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The Gumbel test and jumps in the volatility process:

Palmes, Christian ; Woerner, Jeannette H. C.
Statistical Inference for Stochastic Processes.  19 (2015)  2 - p. 235-258 , 2015
Link: https://doi.org/10.1007/s11203-015-9127-8