Learn how sensitivity information boosts neural network training in engineering.
― 8 min read
Cutting edge science explained simply
Learn how sensitivity information boosts neural network training in engineering.
― 8 min read
A new method improves structural design by minimizing stress effectively.
― 5 min read
A study on optimal control methods for non-smooth systems governed by elliptic PDEs.
― 6 min read
A simpler and more accurate approach to simulate two-phase fluid flows.
― 5 min read
New techniques improve accuracy in analyzing nearly incompressible materials.
― 5 min read
How grain boundaries affect the behavior of metals over time.
― 5 min read
PDEformer-1 simplifies solving one-dimensional partial differential equations using machine learning techniques.
― 5 min read
Introducing Closed-Loop Diffusion Control for efficient management of complex physical systems.
― 5 min read
New approaches to tackle complex linear systems efficiently.
― 5 min read
Explore how invariant norms impact the stability of linear systems.
― 4 min read
Exploring continuum mechanics to understand materials on curved surfaces.
― 5 min read
New approaches enhance machine learning accuracy in complex scientific modeling.
― 6 min read
A flexible approach to tackle nonsmooth and nonconvex optimization problems effectively.
― 7 min read
Exploring the new spring joint method for enhanced origami movement and applications.
― 6 min read
ROMs streamline complex simulations for efficient engineering solutions.
― 4 min read
Learn how data impacts wind turbine failure predictions.
― 5 min read
Efficient modeling techniques enhance engineering design processes and reduce costs.
― 5 min read
SuperFlow improves the design of superconducting circuits for better efficiency and performance.
― 6 min read
HANNA offers a new method to predict activity coefficients in chemical mixtures.
― 5 min read
A new method to create materials that can change rigidity based on their environment.
― 5 min read
A new framework addresses uncertainty and rules in predictions through BENN.
― 5 min read
Neural networks enhance design processes for better sound control in acoustics.
― 6 min read
New insights into non-reciprocal behavior in diffusion can transform energy applications.
― 6 min read
This article presents a novel approach to tackle moving interface challenges in advection-diffusion problems.
― 5 min read
Researchers leverage data to improve control of complex systems effectively.
― 5 min read
A look into performance-barrier event-triggered control in reaction-diffusion systems.
― 6 min read
Active solids change shape and movement, impacting diverse fields like robotics and medicine.
― 5 min read
RoSE-Opt automates analog circuit design for improved efficiency and reliability.
― 5 min read
Scientists develop methods for better heat management in fusion reactors.
― 5 min read
New insights into glass strength through studies on 2D silica and void behavior.
― 4 min read
Explore the significance of matrices, eigenvalues, and random fields in data analysis.
― 5 min read
Introducing methods to improve energy stability and positivity in gradient flows.
― 5 min read
Bionic robots use learning models for better movement and adaptability.
― 6 min read
Exploring how droplet height affects breakup and size distribution in various applications.
― 7 min read
Exploring how foundation models improve the development of digital twins.
― 6 min read
Advancements in deep learning offer solutions to complex mathematical problems in multiple fields.
― 5 min read
Exploring new methods for solving nonlocal interactions in various fields.
― 4 min read
Discover how physics-informed neural networks tackle partial differential-algebraic equations.
― 6 min read
Learn how CANNs improve the understanding of material behavior under stress.
― 5 min read
Research reveals the impact of friction laws on material rupture behavior.
― 6 min read