This paper studies a transportation problem called lane reservation problem, which aims to optimally choose lanes to be reserved in the network for the exclusive use of the time-guaranteed transportation tasks during large sportive events such that the negative impact on normal traffic is minimized. To solve this problem, an effective quantum evolution based algorithm is proposed. Computational results show the efficiency of the proposed algorithm by randomly generated instances compared with the commercial software CPLEX11.2.