TY - JOUR
T1 - Conditional recurrence plots for the investigation of sawteeth pacing with RF modulation
AU - Peluso, Emmanuele
AU - Murari, Andrea
AU - Craciunescu, Teddy
AU - Lerche, Ernesto
AU - Gaudio, Pasquale
AU - Gelfusa, Michela
AU - Gallart, Daniel
AU - Taylor, David
N1 - Publisher Copyright:
© 2022 IOP Publishing Ltd.
PY - 2022/8
Y1 - 2022/8
N2 - In many areas of research, from neurobiology to nuclear fusion, which investigate complex dynamical systems involving numerous, different and interconnected physical quantities, the application of advanced analysis tools based on Chaos theory and Information theory has provided significant improvements both by supporting theoretical models and by highlighting hidden relationships between quantities characterizing the observed phenomena. The present article is therefore devoted to the analysis of synchronization experiments in magnetically controlled plasmas at JET, involving a 'target' quantity (sawteeth) and a 'driver' (modulated injected radio frequency) one. The typical approach to such analysis would start from assuming that the coupling between driver and target is free from external influences. However, since sawteeth can occur naturally and constitute a confounding factor in the analysis, by relaxing such an assumption a more realistic description of the system can emerge. The use of the conditional joint recurrence plots, complemented by the conditional transfer entropy, has provided further evidences supporting the effective influence of the pacing on the fast ions populations of both the minority and of the main plasma species in H-mode plasmas. The results highlight specific physical factors affecting the efficiency of the pacing and are in agreement with modelling estimates. The analysis performed then paves the way for future studies on more recent DT pulses performed at JET, and on data from other synchronization experiments.
AB - In many areas of research, from neurobiology to nuclear fusion, which investigate complex dynamical systems involving numerous, different and interconnected physical quantities, the application of advanced analysis tools based on Chaos theory and Information theory has provided significant improvements both by supporting theoretical models and by highlighting hidden relationships between quantities characterizing the observed phenomena. The present article is therefore devoted to the analysis of synchronization experiments in magnetically controlled plasmas at JET, involving a 'target' quantity (sawteeth) and a 'driver' (modulated injected radio frequency) one. The typical approach to such analysis would start from assuming that the coupling between driver and target is free from external influences. However, since sawteeth can occur naturally and constitute a confounding factor in the analysis, by relaxing such an assumption a more realistic description of the system can emerge. The use of the conditional joint recurrence plots, complemented by the conditional transfer entropy, has provided further evidences supporting the effective influence of the pacing on the fast ions populations of both the minority and of the main plasma species in H-mode plasmas. The results highlight specific physical factors affecting the efficiency of the pacing and are in agreement with modelling estimates. The analysis performed then paves the way for future studies on more recent DT pulses performed at JET, and on data from other synchronization experiments.
KW - conditional transfer entropy
KW - non linear dynamics
KW - recurrence plots
KW - sawteeth pacing
UR - http://www.scopus.com/inward/record.url?scp=85133203844&partnerID=8YFLogxK
U2 - 10.1088/1361-6587/ac757c
DO - 10.1088/1361-6587/ac757c
M3 - Article
AN - SCOPUS:85133203844
SN - 0741-3335
VL - 64
JO - Plasma Physics and Controlled Fusion
JF - Plasma Physics and Controlled Fusion
IS - 8
M1 - 084002
ER -