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This paper discusses novel tensor product (TP) models for the control of two complex components of the vehicle automatic transmission systems, namely the drive line without clutch and, the valve-clutch. The TP models are obtained by a transformation of the linear parameter-varying models derived from the first principle nonlinear mathematical models of the controlled processes. Experimental results validate the performance of the proposed TP models.