Materials, Free Full-Text
By A Mystery Man Writer
Description
There have been abundant experimental studies exploring ultra-high-performance concrete (UHPC) in recent years. However, the relationships between the engineering properties of UHPC and its mixture composition are highly nonlinear and difficult to delineate using traditional statistical methods. There is a need for robust and advanced methods that can streamline the diverse pertinent experimental data available to create predictive tools with superior accuracy and provide insight into its nonlinear materials science aspects. Machine learning is a powerful tool that can unravel underlying patterns in complex data. Accordingly, this study endeavors to employ state-of-the-art machine learning techniques to predict the compressive strength of UHPC using a comprehensive experimental database retrieved from the open literature consisting of 810 test observations and 15 input features. A novel approach based on tabular generative adversarial networks was used to generate 6513 plausible synthetic data for training robust machine learning models, including random forest, extra trees, and gradient boosting regression. While the models were trained using the synthetic data, their ability to generalize their predictions was tested on the 810 experimental data thus far unknown and never presented to the models. The results indicate that the developed models achieved outstanding predictive performance. Parametric studies using the models were able to provide insight into the strength development mechanisms of UHPC and the significance of the various influential parameters.
Phonogram Booklets Set 2 Montessori Language Printable Montessori
Dopant-free small molecule hole transport materials based on triphenylamine derivatives for perovskite solar cells - ScienceDirect
Reynolds Advanced Materials Don't miss the Reynolds-Phoenix
Hundreds of 3D Texture Downloads - Free PBR Materials
Materials Research based on Big Data and AI - Materials Square
Materials, Free Full-Text, values mm2 laser
Materials, Free Full-Text, test brain 140
Download [PDF] Armour: Materials, Theory, and Design [Full] by
PDF) Local composition detouring for defect-free compositionally
Materials, Free Full-Text, Carbon Felt
Materials, Free Full-Text, Graphite
Food Packaging-Roles, Materials and Environmental Issues, Packaging
Free Printable Time And Materials Contract Templates [PDF, Word]
HQ Online Free Bill of Materials (BOM) Parts Matching and BOM
from
per adult (price varies by group size)