Oct 2026· Zenodo (CERN European Organization for Nuclear Research)
Magnetic confinement fusion research
Abstract
The operational windows for edge-localized mode (ELM) suppression via resonant magnetic perturbations (RMPs) in tokamaks are empirically discrete — suppression occurs only when the safety factor at 95% flux surface (q₉₅) aligns with rational surfaces q = m/n, producing narrow windows of width Δq₉₅ ≈ 0.1. We propose that this discreteness reflects a deeper topological constraint: the pedestal region behaves as a rank-2 tensor boundary whose eigenmode structure is governed by the symmetry group of the edge geometry, not by continuous field amplitude. We contrast two candidate edge topologies: (i) a linear cube with eight corner singularities, which we show produces uncontrolled magnetic island nucleation and flux leakage (∮B·dA ≠ 0); and (ii) a platinum icosahedron with native golden-ratio curvature (κ = φ⁻¹ ≈ 0.618) and A₅ symmetry, which distributes resonant modes across 20 faces with no corner singularities (∮B·dA = 0). We implement a real-time visualization overlaying DIII-D's I-coil geometry (2 rows × 6 coils) onto both edge topologies, computing vacuum field gain, resonant field amplification, island width, and discrete q₉₅ resonance windows from published scaling laws (Nucl. Fusion 55, 023002; PRL 125, 045001). The simulation demonstrates that the icosahedral edge produces ELM suppression across a broader q₉₅ range than the cube for identical coil currents, because the A₅ symmetry group admits more rational-surface resonances without singularity formation. We propose that optimized stellarator coil sets (W7-X quasi-isodynamic) represent the closest existing implementation of this principle, and that future RMP coil designs should adopt polyhedral rather than toroidal-row symmetry to widen operational windows. Keywords: ELM suppression, resonant magnetic perturbations,
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
Related blog posts
MIT News · Artificial Intelligence· news.mit.eduOct 15, 2026
A new computational approach reveals how cells communicate to assemble into tissues. This could accelerate stem cell engineering, improve disease models, and inform therapies.
Microsoft Research Blog· microsoft.comOct 15, 2026
Zero-knowledge proofs can verify computing results without rerunning workloads or exposing sensitive data. Magnetar helps bring them into the mainstream with support for standard programming languages, major speed gains, and quantum-resistant security. The post Proof-based general-purpose computing with Magnetar appeared first on Microsoft Research.
MIT News · Artificial Intelligence· news.mit.eduOct 8, 2026