Prediction of the ground temperature with ANN, LS-SVM and fuzzy LS-SVM for GSHP application

•Ground temperature prediction models basing on ANN and LS-SVM are established, respectively.•A new method that correlating fuzzy theory with LS-SVM is proposed.•Fuzzy LS-SVM model is validated to be superior to the other two models in both validation accuracy and calculation speed.