Specifically I don't know whether your car has a DPF or not, but given it's a 2007 model it is possible that it does. Equally possible is the DPF becoming blocked, and nearing the end of its service life. The system may be performing regenerations more than would normally be required to try to clear the filter. I would expect your problem to get progressively worse until the DPF is replaced, assuming you have one of course.
Failing that you could have a stuck open EGR valve. Try removing it and giving it a thorough clean before putting it back.
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