Fabio Villone DIEI, Università di Cassino, Italy. HTS modelling
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1 Fabio Villone DIEI, Università di Cassino, Italy HTS modelling
2 Statement of the problem A historical perspective State of the art Research directions Focus on fast methods An example: fusion devices Conclusions & outlook HTS modelling
3 I will present my personal view of the history, state of the art and research trends of lowfrequency computational electromagnetics Others may have different opinions I will focus on near-term future developments, basically extrapolating what is currently done No fiction movie effort HTS modelling
4 Something trivial to start with... HTS modelling
5 We deal with low-frequency electromagnetics No wave propagation Frequency low enough EM << 1 τ EM = ω τ, For systems with dimensions 10 m, this means frequencies below around 1 MHz At least one of the time derivatives in Maxwell s equation may be neglected Static and quasi-static models L c HTS modelling
6 Among quasi-static models we deal with eddy currents model B E = t H = J B = 0 initial conditions boundary conditions continuity conditions material properties Magneto-Quasi-Static Magnetic energy prevailing on electric energy (Magnetic) Low-frequency (Quasi-Static) HTS modelling
7 (Obviously...) of interest for HTS community Typical applications fall inside this classification Peculiar with respect to full Maxwell model Distinct mathematical properties (parabolic vs. hyperbolic) Need for dedicated solvers and ad hoc analytical and numerical approaches Much more difficult than Electro-Quasi-Static model HTS modelling
8 First problem: formulation Choice of the primary unknown in which the problem must be recast A first choice does not exist (not like EQS...) Magnetic vs. Electric formulations Warning: electric field outside conductors Fields vs. Potentials Warning: gauge conditions Differential vs. Integral Fields or sources? HTS modelling
9 Second problem: the unknown quantities are intrinsically vectors Three components per point Continuity conditions Numerical difficulties Naive numerical approaches may be inadequate Need for specific numerical treatment of eddy currents problem HTS modelling
10 A 40-year long story... HTS modelling
11 First applications of computers to calculation of magnetic fields Computer = big calculator HTS modelling
12 Magnetostatic computations, from 2D to 3D HTS modelling
13 Conferences dedicated to computational electromagnetics COMPUMAG conference from 1976 CEFC conference from 1984 IGTE conference from 1984 HTS modelling
14 3D eddy currents codes HTS modelling
15 Mathematical and numerical developments Edge elements HTS modelling
16 Mathematical and numerical developments Formulations HTS modelling
17 The state of the art in 1988 HTS modelling
18 Coupled problems start to emerge as a challenge to eddy currents community HTS modelling
19 The advent of commercial codes AC/DC Module Acoustics Module RF Module Optimization Module CAD Import Module File Import for CATIA V5 Subsurface Flow Module Heat Transfer Module MEMS Module Year New products introduced COMSOL Server, Design Module LiveLink for Revit Ray Optics Module Mixer Module Electrochemistry Module Molecular Flow Module Multibody Dynamics Module Semiconductor Module Wave Optics Module ECAD Import Module Fatigue Module LiveLink for Excel LiveLink for Solid Edge Corrosion Module Nonlinear Structural Materials Module Pipe Flow Module Particle Tracing Module LiveLink for PTC Creo Parametric Electrodeposition Module Geomechanics Module LiveLink for AutoCAD Microfluidics Module Chemical Engineering Module Electromagnetics Module COMSOL Multiphysics Structural Mechanics Module Batteries & Fuel Cells Module CFD Module Chemical Reaction Engineering Module Plasma Module LiveLink for MATLAB LiveLink for PTC Pro/ENGINEER LiveLink for Inventor LiveLink for SOLIDWORKS Material Library HTS modelling
20 The advent of commercial codes HTS modelling
21 Being commercial codes quite advanced, the interest of the scientific community of lowfrequency computational electromagnetics is diverting from traditional paths Focus on: Specific applications out of reach of commercial codes (e.g. advanced materials modelling) Numerical techniques not (yet?) routinely available on commercial codes (e.g. fast techniques) HTS modelling
22 My personal view HTS modelling
23 State of the art: what the community of lowfrequency computational electromagnetics is currently doing Let us as proxy of the state of the art the number of papers presented at the latest COMPUMAG conferences (2011,2013,2015) on each broad topic HTS modelling
24 HTS modelling
25 HTS modelling
26 HTS modelling
27 Some general trends emerge Not of interest for HTS community 60% Electric machines 20% Optimization 15 % Wave propagation & EMC 10% Rest of the spectrum 15 % Potential interest for HTS community 40% Numerical techniques Static & quasi-static fields Coupled problems Material modelling HTS modelling
