

Environmentally Friendly Concrete Compressive Strength …
Both the individual and the hybrid models can predict the compressive strength of geopolymer concrete with high accuracy. However, the hybrid model is claimed to be able to improve the prediction accuracy by 13%. ... L. Prediction and Uncertainty Quantification of Compressive Strength of High-Strength Concrete Using Optimized …



Compressive strength of concrete with recycled aggregate; a machine …
The main objective of this research is therefore to evaluate the influence of replacing natural fine and coarse aggregate on the 3-, 7- and 28-day compressive strength of concrete using machine ...



Concrete Compression Test, Concrete Compression Machine …
Humboldt provides an extensive selection of concrete compression machines, machine controllers and accessories for almost any application. If you have questions or need help selecting equipment, please call us at 1.800.544.7220 or use our Ask Humboldt form.



Choosing a Standard Concrete Compression Testing Machine
The purpose of a Concrete Compression Machine is straightforward; it uses compressive force to load different types of concrete specimens to ensure the material meets design …



Concrete Compression Machines
Humboldt's concrete compression frames are designed to handle the daily demands of testing concrete cylinders, beams, blocks and cubes. Humboldt's compression machines span a testing range from 30,000 …



Estimating compressive strength of modern concrete …
Machine learning for determining concrete compressive strength. Machine learning (ML) techniques are highly efficient in data analysis and can be implemented generally without need for rigorous ... The coefficients of determination for RAC and fly ash concrete compressive strength were 0.9972 and 0.9984, respectively for ANN …



Machine learning-based prediction of concrete strengths …
This study investigates the predictive capacity of machine learning models for the compressive, flexural, and split tensile strengths of concrete incorporating coconut shell as a partial replacement for coarse aggregate. The dataset, comprising 483 laboratory experimental samples from reputable literature, encompasses key parameters such as …



Application of Advanced Machine Learning Approaches to …
The casting and testing specimens for determining the mechanical properties of concrete is a time-consuming activity. This study employed supervised machine learning techniques, bagging, AdaBoost, gene expression programming, and decision tree to estimate the compressive strength of concrete containing supplementary …



250 Series Fully Automatic Compression Machine
Gilson 250 Series Concrete Compression Machines are fully automatic and have capacities up to 250,000lbf and determine the compressive strength of cylinder specimens. Log in; ... The Automatic Compression Machine units are supplied ready for compression strength testing of 6x12in (152x305mm) concrete cylinders up to …



Forney 250 Series Compression Machine with Automatic …
Learn more about Forney 250 Series Compression Machine with Automatic (VFD) Controls and Standard Frame (F) ... Test hydraulic cement, down hole cement, mortar, grout, concrete, self-consolidating concrete, CLSM, flowable fill, proppant, ceramics, metals, and plastics. ... Calculate preload settings based on actual and/or expected …



Concrete Compressive Strength
The concrete compressive strength is a highly nonlinear function of age and ingredients. Dataset Characteristics. Multivariate. Subject Area. Physics and Chemistry. Associated Tasks. ... By using the UCI Machine Learning Repository, you acknowledge and accept the cookies and privacy practices used by the UCI Machine Learning Repository.



ConcreteXAI: A multivariate dataset for concrete strength …
Compressive strength data acquisition method. The aim of determining the uniaxial compressive strength of concrete is to evaluate its resistance and verify if it aligns with the project's design strength. This test is crucial for quality control, providing insight into the concrete's actual strength compared to the intended design strength [9].



Parametric study on global estimation models for compressive strength …
Hence, machine learning and deep learning (ML/DL) techniques can be deemed suitable tools for estimating the mechanical properties of concrete, including compressive strength (Yeh, 1998). The primary rationale for using these ML algorithms in developing estimation models is their ability to capture non-linear relationships between input ...



