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High sensitive strain sensors have been fabricated by depositing chromium nanoparticles between silver interdigital electrodes on the substrate of flexible plastic material like polyethylene terhthalate.A gas phase cluster beam deposition system was used for the preparation of nanoparticles array.We demonstrate that the conductance of the arrays is dominated by quantum tunneling through nanojunctions between the closely spaced nanoparticles.