A self-tuning single neuron controller was developed and applied to track operating trajectories in an exothermic chemical batch reactor. By self-tuning only the slope of the non-linear saturated function b, the adopted single neuron controller can track a given operating trajectory closely by merely observing the process output error. Experimental results reveal the applicability of such a self-tuning single neuron controller for tracking a given trajectory in batch reactors.