Back analysis of geomechanical parameters for rock mass under complex geological conditions using a novel algorithm

•Surrogate model is trained to provide an inexpensive function.•Traditional optimization algorithm has been improved from two aspects.•A novel algorithm provides powerful tool for back analysis of geomechanical parameters.•The parametric investigation for rock mass under complex geological conditions has been implemented.