Read this short note on the Relative Weigth analysis. http://core.ecu.edu/psyc/wuenschk/MV/multReg/Relative_Weights_Analysis.pdf
Alternatively, you can also calculate every predictor's relative strength by the effect size f-sq, which could be calculated in SEM. If you are interested in analyzing your data through SEM please let me know.