For antenna modeling and optimization design, high-fidelity full-wave electromagnetic simulation software can generally be used to obtain training samples. However, this process takes a long time. To solve problem, two-stage Gaussian (GP) considering sensitivity information is proposed. Based on the coarse grid fine of software, first stage learns mapping relationships performance each paramete...