Inverse Design of Next-Generation Metals Across Scales
LIDG-AI delivers sophisticated AI solutions for scientists and engineers to fast-track the creation of superior, innovative metal structures and materials.
LIDG-NanoAI • LIDG-MetaAI • LIDG-MultiAI
LIDG-NanoAI
AI-powered inverse design of nanoscale material states by engineering porosity, grain structure, interfaces, and other nanoscale features for predictable performance.
LIDG-MetaAI
AI-powered inverse design of hierarchical material architectures across multiple scales to achieve tailored structural and functional performance.
LIDG-MultiAI
AI-powered inverse design of multimetal systems by optimizing material selection, spatial distribution, interfaces, gradients, and architecture for targeted performance.
Methodology
Desired Performance
LIDG-AI Inverse Design
NanoAI — nanoscale states
MetaAI — hierarchical architectures
MultiAI — multimetal systems
Manufacturable Design
Make → Characterize → Test → Learn
Platform Capabilities
Multiscale Inverse Design
Works backward from desired performance to design materials across nanoscale structures, hierarchical architectures, and multimetal systems.
Materials–Architecture Co-Design
Integrates composition, interfaces, microstructure, architecture, and spatial material distribution within a unified design framework.
Physics-Informed Prediction
Combines AI, physical constraints, and manufacturing requirements to identify high-potential, experimentally realizable designs.
Closed-Loop Validation
Connects AI design with fabrication, advanced characterization, and property testing to create a continuous design–make–test–learn cycle.
Use Cases
From Performance Targets to Validated Materials
LIDG-AI combines inverse design, advanced manufacturing, characterization, and experimental validation to help researchers and industry partners develop materials for demanding applications.
Partner with LIDG-AI
Bring us your target performance. We work with industry and research partners to translate application requirements into AI-designed, manufacturable, and experimentally validated material solutions.
lidg3d@gmail.com
Phone
+1 (480) 602-8226
Location
1031 Palm Walk, Tempe, AZ, 85281