Showing posts with label nuclear fusion. Show all posts
Showing posts with label nuclear fusion. Show all posts

Wednesday, September 09, 2026

Power hungry AI tech companies are driving nuclear fusion development

There have been multiple reports that AI tech companies e.g. invest in new nuclear fusion related companies or alumni found nuclear fusion related companies and so on.

There is a good chance that we will now finally succeed in making nuclear fusion a primary source of our power supply! I bet it will happen in the next 4-8 years.

Generally useful superconductivity may also be on the near horizon! I bet it may happen with the next 3-5 years. 

ML & AI are pushing the frontier of the possible at increasing speed!

Here is one very recent example: Google DeepMind alumni are building tools to accelerate fusion power for the grid "Fusionality is developing control systems and simulation environments to help fusion power startups move faster."


Saturday, August 15, 2026

Tritium in the quantum sieve: First-ever separation of the three hydrogen isotopes for the fuel cycle of nuclear fusion

Good news!

"... As a result, the isotopes are released at different temperatures when the zeolite is heated: protium desorbs first, followed by deuterium and finally tritium. ...

The decisive step was the experiment using tritium. “It’s the first time anyone has managed to separate a hydrogen isotope mixture of protium, deuterium and tritium using a porous solid material,” ... After contact with the silver-containing zeolite, the mixture that initially contained equal amounts of the three isotopes emerged with an H₂:D₂:T₂ ratio of 1:41:175 . So, tritium was retained much more strongly than deuterium, while protium was hardly retained at all. ...

The material also exhibited high selectivity in experiments with mixtures of two isotopes. The greatest difference was observed between tritium and protium. “These are not just marginal differences,” ... “The separation process is highly efficient even in a single step.” The results also represent an important milestone for fundamental research, as they provide the first experimental validation of theoretical predictions involving tritium.

Another aspect is the stability of the material. Tritium undergoes radioactive decay, emitting beta radiation that could potentially damage the silver sites in the zeolite. However, even after several hours of exposure to tritium, the experiments revealed no measurable decline in separation performance. ..."

Tritium in the quantum sieve: HZDR team achieves first-ever separation of a hydrogen isotope mixture containing tritium using quantum effects - Helmholtz-Zentrum Dresden-Rossendorf, HZDR "Fusion power plants of the future will not only require extremely hot plasmas and strong magnetic fields but also a fuel cycle in which the hydrogen isotopes deuterium and tritium can be recovered, separated, and reused. ... a team ... has now demonstrated a highly efficient method for separating hydrogen isotopes using a silver-containing zeolite  ... Zeolite is a porous crystal material with a network of tiny cavities. ... The results represent an important advance in isotope separation and lay the foundation for the efficient recovery and processing of tritium in future fusion fuel cycles. They also open up potential applications in medicine and materials research."

From the abstract:
"Efficient separation of hydrogen isotopologues is crucial for applications such as the recycling of exhaust streams in nuclear fusion reactors.
We report on separation of a ternary 1,2,3H isotope mixture using thermal desorption spectroscopy (TDS), achieving an enrichment of 1:41:175 (H2:D2:T2) from an initially equimolar (1:1:1) gas mixture, based on selective adsorption using an Ag(I)-exchanged zeolite type Y.
Further experiments on binary hydrogen isotope mixtures validated numerical predictions of the separation efficiency for T2.
Specifically, the high selectivity for tritium over protium of 244 makes the Ag(I)-exchanged zeolite an excellent candidate for energy-efficient isotope separation at liquid-nitrogen temperature."

Recycling der Wasserstoff Isotope für die Kernfusion

Gute Nachrichten!

"Die Bundesregierung nimmt viel Geld in die Hand, damit das erste Fusionskraftwerk der Welt in Deutschland entsteht. Ende Juli wählte Bundesforschungsministerin Dorothee Bär (CSU) drei „Fusionshubs“ aus, in denen Forschung und Industrie gemeinsam an offenen Fragen arbeiten sollen. 125 Mio. € stellt ihr Ministerium dafür bereit.
Zwei Hubs kümmern sich um die beiden Reaktorkonzepte, also Laser- und Magnetfusion.
Der dritte, koordiniert vom Karlsruher Institut für Technologie, widmet sich einem Thema, das noch weniger bekannt ist: dem Brennstoffkreislauf. ...

