We show that study of the atmospheric neutrinos in the 10–100 GeV energy range by DeepCore sub-array of the IceCube Neutrino Observatory can substantially constrain the mixing of sterile neutrinos of mass eV with active neutrinos. In the scheme with one sterile neutrino we calculate and oscillation probabilities as well as zenith angle distributions of events in different energy intervals in DeepCore. The distributions depend on the mass hierarchy of active neutrinos. Therefore, in principle, the hierarchy can be identified, if exists. After a few years of exposure the DeepCore data will allow to exclude the mixing indicated by the LSND/MiniBooNE results. Combination of the DeepCore and high energy IceCube data will further improve sensitivity to mixing parameters.

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