Hi.
You may have two separate problems.Replace the regulator first, that may take care of the problem.
The regulator
Part number: WB19K10001
Here are the breakdown diagrams and
Gas Burner parts for GE JGBP86BEA3BB - AppliancePartsPros.com
Post the results.
Simon.