In einem Fusionsreaktor verschmelzen die Wasserstoffisotope Deuterium und Tritium zu Helium und setzen dabei enorme Energiemengen frei. Doch nur etwa 2 % der Deuterium-Tritium-Kombination werden dabei tatsächlich verbraucht, wie das Forschungsteam in seiner Studie schreibt. Der Rest verlässt den Reaktor unverbrannt. ...

Aus dem Abgasstrom wird so ein Gemisch aus drei Isotopen, das getrennt werden muss, damit der Brennstoff in der richtigen Zusammensetzung zurück in den Reaktor kann. ...

So funktioniert das Quantensieb

Für ihre Suche nutzten die Forscher einen Zeolithen. Diese Kristallmaterialien kommen in der Natur vor, lassen sich aber auch synthetisch herstellen. Ihr Gerüst aus Aluminium-, Silizium- und Sauerstoffatomen ist von winzigen Poren durchzogen, in denen positiv geladene Ionen sitzen. Diese Ionen lassen sich austauschen und verändern dann die Eigenschaften des Materials. Das Ausgangsmaterial dafür kam vom Max-Planck-Institut für Kohlenforschung in Mülheim an der Ruhr. Dort wurden die ursprünglichen Natriumionen des Zeolithen vollständig durch Silberionen ersetzt. Mit diesem Material arbeitete das Leipziger Team. ...

An den Silberplätzen läuft der entscheidende Vorgang, eine Adsorption, ab:

Wasserstoff strömt in die Poren
Die Moleküle wechselwirken mit der elektronischen Struktur der Silberionen und bleiben dort haften.
Wie stark, entscheidet die Quantenmechanik. Wegen ihrer unterschiedlichen Masse besitzen die drei Isotope verschiedene Nullpunktsenergien. So heißt die minimale Energie, die ein quantenmechanisches System selbst am absoluten Nullpunkt behält. Je schwerer das Isotop, desto niedriger diese Energie und desto fester sitzt das Molekül am Silber. So lässt sich der Brennstoff-Reststrom laut den Forschenden sehr effizient aufsplitten. ..."

Recycling für die Kernfusion: Leipziger Team gelingt Durchbruch "Bei der Kernfusion geht es meist um Laser, Plasmen und Magnete. Kaum jemand fragt, wie der teure Brennstoff recycelt wird. Ein Team aus Leipzig hat dafür erstmals ein Gemisch dreier Wasserstoffisotope voneinander getrennt."

Tritium in the quantum sieve "HZDR team achieves first-ever separation of a hydrogen isotope mixture containing tritium using quantum effects"

Wednesday, August 05, 2026

Deutschlands Fusionsplan: Diese drei Hubs sollen das Fusionskraftwerk möglich machen

Gelegentlich gibt es auch mal gute Nachrichten aus der Bananenrepublik D!

"... An diesen technischen Aufgaben sollen drei neue nationale Fusionshubs arbeiten. Das Bundesministerium für Forschung, Technologie und Raumfahrt (BMFTR) hat die Standorte und Koordinatoren jetzt bekannt gegeben.
In einer ersten Förderrunde stellt der Bund nach eigenen Angaben rund 125 Mio. € bereit. Die Förderung soll im August 2026 beginnen. Bis 2029 will das Ministerium die Hubs in sechs Phasen um weitere Forschungs- und Entwicklungsprojekte ergänzen. ...

Die drei Fusionshubs decken unterschiedliche und teilweise technologieübergreifende Aufgaben ab. Mat-Trix bearbeitet Materialien und Brennstoffkreisläufe, Vega die lasergetriebene Trägheitsfusion und Stride Stellaratoren. Sie alle wollen Forschungseinrichtungen, Start-ups und etablierte Industrieunternehmen besser verzahnen. ..."

Deutschlands Fusionsplan: Diese drei Hubs sollen das Kraftwerk möglich machen "Deutschland startet drei Fusionshubs für Laserfusion, Stellaratoren sowie Materialien und Brennstoffkreisläufe. Sie sollen Forschung und Industrie enger verzahnen. Diese Probleme sind noch nicht gelöst."

Monday, August 03, 2026

Quantum computers Modeling the chemistry of fusion reactor material

Good news! Is this just incremental progress or a major step forward?

"Quantum is aiding in the race to realize fusion energy by taking a step toward making the fuel for a fusion reactor. New work ... uses quantum computing to model molten salt—salt in a liquid phase. When wrapped around a fusion reaction like a blanket, molten salt could produce a rare fuel necessary to sustain that reaction: tritium.

