Because of the non steadiness of the kernel function, a data depth weight kernel estimator for model error was produced based on the data depth theory so as to restrain the singular data.

• 根据数据深度理论，建立了非参数模型误差的深度加权核估计方法，提高了模型误差估计的抗差注。