Death includes his mother and seven-year-old daughter being wiped out by Kentucky rain.
At least nine people have been killed after harsh winter weather hit the US, including eight in Kentucky as a result of heavy rain.
State governor Andy Besher said Sunday that hundreds of people left behind in the floods must be rescued.
Beshear said many of the deaths, including his mother and a 7-year-old child, were caused by the car being clogged with high water.
“So, I’ll just stay away from the road and live off the road,” he said.
“This is the search and rescue phase and I am extremely proud that everybody out there in Kentucky responds and puts life on the line.”
Beshear said the storm has knocked out power to around 39,000 homes, but he warned that harsh winds in some areas could halt.
Elsewhere, Northern Plains faced a life-threatening cold, with tornado clocks issued in parts of Georgia and Florida.
In Kentucky, Hart County Coroner Tony Roberts previously said that mothers and children were wiped out in the Bonniville community on Saturday night.
In southeastern Kentucky, a 73-year-old man was found dead in a flood in Clay County, said Rebel Berry, the county assistant director of emergency management.
Parts of Kentucky and Tennessee received up to 6 inches (15 cm) of rain during the weekend storm.
“The effects will last for a while. There are many swollen streams and many floods,” Olabeck said on Sunday.
In Atlanta, Georgia, people were killed when a “very big tree” fell into the house early Sunday, according to Atlanta Firefighter Captain Scott Powell.
Meanwhile, heavy snow was expected in parts of New England and upstate New York.
Meteorologists said the US is hoping to win the 10th frigid vortex stretch event this season, with the Northern Rockies and Northern Plains lined up first.
Arctic weather forces combine to push the cold air that normally stays near the Arctic into the United States and Europe.
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