In order to ensure the power quality of traction power supply system and reduce the costs for purchasing electricity by traction substation. a probabilistic forecasting model of traction load based on sparse Gaussian process (SGP) is proposed. Firstly. the model constructed the input feature vector based on the historical characteristics of traction load and time information. https://www.findingthestory.com/product-category/mig-accessory/