This paper proposes a novel control technique for motion control of a linear hydraulic actuator, in which actuator reference position and velocity profiles are generated analytically. The proposed algorithm parameterizes an eight-term exponential function based on initial, middle, and final boundary conditions. Nominal and off-nominal disturbance forces applied against the actuator are completely included to shape the desired system reference. This new scheme can create the reference pump rotational speed required to accurately control the presented system with no closed-loop commands and with excellent performance characteristics. Moreover, unlike the traditional hydraulic actuator control algorithms, the presented methodology is able to successfully respond to a wide range of disturbance forces while satisfying steady state conditions. The results showed that, the proposed controller steers the system to the steady state desired value within about 0.1 second only and with zero percent overshoot in terms of the reference input and about 2 percent for the disturbance input. Numerical results using the Monte-Carlo simulation method confirmed the effectiveness and the robustness of the new algorithm despite wide range of disturbance forces.