What they used to supply to us in the refineries were Nomex coveralls.
(You know the kind where the shirt and pants are all one piece.) They issued them large enough for all of our winter clothing to fit underneath them.
They also supplied Nomex parkas and skidoo suits but coveralls seemed to be the preferred way to go.
Some of the workers bought their own Nomex fleece hoodies and outer pants but they ended up wearing the coveralls over them anyhow so they didn't get covered in bitumen (oil).
If the coveralls get oily you can just run them through the washing machine.
Washing does not change the fire resistance, but being full of bitumen, oil and grease does because that stuff burns.
Using the coveralls lets you adjust the rest of the clothing to the weather easier too.
A lot of the guys would only wear shorts and t-shirts under the Nomex in the summer, but full winter gear when it was cold.
With the parkas they lost that ability to dress up or down as the temperature changed.
Remember that you want them to close tight at the cuffs and neck so any fire can not get to your sleeves or pant legs.
Tabs or buttons at the cuffs are good, but the main closure up the front should be a zipper.
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So I would suggest looking for the coverall suit and wearing your winter gear under it.
(Actually I would say one pair grossly oversize for winter and a normal size pair for summer.)
You should be able to find them in the safety supply stores.
Google brought up a lot of hits like this.
http://www.flamesafetyapparel.com/nomex_genesis_coverall.html