This paper deals with stochastic control problems with spark advance as control actuator. First, a likelihood estimation based knock control approach is presented by combining the likelihood estimation of cyclic knocking probability with adjusting the spark advance based on the pre-specified threshold of likelihood ratio. Then, this approach is extended to take the peak pressure location into account. Finally, the experiment validation results of the proposed control approaches are demonstrated on a gasoline engine test bench.