Material AI

Multi-scale Attention-Enhanced Kolmogorov-Arnold Network for Concrete Porosity Segmentation

Publisher: Journal of Computing in Civil Engineering (ASCE)

Publication Date: 2026

DOI: Under Review

Porosity Segmentor (Atten-UKAN)

Automated, non-destructive porosity segmentation from CT imagery

Intelligent Low Carbon Reinforced Concrete Beam Design Optimization via Deep Reinforcement Learning

Publisher: Nature

Publication Date: 2025

DOI: 10.1038/s41598-025-18543-4

Low Carbon RC Beam Designer

Optimize Reinforced Concrete Beam Designs for Low CO2 Emissions using Deep Reinforcement Learning.

An Ensemble Learning-based Prediction Model for the Compressive Strength Degradation of Concrete Containing Superabsorbent Polymers

Publisher: Nature

Publication Date: 2024

DOI: 10.1038/s41598-024-68276-z

Strength Prediction Tool

Predict Strength Reduction in Concrete due to the Incorporation of Super Absorbent Polymer

An Efficient Machine Learning Approach for Predicting Concrete Chloride Resistance using a Comprehensive Dataset

Publisher: Nature

Publication Date: 2023

DOI: 10.1038/s41598-023-42270-3

Chloride Resistance Predictor

Predict Chloride Penetration Resistance and Chloride Migration Coefficient

Exploring Elastic Properties of Fly Ash Recycled Aggregate Concrete: Insights from Multiscale Modeling and Machine Learning

Publisher: Elsevier

Publication Date: 2024

DOI: 10.1016/j.istruc.2023.105720

Homogenization Calculator

Mori–Tanaka Mean Field Homogenization

Exploring Elastic Properties of Fly Ash Recycled Aggregate Concrete: Insights from Multiscale Modeling and Machine Learning

Publisher: Elsevier

Publication Date: 2024

DOI: 10.1016/j.istruc.2023.105720

Elastic Modulus Estimator

Estimation of Elastic Modulus for Fly Ash Recycled Aggregate Concrete