermoresistor is studied by means of MATLAB and the linear characteristics of SCTR are thus obtained.The effectiveness of the method is confirmed by serial test data combined with interpolation approach.