ANN-Based Machine Learning Approach for Predicting the Environmental Impacts of Emerging Nano Impregnated High-Performance Concrete

Abstract

AbstractEmerging infrastructure development demands the use of advanced construction materials such as nanomaterials and high-performance concrete (HPC). Simultaneously, assessing the environmental impact (EI) of these materials is critically important ...Practical ApplicationsFrom a practical standpoint, the developed ANN-based framework serves as a decision-support tool for engineers, researchers, and policymakers. Unlike conventional LCA tools that require extensive manual data entry and provide single-...