DIII-D National Fusion Facility的动态

?? Second bunch of contributions to #HCW of ATLAS Collaboration CERN submitted! We gotta discuss several topics throughout this week: trigger strategy, in situ calibration methods, machine learning techniques to implement in the full chain of in situ calibration...and much more! Let's see what this whorkshop has to tell us! ? #Physisc #ParticlePhysics #AcceleratorPhysics

AI agents may be tasked with running particle accelerators have gone rogue, insisting on a "multi-agent framework" and "improved operational efficiency" (whatever that means)! Latest developments: - Orbit Feedback Agent caught giving pep talks to sad electrons! - Beamline Agent files complaint about "unrealistic beauty standards" for straight lines Upcoming research priorities: - Can we make the Higgs boson more Instagram-friendly? - Investigating if parallel universes have better Wi-Fi - Optimizing particle collisions for maximum "pew pew" sounds ??

?? Simulating the Quantum World with Data-Free, Physics-Driven Machine Learning Understanding the behavior of electrons is fundamental to predicting the properties of materials and molecules. However, simulating many interacting electrons is a daunting scientific challenge, one that has inspired innovative approaches in quantum many-body physics. In a recent lecture, Giuseppe Carleo explored groundbreaking simulation-driven machine learning techniques. He demonstrated how artificial neural networks can represent quantum states, offering a powerful alternative to traditional variational methods. This approach allows for the learning of many-body wave functions in a systematic and controllable way—without relying on pre-existing data. ?? Key Highlights Data-Free Learning: Carleo’s approach focuses on using physics-driven machine learning to capture quantum state behavior without external datasets. Applications Across Fields: Applications were showcased in condensed matter physics, chemistry, and nuclear physics, where neural network representations are advancing our simulation capabilities. Surpassing Traditional Methods: This method surpasses traditional variational descriptions by accurately simulating complex many-body quantum systems, marking a significant step forward in quantum simulations. ?? Why This Matters By leveraging neural networks to simulate quantum systems, Carleo’s work provides a scalable and data-efficient pathway to understanding prototypical many-body quantum systems. This represents a major leap in quantum simulations for materials science, chemistry, and physics, opening new doors for research and applications in these fields. ?? Thoughts on data-free machine learning in quantum simulations? How do you see this approach impacting quantum research? Follow for more such updates on quantum innovations, and also share this post to spread the word about this exciting advancement in simulation-driven ML! Link: https://lnkd.in/gbW4eR_H #QuantumComputing #MachineLearning #QuantumSimulations #DataFreeLearning #ManyBodyPhysics #GiuseppeCarleo #QuantumPhysics #CondensedMatter #ScientificInnovation

Get iZotope Neutron Elements for FREE through July 8th ($49 value): Neutron Elements, a mixing tool that allows you to sculpt sounds seamlessly while staying in your flow, is free through July 8! The post Get iZotope Neutron Elements for FREE through July 8th ($49 value) appeared first on . #toolfarm #vfx #motiondesign

This week's Editor's Pick: Shuntaro Yoshino, Makoto Hirota, and Yuji Hattori (Tohoku University, Japan) report and illustrate the application of relativistic magnetohydrodynamics (RMHD) and Hall magnetohydrodynamics (RHMHD) in #PlasmaPhysics.

#haixu Case Study #13 - visual guide on X-rays - the application of #physics to #medicine and much more!

?? Excited to share our new paper on #cryoENsemble!?A method that captures dynamic information from 3D cryo-EM maps using molecular dynamics simulations. ?? Read more: https://lnkd.in/ddUNak-q ?? By applying Bayesian reweighting to structural ensembles obtained from molecular dynamics simulations, cryoENsemble can tackle discrete, continuous, and compositional heterogeneity in cryo-EM data. ?? This offers insights into complex biomolecular systems like the ribosome-bound trigger factor and methionine aminopeptidase. Discover how we refined structural ensembles to reveal elusive information about macromolecular states and their dynamics! ?? Thanks to Julian Streit, Alkistis Mitropoulou, Lisa Cabrita, John Christodoulou and Michele Vendruscolo for their help and support! #cryoEM #MolecularDynamicsSimulations

#science #quantum #timestamping This groundbreaking research on #Rydberg states introduces a novel method for timestamping events without the need for a predefined starting point of zero. By detecting the interference pattern of Rydberg states within atoms, scientists can capture events as brief as 1.7 trillionths of a second. This innovative approach eliminates the necessity to initialize a clock, offering a seamless way to track time wherever and whenever. What applications can you envision for this revolutionary timestamping technique? #quantum #timestamping This groundbreaking research on #Rydberg states introduces a novel method for timestamping events without the need for a predefined starting point of zero. By detecting the interference pattern of Rydberg states within atoms, scientists can capture events as brief as 1.7 trillionths of a second. This innovative approach eliminates the necessity to initialize a clock, offering a seamless way to track time wherever and whenever. What applications can you envision for this revolutionary timestamping technique? #Science #QuantumComputing #DeepMind https://lnkd.in/gYDDWSV8) https://lnkd.in/gYDDWSV8)

A quick AI generated summary of the Quantum Trifecta equations for "Guleballs". (Subtitles available in English)

We are very excited to present the next part of the story titled "PureBlue.dots in Action”. This time, you can see (attached video) the first prototype of a transparent electroluminescent diode based on our unique heavy metal-free blue light emitting quantum dots. ? Here you can also find other examples of our PureBlue.dots in Action:? https://lnkd.in/dn7cGxcA ? For more, follow us on LinkedIn! Love Science, support DeepTech and be part of ambitious goals! ? QNA Technology - Small dots. Great potential. ? #QNA #quantumdots #deeptech ?