The chemistry involved in extracting tritium from the molten salt is so complex that researchers have not been able to accurately model it using classical compute methods, and molten salt experiments are difficult and expensive, requiring immense energy and specialized equipment. Oak Ridge National Laboratory, Cleveland Clinic, and IBM showed how hybrid quantum-AI methods could yield better results, speeding the pace of fusion research. ..."

From the abstract:
"Molten salts such as FLiBe (2LiF--BeF2) are leading blanket materials for breeding and recovering tritium in fusion reactors.
Predicting tritium speciation requires accurate electronic ground-state energies for representative molten-salt clusters, a demanding task for correlated electronic-structure methods.
Here we report the first application of heterogeneous quantum--classical computing to tritium binding in FLiBe. Clusters drawn from ab initio molecular dynamics are partitioned by an embedded-wavefunction (EWF) method into atom-centered fragments, and the largest fragments are solved on IBM quantum hardware using extended sample-based quantum diagonalization (ext-SQD).
Across nine clusters, the heterogeneous quantum--classical workflow reproduces fragment ground-state energies with agreement to full configuration interaction within 0.7~kcal/mol and a mean absolute deviation of 0.3~kcal/mol.
In contrast, fragmented and unfragmented conformational energy differences and tritium binding energies differ by 12~kcal/mol and 110~kcal/mol on average, respectively, identifying fragment construction rather than fragment solution as the dominant source of algorithmic bias.
To the best of our knowledge, this is the first such demonstration for a charged ionic system and in particular an inorganic molten salt, where electrostatic and polarization effects make the accurate treatment of electronic correlation particularly challenging.
These results also identify areas of future research towards an accurate and scalable quantum--classical workflow to compute free-energy estimates of tritium speciation in fusion blankets."

Modeling the chemistry of fusion reactor material | IBM Quantum Computing Blog "Researchers used quantum-centric supercomputing to simulate molten salts, in an early step toward solving a key problem in fusion power."





Thursday, July 02, 2026

„Wir wollen das erste kommerzielle Fusionskraftwerk der Welt in Deutschland errichten". Wirklich!

Fakt ist wohl, dass die Bananenrepublik D auf diesem Gebiet wohl auch eher hinterher hinkt! Siehe meine blog posts zu nuclear fusion.

"Kernfusion ist für die Bundesregierung längst keine Zukunftsmusik mehr, sondern Industriepolitik mit Milliardenbudget. 2,4 Mrd. € will der Bund bis 2029 investieren, um das erste Fusionskraftwerk der Welt nach Deutschland zu holen. Ingenieur.de und VDI nachrichten haben dazu ein schriftliches Interview mit Bundesforschungsministerin Dorothee Bär (CSU) geführt. ..."

„Wir wollen das erste kommerzielle Fusionskraftwerk der Welt in Deutschland errichten" "Deutschland will das erste Fusionskraftwerk der Welt bauen – und investiert dafür Milliarden. Bundesforschungsministerin Dorothee Bär (CSU) erklärt im Interview, wie der Zeitplan aussieht und warum es ohne privates Kapital nicht gelingt."

Wednesday, July 01, 2026

Realta Fusion generates electricity directly from a nuclear fusion reaction, an apparent first

Good news! Thomas Alva Edison also demonstrated with a light bulb!

"... Thanks to a groundbreaking experiment in 2022, we know that controlled nuclear fusion reactions can generate more power than they consume. ...

Realta Fusion announced that an experiment it conducted on June 19 successfully powered a lightbulb using electricity harvested directly from WHAM, its demonstration fusion device. The Wisconsin-based startup believes it is the first private company to publicly demonstrate such a feat. ..."

"On June 19th, 2026, Realta Fusion, in collaboration with our partners at the University of Wisconsin-Madison demonstrated direct energy conversion (DEC) on the Wisconsin HTS Axisymmetric Mirror (WHAM) prototype fusion device. This is the first time a commercial fusion company has demonstrated DEC applied to a fusion plasma.

DEC is the process of converting the energy of a fusion plasma manifesting in the form of moving charged particles directly into electricity – real amps of electric current flowing in circuits employed to do useful work. ..."

Realta Fusion generates electricity directly from a fusion reaction, an apparent first | TechCrunch



Realta Fusion’s WHAM device is built to demonstrate the magnetic mirror approach to fusion power.


