Hey there GeethaS, glad to have you here
Were the photos uploaded by Google+ and synced back to your device, if so then losing internet connection will cause your photos to disappear. Otherwise, in the future if these photos are lost, i would suggest to turn on Instant Upload, basically every photo you take is uploaded to the cloud and can only be viewed by you
Thanks for joining.