This paper presents an improvement on real-valued genetic algorithm that utilizes a new crossover strategy to steer the location of offspring in genetic algorithm.The use of such a crossover strategy provides the capacity of quickly moving offspring toward regions with improved fitness.Experimental results demonstrate that improved real-valued genetic algorithm could greatly accelerate the speed on obtaining optimal solutions.