WHAM device overview. Figure source: D. Endrizzi et al., Physics basis for the Wisconsin HTS Axisymmetric Mirror (WHAM)


Wednesday, June 03, 2026

The world’s largest privately owned laser just turned on

Good news!

"Fusion startup Xcimer Energy on Wednesday flipped the switch on its Phoenix laser system, which the company says is the largest privately owned example in the world.

Xcimer’s approach to fusion power is modeled after the National Ignition Facility (NIF), which proved in December 2022 that a controlled fusion reaction could release more power than required to ignite it. ...

Xcimer’s plans for a fusion power plant call for two lasers capable of firing in microsecond-long pulses. Light from those pulses will be fed through a compression system, of sorts, which will delivers the lasers’ energy to the fuel target in nanoseconds. The quicker the fuel is compressed, the more likely it is to generate usable fusion reactions.

Phoenix is a step toward an eventual power plant. The system uses excimer amplification, similar to those used in semiconductor manufacturing but significantly more powerful. At full strength, the krypton-fluoride laser generates over 1 kilojoule of energy ... and its core is 38 meters long. ..."

"... What comes next

Phoenix is the first step in Xcimer’s roadmap toward commercial fusion energy.
  • Anvil (2028): Commercial-scale excimer amplifier delivering 200 kilojoules on target in a complete two-sided beamline.
  • Vulcan (early 2030s): 4–12 megajoule laser system targeting wall-plug breakeven and supporting high-energy-density and national-security applications. Xcimer expects to select a Vulcan site this year.
  • Athena (mid-2030s): Commercial-scale laser fusion power plant designed for continuous grid-scale electricity generation.
..."

The world’s largest privately owned laser just turned on | TechCrunch



Scientist adjusts laser optics at Xcimer Energy in Denver, Colorado.


Tuesday, June 02, 2026

Pacific Fusion's latest prototype packs 440 gigawatts into an 80-nanosecond burst

How close are we to nuclear fusion as a regular power generator?

"Pacific Fusion took the wraps off its latest pulser module prototype on Tuesday, a piece of equipment that allows the company to move ahead with its demonstration fusion facility. Construction on the demo is expected to begin this summer. ..."

"... Today, we’re excited to announce the completion of our second set of technical milestones, keeping us on track to achieve net facility gain, the point at which a fusion machine produces more energy output than is initially stored in the machine, by 2030. ...

With this milestone, we have now demonstrated:
  • Architecture: The module is the highest peak power impedance matched Marx generator ever developed with 90-bricks in 9-stages and ~2-nanosecond timing jitter, tested into a variety of loads.
  •  Power: ~440 GW of peak output power and ~1.1 MV peak voltage in 80 nanoseconds. This is the highest power, single-step pulser module ever demonstrated.
  •  Critical components: We’ve validated a low-cost trigger system capable of synchronizing all stages into a single, coherent pulse – a key requirement for scaling to full system performance. And we’ve established the platform as a testbed for critical components like vacuum insulators, helping reduce supply chain risk. 
..."

Pacific Fusion's latest prototype packs 440 gigawatts into an 80-nanosecond burst | TechCrunch



The Pacific Fusion team at work on the module prototype


Wednesday, May 27, 2026

German Focused Energy Raises $240 Million in Series A Financing

Good news! Will laser nuclear fusion succeed in my home state of Hesse?

"Focused Energy, the world’s leading laser fusion company, has raised $240 million in a Series A financing round, making it the largest fully secured Series A financing in the global fusion industry to date. ..."

Focused Energy Raises $240 Million in Series A Financing





Thursday, April 16, 2026

UK invests £2.5bn in nuclear fusion energy development plan

Good news! When will nuclear fusion take over nuclear fission to generate power?

"The UK Atomic Energy Authority (UKAEA) has released its five-year plan to accelerate the growth of the UK nuclear fusion industry and ‘maintain the UK’s position as a global thought-leader in the field’.

In March, the UK government announced £2.5 billion for the fusion sector between 2026 and 2030 as part of its industrial strategy.

UKAEA’s plan – released earlier this month – assigns
£1.3 billion for the next phase of the UK’s prototype fusion power plant in West Burton, Nottinghamshire, as well as 
£920 million for building and operating fusion research facilities across the UK. The rest of the budget is set for projects that foster international collaboration and develop the next generation of fusion scientists. ..."