Tree-based machine learning models for predicting the bond strength …
To address the ever-increasing environmental degradation caused by concrete construction, utilizing recycled aggregate (RA) in concrete mixes offers a significant solution. This study aims to assess the bond strength of both plain and deformed steel rebars in recycled aggregate concrete (RAC) using machine learning …



Compressive strength prediction of high-strength concrete using machine
For decades, concrete has been one of the most used materials in the construction industry around the world. Concrete consists of various materials of which cement is an essential component, majorly contributing in better bonding between aggregates and contributes in strength. But when it comes to sustainability, this …



Predicting the Compressive Strength of Ultra-High-Performance Concrete
Ultra-high-performance concrete (UHPC) is a recently developed material which has attracted considerable attention in the field of civil engineering because of its outstanding characteristics. One of the key factors in concrete design is the compressive strength (CS) of UHPC. As one of the most potent tools in artificial intelligence (AI), …



Compressive Strength Test of Concrete: Cube Test, …
Compressive Strength Test of Concrete. The compressive strength test of concrete is an essential procedure that helps engineers and construction professionals evaluate the strength and durability of concrete structures. The test is commonly done on concrete cubes, using a compressive testing machine to determine the maximum compression …



Prediction of concrete compressive strength using support …
Based on the existing literature, the experimental design program was developed by incorporating the work of Ali Poorarbabi and Mohammadreza Ghasemi et al. [1], [4].The experimental designs consisted of 20 different concrete mix schemes and the concrete mix proportion design is shown in Table 1.The UPV, RN, and compressive strength of …



Compression Testing Machines
Test concrete cylinders, cubes, blocks and prisms with ultimate precision and control. ... Forney compression machines provide uncompromising durability, performance and productivity for use in the lab and the field. ... This series is specifically designed for larger specimens and/or high-strength materials. Available in two frame types with ...



Concrete compressive strength prediction modeling …
One of the most critical parameters in concrete design is compressive strength. As the compressive strength of concrete is correctly measured, time and cost can be decreased. Concrete strength is relatively resilient to impacts on the environment. The production of concrete compressive strength is greatly influenced by severe …



Machine-Learning-Based Predictive Models for Compressive Strength …
The process of concrete production involves mixing cement, water, and other materials. The quantity of each of these materials results in a performance that is particularly estimated in terms of compressive or flexural strength. It has been observed that the final performance of concrete has a high variance and that traditional …



Automatic Concrete Compression Testing Machines
Rigid Frame Automatic Concrete Compression Machines are designed with the same automated controller and hydraulic loading system as the Automatic machines but are built with highly rigid load frames to withstand heavy daily testing demands and frequent testing of high-strength concrete mixes.



Guide to Compression Testing Machines: Types, …
In the building and construction sectors, Compression Testing Machines are used to assess the quality of concrete. To find the compressive strength of concrete, cubes or cylinders are put through a series of compression tests on the CTM machine. The CTM machine has a wide range of possibilities in terms of size, capacity, and kind.



Performance Comparison of Machine Learning Models for Concrete …
This study explores the prediction of concrete compressive strength using machine learning models, aiming to overcome the time-consuming and complex nature of conventional methods. Four models—an artificial neural network (ANN), a multiple linear regression, a support vector machine, and a regression tree—are employed and …



Predicting Confined Compressive Strength of Concrete Using Machine …
In order to develop the random forest model (RF) and multiple linear regression model (MLR), a total of 144 testing data of the confined compressive strength of concrete were collected from the literatures [5,6,7,8,9,10,11,12,13,14,15].Seven essential input parameters are required to estimate the confined compressive strength …



Compressive Strength of Concrete – Cube Test, Purpose, Equipment…
The compressive strength of the concrete cube test provides an idea about the characteristics of concrete. By this compressive strength test judge that whether concreting has been done properly or not. Concrete compressive strength for general construction varies from 15 MPa to 30 MPa and higher in commercial and industrial …



Unboxing machine learning models for concrete strength
The machine learning framework for predicting concrete strength comprises five fundamental stages, as illustrated in Fig. 1.Firstly, the data collection process involves preparing a series of ...



EN Compression Machines
These automatic COMPACT-Line compression testers fulfil all the strict requirements of EN Standards (EN 12390-4, EN 772-1) in terms of load measurement accuracy, load rate application, compression platens hardness, flatness, parallelism and roughness



Prediction of concrete's compressive strength using machine …
Quantitative measurements of cement, blast furnace slag, fly ash, water, superplasticizer, coarse aggregate, fine aggregate, age (in days), and concrete compressive strength (in MPa) are included in the dataset. The goal is to study the relationship between these factors and forecast the compressive strength of concrete.

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