Steps 2 and 5 are very difficult, and PIES makes use of a system of magnetic coordinates in order to effectively treat magnetic islands and stochastic field lines. As a consequence of these complexities, PIES has been considered to be prohibitively slow for some applications. Recently, an external Jacobian-free Newton-Krylov (JFNK) wrapper has been developed to speed-up PIES
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