A cause of death for the two children has not yet been determined.
Police say the man will face preliminary charges of attempted murder, intimidation with a deadly weapon, criminal recklessness, and battery.
28-year-old Kyle Pacek refused to pull over after an officer checked his license plate and found that he had two local warrants for his arrest.
It happened Sunday around 12:50 p.m.
According to the Indiana State Police, officers responded to a call of a crash just after 8 a.m. on US 50 near County Road 400 North in Jennings County.
New data indicates It's a good time to be selling a home in central Indiana.
Kevin Bell was found and arrested at St. Vincent's Hospital on October 10.
He was last seen heading northeast in a black-and-white stripped jump suit.
Charges have been filed in a crash that left a woman dead.
A female who was reported as missing was found dead in Jennings County.