Real-time-capable prediction of temperature and density profiles in a tokamak using RAPTOR and a first-principle-based transport model

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doi:10.1088/1741-4326/aac8f0

Real-time-capable prediction of temperature and density profiles in a tokamak using RAPTOR and a first-principle-based transport model
Artikel i vetenskaplig tidskrift, 2018

The RAPTOR code is a control-oriented core plasma profile simulator with various applications in control design and verification, discharge optimization and real-time plasma simulation. To date, RAPTOR was capable of simulating the evolution of poloidal flux and electron temperature using empirical transport models, and required the user to input assumptions on the other profiles and plasma parameters. We present an extension of the code to simulate the temperature evolution of both ions and electrons, as well as the particle density transport. A proof-of-principle neural-network emulation of the quasilinear gyrokinetic QuaLiKiz transport model is coupled to RAPTOR for the calculation of first-principle-based heat and particle turbulent transport. These extended capabilities are demonstrated in a simulation of a JET discharge. The multi-channel simulation requires ∼0.2 s to simulate 1 second of a JET plasma, corresponding to ∼20 energy confinement times, while predicting experimental profiles within the limits of the transport model. The transport model requires no external inputs except for the boundary condition at the top of the H-mode pedestal. This marks the first time that simultaneous, accurate predictions of T e, T i and n e have been obtained using a first-principle-based transport code that can run in faster-than-real-time for present-day tokamaks.

machine learning

tokamak profiles

tokamak transport

real-time control

integrated tokamak simulation

Författare

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Nuclear Fusion

0029-5515 (ISSN) 1741-4326 (eISSN)

Vol. 58 9 096006

Implementation of activities described in the Roadmap to Fusion during Horizon 2020 through a Joint programme of the members of the EUROfusion consortium (EUROfusion)

Europeiska kommissionen (EU) (EC/H2020/633053), 2014-01-01 -- 2019-01-01.

Visa projekt

Ämneskategorier (SSIF 2011)

Annan fysik

Strömningsmekanik och akustik

Fusion, plasma och rymdfysik

DOI

10.1088/1741-4326/aac8f0

Publikationsdata kopplat till DOI

Mer information

Senast uppdaterat

2025-05-09

Real-time-capable prediction of temperature and density profiles in a tokamak using RAPTOR and a first-principle-based transport model Artikel i vetenskaplig tidskrift, 2018