UK invests £2.5bn in nuclear fusion energy development plan | Chemistry World


Hosting the Joint European Torus experimental fusion reactor has helped to make the UK a leader in this technology


Tuesday, April 14, 2026

US Department of Energy plans to spend $124 million on nuclear fusion matching its total spending from previous 12 years via ARPA-E

What ARPA-E has spent so little money on nuclear fusion over the past 12 years! Incredible! No wonder nuclear fusion is still not harnessed as a source of energy generation!

How much did the US DoE spend on solar and wind power (so called renewables) over the same time period? I bet much more! What a joke!

"In keeping with President Donald Trump’s priority of developing fusion energy, the Department of Energy’s (DOE’s) tech development wing will significantly boost its investment in fusion research. The Advanced Research Projects Agency-Energy (ARPA-E) will provide $135 million in funding for cutting-edge fusion research over the next 18 months, the agency announced on 8 April. That equals the amount ARPA-E spent on fusion over the past 12 years.

Those earlier investments helped launch several startup companies that are developing novel fusion reactor concepts, notes Conner Prochaska, director of ARPA-E. And they have triggered $1.5 billion in private investment, he says. “We want to double down on that,” Prochaska says. ..."

Department of Energy’s tech incubator doubles down on fusion power | Science | AAAS "ARPA-E’s $135 million in new funds will match its total spending from previous 12 years"

Friday, April 10, 2026

All 15 nuclear fusion startup company that has raised over $100M, latest update

Good news! When will humans finally be able to generate power with nuclear fusion!

Hopefully, ML & AI will expedite the success in this long endeavor!

This article lists 15 companies!

Every fusion startup that has raised over $100M | TechCrunch

Sunday, February 22, 2026

New Zealand nuclear fusion reactor’s magnetic breakthrough

Good news from Down Under!

The website of this company is pretty lousy. Most of the stuff on their webpages is undated! Plus, it seems the company only presents third party news reports, but not original company news releases!

The news articles below read more like an infomercial!

"Nuclear fusion startup OpenStar Technologies has become the first commercial company in the world to create and confine a plasma using a floating half-tonne magnet.

The New Zealand-based company became the first in the country to turn on a fusion machine back in 2024. In a conversation with this journalist following that milestone, OpenStar founder and CEO Ratu Mataira explained the unique approach the company is taking by working to build a fusion reactor based on a levitated dipole. ...

This week saw the first public demonstration of OpenStar’s technology. ...

The result is a proof-of-concept that the technology powering its prototype device, Junior, is viable and can be scaled up to commercial levels. The startup aims to have commercial devices in production by the 2030s. ...

OpenStar’s next prototype device Tahi will have a magnetic field 4 times stronger than its predecessor. Its magnetic field will perform at up to 20 Tesla.

New Zealand’s government has pledged $NZ35 million to support Tahi’s development. ..."

New Zealand nuclear fusion reactor’s magnetic breakthrough | News | ConnectSci

Sunday, January 04, 2026

Tokamak experiments exceed plasma density limit, offering new approach to nuclear fusion ignition

Good news! This could be a breakthrough! Are we close to reaching a burning plasma or the sun on Earth?

"Researchers working on China's fully superconducting Experimental Advanced Superconducting Tokamak (EAST) have experimentally accessed a theorized "density-free regime" for fusion plasmas, achieving stable operation at densities well beyond conventional limits. ...

By realizing a novel high-density operating scheme on EAST, the team demonstrated that plasma density, long constrained by empirical limits in tokamak operation, can be substantially extended without triggering disruptive instabilities. ...

For deuterium-tritium fusion reactions, plasmas must be heated to an optimal temperature of around 13 keV (150 million kelvin). Under these conditions, thermonuclear power scales with the square of fuel density.

However, in conventional tokamak operation, plasma density has long been restricted by an empirical upper limit. Exceeding this limit often leads to instabilities that disrupt plasma confinement and endanger tokamak operation, posing a major challenge to improving fusion performance.

The recent development of the plasma–wall self organization (PWSO) theory provides a novel perspective on understanding the disruptive density limit.  ...The theory predicts that a new density-free regime could be accessed by achieving a delicate balance between the plasma and the metallic walls of the device, which are dominated by physical sputtering. ..."

