In case of an emergency existing in any precinct at the time of the holding of any election, the supervisor of elections may establish, at any safe and convenient point outside such precinct, an additional polling place for the electors of that precinct, in which place the qualified electors may vote. The registration books of the affected precinct shall be applicable to, and shall be used at, the polling place so established.