model_inadequacy

We use Gaussian process regression to determine the shape of a component which can compensate for the model inadequacy seen in the intermediate TOF area (30-60 ns).

The following D(T) discharges were used.

Parameter limits
----------------
Fuel ratio:    [0.01, 0.06] 
T fraction:    [-inf, inf] 
D fraction:    [-inf, inf] 
H fraction:    [-inf, inf] 
NBI power:     [1e-09, inf] 
RF power:      [0, 0] 
Neutron yield: [1e+15, inf] 
Resonance pos: [-inf, inf] 
RF particle:   tritons 

JPN	t0	t1
100503	40	80
100505	40	80
100515	40	80
100516	40	80
100535	40	80
100536	40	80
100539	40	80
100540	40	80
100541	40	80
100542	40	80
100557	40	80
100569	40	80
100570	40	80
100572	40	80
100573	40	80
100580	40	80
100585	40	80
100602	40	80
100603	40	80
100718	40	80
100720	40	80
100721	40	80
100722	40	80
100723	40	80
100724	40	80
100725	40	80
100728	40	80
100737	40	80
100746	40	80
100747	40	80
100748	40	80
100760	40	80
100761	40	80
100763	40	80
100789	40	80
100790	40	80
100791	40	80
100792	40	80
100796	40	80
100797	40	80
100800	40	80
100803	40	80
100806	40	80
100828	40	80
100831	40	80
100841	40	80
100842	40	80
100844	40	80
100845	40	80
100846	40	80
100860	40	80
100863	40	80
100882	40	80
100896	40	80