"... While long-term international fusion research has indicated that the physical processes triggering the density limit occur at the plasma-wall boundary region, the underlying mechanisms have remained unclear.

In this study, the Chinese research team developed a self-organized plasma-wall interaction theoretical model. Through this model, they identified the critical role of radiation instability induced by boundary impurities in triggering the density limit, thereby elucidating the underlying mechanism.

Building on this theoretical insight, researchers experimentally controlled the plasma to exceed the density limit and successfully guided it into a new "density-free zone."

These results mark the first experimental confirmation of such a zone in tokamaks. ..."

From the abstract:
"High plasma density operation is crucial for a tokamak to achieve energy breakeven and burning plasma. However, there is often an empirical upper limit of electron density in tokamak operation, namely, the Greenwald density limit ng
, above which tokamaks generally disrupt.
Achieving high-density operation above the density limit has been a long-standing challenge in magnetic confinement fusion research.
Here, we report experimental results on the Experimental Advanced Superconducting Tokamak (EAST) achieving line-averaged electron density in the range of (1.3 to 1.65) ng, significantly above the typical EAST operational range of (0.8 to 1.0) ng. This is performed with electron cyclotron resonance heating (ECRH)–assisted ohmic start-up and sufficiently high initial neutral density.
These experiments are shown to operate in the density-free regime first predicted by a recent plasma-wall self-organization theory. These results suggest a promising scheme for substantially increasing the density limit in tokamaks, a critical advancement toward achieving burning plasma."

Tokamak experiments exceed plasma density limit, offering new approach to fusion ignition

Saturday, January 03, 2026

An updated list of 13 nuclear fusion startups that have raised over $100M

Will the enormous energy demand of machine learning & AI and data centers finally drive the commercialization of nuclear fusion as a economical source of power generation? 

"Over the last several years, fusion power has gone from the butt of jokes — always a decade away! — to an increasingly tangible and tantalizing technology that has drawn investors off the sidelines.

The technology may be challenging to master and expensive to build today ... to generate nearly limitless energy here on Earth. If startups are able to complete commercially viable fusion power plants, then they have the potential to upend trillion-dollar markets. ..."

Every fusion startup that has raised over $100M | TechCrunch

Sunday, December 21, 2025

The End of Fossil Fuels? Another nuclear Fusion Breakthrough with Molly Gambhir

Very recommendable! Good news! When will nuclear fusion become commercialized? Perhaps as soon as 3-5 years from now! Forget about so called renewable energy, the scam of wind and solar power!

Modelling a star in a jar – in seconds (original news release) "Scientists have developed an AI tool which can simulate complex fusion plasma in seconds, helping to pave the way for the design of future fusion power plants."

"... Computer scientists and fusion experts have developed an AI model capable of creating complex five-dimensional (5D) plasma turbulence simulations within seconds and at a fraction of previous costs, paving the way for faster and more accurate design of future fusion power plants.

The team of scientists ... have developed an AI tool named GyroSwin, which can create simulations up to 1,000 times faster than traditional computational methods."

From the abstract:
"Nuclear fusion plays a pivotal role in the quest for reliable and sustainable energy production. A major roadblock to viable fusion power is understanding plasma turbulence, which significantly impairs plasma confinement, and is vital for next-generation reactor design. Plasma turbulence is governed by the nonlinear gyrokinetic equation, which evolves a 5D distribution function over time. Due to its high computational cost, reduced-order models are often employed in practice to approximate turbulent transport of energy. However, they omit nonlinear effects unique to the full 5D dynamics.
To tackle this, we introduce GyroSwin, the first scalable 5D neural surrogate that can model 5D nonlinear gyrokinetic simulations, thereby capturing the physical phenomena neglected by reduced models, while providing accurate estimates of turbulent heat transport.
GyroSwin
(i) extends hierarchical Vision Transformers to 5D,
(ii) introduces cross-attention and integration modules for latent 3D5D interactions between electrostatic potential fields and the distribution function, and
(iii) performs channelwise mode separation inspired by nonlinear physics.
We demonstrate that GyroSwin outperforms widely used reduced numerics on heat flux prediction, captures the turbulent energy cascade, and reduces the cost of fully resolved nonlinear gyrokinetics by three orders of magnitude while remaining physically verifiable.
GyroSwin shows promising scaling laws, tested up to one billion parameters, paving the way for scalable neural surrogates for gyrokinetic simulations of plasma turbulence."