Vagueness in hierarchical fuzzy systems is affected from its structure and process flow.
A novel approach called as DF-HFS for hierarchical fuzzy systems is presented.
Misleading operations are removed from hierarchical inference flow in DF-HFS.
Rock Mass Rating Prediction problem is solved with proposed approach.
Experiments show that DF-HFS is a good solution to evaluate fuzziness without considering hierarchic structure.