Inside Livermore Lab Courses

Geometrically Constrained Level Set Topology Optimization Using Hilbert Space Extension Method

Discover advanced level-set topology optimization techniques using novel Hilbert space extension methods for designing shapes with geometrically constrained boundaries while maintaining optimal performance.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Battery Electrode Simulation Toolkit Using MFEM - BESFEM

Discover how BESFEM toolkit leverages smoothed boundary methods and MFEM's adaptive mesh refinement to revolutionize battery electrode simulations with enhanced computational efficiency and accuracy.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Infinite Dimensional Optimization for Scientific Machine Learning

Explore advanced optimization techniques in scientific machine learning, focusing on infinite-dimensional perspectives and the "first optimize, then discretize" paradigm for neural network applications.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

R-Adaptive Mesh Optimization to Enhance Finite Element Basis Compression

Explore advanced techniques for optimizing finite element mesh compression through dictionary-based schemes and r-adaptive mesh optimization to reduce memory usage while maintaining performance.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Robust Containment Queries over Collections of Parametric Curves via Generalized Winding Numbers

Discover advanced geometric containment query techniques for 2D regions using rational Bezier curves and generalized winding numbers, enabling efficient multiphysics simulations without expensive refinement processes.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

A First-Principles Approach to Understanding Deep Learning

Delve into the fundamental principles of deep learning through statistical physics, exploring connections between neural networks, Gaussian processes, and scaling laws with insights from a DeepMind researcher.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

High-Order Matrix-Free Finite Element Method for Hyperbolic Problems

Explore high-order matrix-free finite element methods for hyperbolic PDEs, focusing on mass-matrix-free schemes, DeC time discretization, and structure-preserving properties for Lagrangian hydrodynamics.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

PRC Thinking on Strategic Deterrence and Implications for Cross-Strait Stability

Explore China's strategic deterrence philosophy and its impact on Taiwan Strait relations through expert analysis of military doctrine, nuclear capabilities, and regional stability dynamics.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Machine Learning for Molecules and Materials

Explore how AI revolutionizes natural sciences, focusing on machine learning applications in molecular force fields, Classical DFT, and PDE modeling, with insights on tackling climate change challenges.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Ontologies, Graph Deep Learning, and AI in Materials Science

Explore ontologies, graph deep learning, and AI in materials science, focusing on advanced manufacturing and synchrotron science. Learn about innovative approaches for multimodal analysis and decision-making.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Neural Differentiable Physics: Unifying Numerical PDEs and Deep Learning for Data-Augmented Computational Physics

Explore Neural Differentiable Physics, unifying numerical PDEs and deep learning for enhanced computational modeling of complex physical systems. Learn innovative SciML approaches integrating physics principles with AI.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

Commercial SmallSats and National Security - Opportunities, Industry Dynamics and Critical Next Steps

Explore the impact of commercial smallsats on US national security, including opportunities, industry dynamics, and critical strategies for maintaining strategic advantage.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Designing Conservative and Accurately Dissipative Numerical Integrators in Time

Explore innovative framework for structure-preserving time steppers using finite elements and auxiliary variables. Discover applications in Kepler, Kovalevskaya, Navier-Stokes, and Benjamin-Bona-Mahony problems.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

MFEM: High-Performance Finite Element Methods Tutorial - 2024

Explore MFEM, a parallel C++ library for finite element methods. Learn to develop scalable algorithms for various platforms, from laptops to supercomputers.

• YouTube
• 1 hour 57 minutes
• Self-Paced
• Free Video

Caliper, Hatchet, and Thicket - HPC Software Tutorials 2024

Explore Caliper, Hatchet, and Thicket: powerful open-source tools for profiling, analyzing, and optimizing HPC application performance on supercomputers.

• YouTube
• 2 hours 35 minutes
• Self-Paced
• Free Video