28 My personal view HTS modelling
29 For each of the items of the state of the art of potential interest for HTS community, I provide my personal view of the research directions Personal selection Most interesting topics (personal preference) Most promising topics for computational electromagnetics (Still) largely out of reach of commercial codes Potential fall-out to HTS community HTS modelling
30 Fast methods for large-scale problems Domain decomposition Compression Multipoles Model order reduction Parallelization on multiple CPUs GPUs and High Performance Computing Numerical advances Meshless method / radial basis functions Discontinuous / moving meshes Gauging/preconditioning/convergence HTS modelling
31 Numerical analysis of low-frequency systems Inductance and capacitance calculations Shielding New methods/formulations (very few...) Force computations HTS modelling
32 Multiphysics problems EM + circuits (interconnections etc.) EM + mechanics (motors, vibrations etc.) EM + thermal (induction heating etc.) EM + fluid (gas, plasmas etc.) Commercial codes are catching up... HTS modelling
33 Magnetic materials Hysteresis Micromagnetics New materials Anisotropic / layered materials Metamaterials Graphene et similia Homogenization & multiscale Superconductors Quench, losses etc. Materials & devices HTS modelling
34 A few examples HTS modelling
35 Integral formulations of the eddy currents problem require the storage of matrices of size scaling as N 2 (N being the number of discrete unknowns), and their inversion needs a computational cost of the order of N 3, if a direct solver is used May get impractically high for detailed meshes Drives towards iterative inversion schemes Need to improve the computational scaling, i.e. the dependence on N of the computational cost HTS modelling
36 Key ingredients (assuming iterative inversion methods) Preconditioning of matrix to be inverted (less iterations needed) Fast matrix-vector product (less computations per iteration) Parallelization HTS modelling
37 Rationale: a lower condition number means less iterations of iterative methods ( ) b 1 1 Mathematically: A x = b P A x = P such that P -1 A has a lower condition number than A Practically: find an easy to invert matrix P (e.g. quasi-diagonal) sufficiently close to original matrix so that P -1 A gets close to identity HTS modelling
38 Matrix vector product often has a clear physical meaning Magnetic field produced by a given source Fast Fourier Transform (FFT) Equivalent sources on suitable regular grids Matrix-vector product can be accelerated by means of a fast convolution product Fast Multipole Method (FMM) If the field point is far enough, the electromagnetic field source can be characterized by few parameters (multipoles) The sources are expanded in spherical harmonics and the field computation takes into account a limited number of such harmonics HTS modelling
39 Singular Value Decomposition (SVD) Physically: the magnetic field produced by a set of sources grouped in a given region VS, when evaluated in a different region VE, can be described through a linear operator having a rank r decreasing as the relative separation between VS and VE is increased. Mathematically: low rank QR factorization of original matrix (e.g. through Gram-Schmidt) A x QR x = Q y, y = R x A : r << N N, N Q : N r, R : r N HTS modelling
40 Location of magnetic field sources Close region (no approximation) Far regions (low-rank approximation) HTS modelling
41 A more complicated example... HTS modelling
42 The overall performance can be quite satisfactory Computational time scaling almost linearly with N Speed-up with respect to standard calculations HTS modelling
43 Multiple CPUs Standard libraries support parallelization on CPUs Which are the factors to be taken into account? Assembly balancing: the computational times for the matrix assembly should be balanced among the processor Memory balancing: local memory required to store each part of the matrix should be equally distributed among processors Computational balancing: computational time to build matrix-vector product should be balanced among processors Solving this optimal allocation problem has an exponential complexity sub-optimal algorithms required HTS modelling
44 GPUs Design philosophy tailored on the inherently parallel nature of graphics rendering Large amount of cores in order to execute a large number of execution threads at the same time Massive multithreading (up to thousands cores), small cache memory with very simple control unit Each computational thread performs roughly same task onto different partitions of data The code needs to be split into the sequential parts (on the CPU) and the numerically intensive (on the GPUs) GPUs complement CPU execution Reprogramming of codes needed HTS modelling
45 My favourite topic... HTS modelling
