Quantum neural network is a new type of network structure algorithm that combines the concept of quantum computing and classical neural networks. On one hand, the present invention proposes a new QNN (Quantum Neural Network) structure. On the other hand, the present invention also proposes the application method (including training, evaluation, and prediction) of workload prediction in data center clouds.