AI Simulation Framework

Optimize electrical properties of nanomaterials through advanced AI-based simulation and experimental validation.

Nanomaterial Simulation

AI-based framework for electrical properties of nanomaterials changes.

A close-up abstract image of a metallic molecular model with shiny spheres and rods set against a vibrant red background. The focus is soft, creating a dreamy and slightly blurred effect.
A close-up abstract image of a metallic molecular model with shiny spheres and rods set against a vibrant red background. The focus is soft, creating a dreamy and slightly blurred effect.
Data Collection

Collecting and preprocessing structural characteristics of nanomaterials.

A close-up view of an array of small, circular, hollow tubes densely packed together. The tubes are various sizes and appear to be made of a dark, possibly metallic material. Some areas have a web-like substance partially covering the tubes, giving the image an organic, almost eerie feel.
A close-up view of an array of small, circular, hollow tubes densely packed together. The tubes are various sizes and appear to be made of a dark, possibly metallic material. Some areas have a web-like substance partially covering the tubes, giving the image an organic, almost eerie feel.
Model Construction

Deep learning techniques optimize simulation model accuracy and efficiency.

A close-up view of a geometric pattern consisting of black spherical nodes connected by thin lines, forming a lattice structure on a curved surface. The background is a light gray gradient.
A close-up view of a geometric pattern consisting of black spherical nodes connected by thin lines, forming a lattice structure on a curved surface. The background is a light gray gradient.
An intricate lattice of metallic mesh forms a tunnel-like structure, with interwoven wires creating an abstract pattern. Some wires are highlighted in red, creating a contrast against the predominant silver. The mesh appears to extend and twist, forming a dynamic, curved form.
An intricate lattice of metallic mesh forms a tunnel-like structure, with interwoven wires creating an abstract pattern. Some wires are highlighted in red, creating a contrast against the predominant silver. The mesh appears to extend and twist, forming a dynamic, curved form.
Validation Process

Evaluating model reliability through experimental validation methods.

Application Verification

Verifying technology's universality in other functional materials.

AI Simulation Services

We construct AI-based simulation frameworks to analyze electrical properties of nanomaterials effectively.

Data Collection

We gather and preprocess data on nanomaterials' structural characteristics and bending conditions for analysis.

A complex metal framework creating a geometric pattern against a bright sky. Glass panels in the roof allow natural light to illuminate the interior, casting intricate shadows on the surrounding surfaces.
A complex metal framework creating a geometric pattern against a bright sky. Glass panels in the roof allow natural light to illuminate the interior, casting intricate shadows on the surrounding surfaces.
Model Construction

Utilizing deep learning techniques, we build simulation models to optimize accuracy and efficiency in predictions.

Experimental Validation

We evaluate model reliability through rigorous experimental validation to ensure accurate results and applicability.
A complex structure composed of numerous connected spheres and rods, forming a three-dimensional geometric shape. The arrangement resembles a molecular or atomic model, with a mix of dark and light elements creating a striking contrast.
A complex structure composed of numerous connected spheres and rods, forming a three-dimensional geometric shape. The arrangement resembles a molecular or atomic model, with a mix of dark and light elements creating a striking contrast.
A close-up view of a mechanical testing apparatus used for material analysis, featuring metal clamps and screws against a background with windows.
A close-up view of a mechanical testing apparatus used for material analysis, featuring metal clamps and screws against a background with windows.
Research

Innovative AI frameworks for nanomaterial electrical properties.

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