46 Nuclear fusion claims to be one possible option for future energy needs of mankind: the fusion of nuclei of light elements (H or isotopes), to give heavier elements (e.g He), produces net energy thanks to mass defect Thermonuclear fusion: electrostatic repulsion is overcome by increasing the temperature of the gas (hundreds of millions C) plasma (fully ionized gas) Magnetic confinement: suitable magnetic fields give shape to plasma and prevent it from hitting the surrounding walls Tokamak: toroidal device to avoid plasma losses at ends HTS modelling
47 Multiphysics Electromagnetic interaction plasma-conductors Nonlinear Plasma behaviour Large scale Large devices with fine geometrical details Free boundary Plasma/vacuum interface not defined a priori Force computation Currents-fields interactions on plasma and on structures Superconducting coils Not treated in the following... HTS modelling
48 Coupling surface to describe the electromagnetic interaction between the plasma and the conductors Different formulations in each domain the best choice in each region Can be generalized to other multiphysics problems Inside Ω: Grad-Shafranov equations (elliptic nonlinear problem) Outside Ω: eddy currents in 3D structures (parabolic linear problem) On Ω: coupling conditions HTS modelling
49 Inside Ω: Magneto-Hydro-Dynamics (MHD) eqns. mass balance momentum balance energy balance (adiabatic) If the time scale is slow enough: neglect plasma mass Plasma mass plays a role only on µs time scale Plasma evolves instantaneously through equilibrium states (evolutionary equilibrium) If the plasma evolution is around an equilibrium point: linearization HTS modelling
50 Grad-Shafranov nonlinear elliptic equation ψ : poloidal magnetic flux j ϕ (ψ): plasma current density (nonlin. funct. of ψ) boundary value: coupling conditions Differential formulation in weak form 2 nd order triangular finite elements Overall system: HTS modelling
51 Outside Ω: eddy currents (linear parabolic) Linear nonmagnetic conductors Integral formulation in terms of J in weak form Electric vector potential with twocomponent gauge Volumetric finite elements (hexa, tetra, ) Edge elements: HTS modelling
52 Dynamical eqns solved with implicit time stepping Flux induced by plasma current on 3D structures Equivalent currents located on the coupling surface, producing the same magnetic field as plasma outside the coupling surface Proportional to plasma current density Coupled to 3D structures via mutual inductance Overall discrete equations: HTS modelling
53 Coupling condition on poloidal flux : Plasma contribution: Proportional to plasma current density External contribution: Proportional to 3D currents (Biot-Savart) Combining everything, at each time step we have: Nonlinear set of N i equations (as many as nodes in 2D triangular mesh inside Ω), solved with Newton-Raphson method HTS modelling
54 ITER is a large-scale scientific experiment that aims to demonstrate that it is possible to produce commercial energy from fusion Currently being built in France by seven international partners (EU, USA, Japan, China, India, Korea, Russia) Multi-billionaire budget HTS modelling
55 Study of off-normal plasma events (disruptions), consisting of a rapid loss (<100 ms) of thermal and magnetic plasma energy Eddy currents induced in conducting structures Current field interaction give rise to electromagnetic forces which may put at risk the integrity of the machine Movie of disruption simulation HTS modelling
56 The Experimental Advanced Superconducting Tokamak (EAST) is an experimental device with fully superconducting poloidal and toroidal coils Designed and constructed to explore the physical and engineering issues under steady state operation for support of future fusion reactors EAST has recently undertaken an extensive upgrade modelling need HTS modelling
57 EAST is an intrinsic 3D device The axisymmetric conducting structures are too far from plasma Need for a detailed 3D modelling HTS modelling
58 Complicated 3D eddy current density patterns induced in conducting structures HTS modelling
59 3D effects are fundamental in providing a correct prediction of experimental results HTS modelling
60 Finally at the end... HTS modelling
61 Low-frequency computational electromagnetics: a 40-year long story Tumultuous and fast advances for the first 20 years or so Now it can be considered a more mature sector Advent of commercial codes, which can treat routinely standard applications The interests of the scientific community are diverting WARNING: need for awareness of use of commercial codes!! HTS modelling
62 New research trends are emerging Focus on topics/techniques still out of reach of commercial codes shifting to commercial applications in the near future? Several new research directions may be of interest for the HTS community Fast methods, force computations, multiscale, multiphysics etc. HTS modelling
63 Παντα ρει, και ουδεν µενει Everything flows, nothing stands still Heraclitus, around 500 BC HTS modelling
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