A.R. Saperstein
AI4Fusion Summer School – June 4th, 2026
Disruption Physics
June 4th, 2026
AI4Fusion Summer School - Summer 2026
Outline
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Outline
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First, what is a Tokamak?
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Now, what is a Disruption?
Disruption
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Disruptions are frequent on experimental devices
[deVries 2011 NF] P.C. de Vries et al 2011 Nucl. Fusion 51 053018
[Gerasimov 2020 NF] S.N. Gerasimov etal 2020 Nucl.Fusion 60 066028
1983🡪2010
2011🡪2016
Disruptivity on JET over lifetime
C walls
Metal walls
[deVries 2011 NF]
[Gerasimov 2020 NF]
High performance campaign
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Outline
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Every disruption has the following events
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Thermal Quench (TQ)
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Current Quench (CQ)
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Loss of position control (VDEs*)
← Big kick
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Each of these events lead into each other
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Outline
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Disruption
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Disruption
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What destroys flux surfaces?
Disruption
MHD instabilities
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What are instabilities?
(plasma) state
(potential) energy
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What are MHD instabilities?
time
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MHD instabilities strongly inhibited by bending field lines
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How do MHD instabilities destroy flux surfaces?
Disruption
MHD instabilities
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So… What causes MHD instabilities?
Disruption
MHD instabilities
Direct causes
Current Pressure
Terms we know to consider
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What are some indirect causes of MHD instabilities?
Disruption
MHD instabilities
Direct causes
Indirect causes
Current Pressure
Radiation Position Density
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How does radiation depend on the plasma?
Terms we know to consider
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How do vertical instabilities depend on the plasma?
Terms we know to consider
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How do density limits depend on the plasma?
Plasma
Murari, A. et al. Nat Commun 15, 2424 (2024)
Terms we know to consider
Error
Error
Error
Error
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What are the most common triggers of disruptions?
NTMs!
Density Control
Greenwald limit
MHD
Disruptions due to physics instabilities and limits
Disruptions due to Technical/Human errors
VDEs
P.C. de Vries et al 2011 Nucl. Fusion 51 053018
Human Error!
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Most common triggers adjusting for danger
NTMs!
Internal Transport Barriers!
VDEs
P.C. de Vries et al 2011 Nucl. Fusion 51 053018
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Tokamaks vs Stellarators
Moiraf, David. (2021). Transport and radiation analysis of radiation-limited plasmas in the stellarator Wendelstein 7-X.
Tokamak
Stellarator
Ψ-Surfaces dependent on plasma
Ψ-Surfaces mostly independent of plasma
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Outline
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C-Mod database features (63* total features)
beta_n | i_efc | n_equal_1_mode | n_equal_1_normalized | n_equal_1_phase | pressure_peaking | q0 | q95 |
qstar | beta_p | li | z_times_v_z | zcur | lower_gap | n_over_ncrit | tribot |
tritop | upper_gap | v_z | z_error | z_prog | kappa | kappa_area | a_minor |
greenwald_fraction | ip | n_e | ne_peaking | p_icrf | p_input | p_lh | p_oh |
te_core_vs_avg_ece | te_edge_vs_avg_ece | te_peaking | te_width_ece | te_width | p_rad | prad_peaking | radiated_fraction |
tau_rad | wmhd | ip_error | sxr | v_loop | bt | chisq | ip_prog |
rmagx | ssep | v_loop_efit | v_surf | | | | |
time_until_disrupt | disruptive* |
shot |
time |
dbetap_dt |
dip_dt |
dip_smoothed |
dli_dt |
dn_dt |
dprad_dt |
dipprog_dt |
dwmhd_dt |
(time-independent)
(time-dependent)
VDE
Density Limit (DL)
Radiation limits
MHD
generic
Input features (52 - 9)
Target features (2*)
Metadata (1)
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MHD stability related features
beta_n | n_equal_1_mode | q0 | ip | i_efc |
beta_p | n_equal_1_normalized | q95 | li | |
pressure_peaking | n_equal_1_phase | qstar | | |
Current drive
Pressure drive
Perturbation size
Magnetic resonance
Error field suppression
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Power balance (radiation stability) related features
radiated_fraction | n_e | ip_error |
tau_rad | ne_peaking | sxr |
p_rad | te_width | v_loop |
prad_peaking | te_width_ece | wmhd |
p_icrf | te_core_vs_avg_ece | |
p_input | te_edge_vs_avg_ece | |
p_lh | te_peaking | |
p_oh | | |
Power balance terms
Radiation sources
Radiation effects
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Vertical stability related features
kappa | li | zcur |
kappa_area | beta_p | z_prog |
tribot | ip | z_error |
tritop | | v_z |
n_over_ncrit | | z_times_v_z |
| | upper_gap |
| | lower_gap |
Plasma position
Shaping
Eddy current stabilization
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Density limit related features
greenwald_fraction | p_icrf | te_edge_vs_avg_ece |
ip | p_input | te_core_vs_avg_ece |
a_minor | p_lh | te_peaking |
kappa | p_oh | te_width_ece |
kappa_area | | te_width |
| | n_e |
| | ne_peaking |
Edge collisionality
Greenwald limit
Power scaling
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Generic features
ip | ip_prog |
ip_error | rmagx |
v_loop | ssep |
sxr | v_loop_efit |
bt | v_surf |
chisq | |
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References
[1] F C Schuller 1995 Plasma Phys. Control. Fusion 37 A135
[2] P.C. de Vries et al 2011 Nucl. Fusion 51 053018
[3] H. R. Koslowski (2012), DOI: 10.13182/FST12-A13496
[4] Allen H. Boozer, Phys. Plasmas 19, 058101 (2012)
[5] T.C. Hender et al 2007 Nucl. Fusion 47 S128
[6] T. Eich et al, Journal of Nuclear Materials 337–339 (2005) 669–676
[7] R.S. Granetz et al 1996 Nucl. Fusion 36 545
[8] S.N. Gerasimov et al 2015 Nucl. Fusion 55 113006
[9] V. Riccardo and JET EFDA contributors 2003 Plasma Phys. Control. Fusion 45 A269
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