The league held a conference call for all 20 clubs on Monday where the move was given unanimous backing.
Failure to resume the season could cost the league around 750 million pounds ($913.80 million) in lost revenue from broadcasters according to British media estimates.
Some reports said clubs could lose out even if the league restarts should broadcasters demand a 330 million pounds rebate. Place bet on Live Events 24/7 on NaijaBet.com
“Premier League Shareholders today voted unanimously to return to small group training from tomorrow (Tuesday) afternoon – the first step towards restarting the Premier League, when safe to do so,” the league said in a statement.