Predicting the Concrete Properties Using Machine Learning- A Step Towards Smart Infrastructure
Journal Title: International Journal of Innovative Research in Computer Science and Technology - Year 2022, Vol 10, Issue 5
Abstract
The mechanical properties of concrete mixtures are of a great concern when engineers need to provide the estimation of the concrete strength in addition to forecast the behavior of innovative concrete types. Predicting such mechanical properties like compressive strength, shear strength, tensile strength, and elastic modulus of concrete etc has motivated researchers to pursue reliable models for predicting mechanical strength. Empirical and statistical models, such as linear and nonlinear regression, have been widely used. However, these models require laborious experimental work to develop, and can provide inaccurate results when the relationships between concrete properties and mixture composition and curing conditions are complex. To overcome such drawbacks, several Machine Learning models have been implemented as an alternative approach for predicting the mechanical strength of concrete. The present study reviews ML models for forecasting the mechanical properties of concrete, including artificial neural networks, support vector machine, decision trees, etc. The application of each model and its performance has been discussed and analyzed.
Authors and Affiliations
Sana Shabir Khan, Anuj Sachar, and Sandeep Singla
Keywords
Related Articles
- EP ID EP746156
- DOI 10.55524/ijircst.2022.10.5.15
- Views 31
- Downloads 0
Security Issue on “Secure Data Storage and Transaction Logs” In Big Data
paper proposed the security issue on secure data storage and transaction logs in associated with data storage, management, and processing, though security not available in various things in big data unauthorized access m...
Comparative Study on Layout and Drawable Resource Behavior in Android for Supporting Multi Screen
this paper on Android deals with multi layout supports on various size of Android device. While writing an Android application developer should consider various size and type of device. So this paper on Android deals wit...
Analyzing Target Customer Behavior Using Data Mining Techniques for E- Commerce Data
In this scenario Customer satisfaction is no longer satisfied with a simple listing of marketing contacts, but wants detailed information about Customers past purchase as well as prediction of future purchases. From long...
A Study of Several Water Purification Techniques
Current article provides an overview of current water purification, filtration methods, & technologies. water purification is primarily addressed for a sensitive reason: it is one of most important sources of survival f...
Transforming Computer Practice Teaching through Virtual Reality: Trends and Future Directions
The integration of Virtual Reality (VR) in computer education has acquired significant momentum due to its ability to provide immersive and interactive learning experiences. This paper analyzes current trends, challenges...