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Compressive Strength Prediction of Lightweight Concrete: Machine …

Concrete is the most commonly used construction material. The physical properties of concrete vary with the type of concrete, such as high and ultra-high-strength concrete, fibre-reinforced concrete, polymer-modified concrete, and lightweight concrete. The precise prediction of the properties of concrete is a problem due to the design code, …

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500 Series Concrete Compression Machine

MC-500 Series Concrete Compression Machines have 500,000lbf (2,224kN) capacities for strength testing of concrete specimens.

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Machine learning-based compressive strength prediction for concrete…

A total of 1030 sets of concrete compressive strength tests are collected, and the mixture contents and curing time are set as the input data while the compressive strength is set as the output data. ... Machine learning in concrete strength simulations: multi-nation data analytics. Constr. Build. Mater., 73 (2014), pp. 771-780. View PDF View ...

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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 …

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Concrete Testing Equipment for Lab and Field

Concrete Strength Testing equipment measures compressive or flexural strength of concrete to assure compliance with specifications. Gilson's concrete compression testing machines range in various load …

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Automatic Modeling for Concrete Compressive Strength …

Machine learning is widely used for predicting the compressive strength of concrete. However, the machine learning modeling process relies on expert experience. Automated machine learning (AutoML) aims to automatically select optimal data preprocessing methods, feature preprocessing methods, machine learning algorithms, …

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Concrete Compression Testing Machines | Strength Testing

Concrete Compression Machines from Gilson meet all ASTM/AASHTO strength testing requirements for conventional concrete test cylinders. A complete selection of compression machine accessories allows easy configuration of all models to test concrete cores, …

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Measuring Compressive Strength

A 20% increase in compressive strength of high-strength concrete is possible when loading rates exceed ASTM C39 limits. About half of concrete testing …

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Machine Learning-Based Method for Predicting Compressive Strength …

The most traditional method of measuring the compressive strength of concrete is by physical testing, by making a cubic or cylindrical concrete test block according to the design specification, which can be measured very easily using a compression-testing machine after a period of standard curing [5,6,7].This method is …

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Research on prediction of compressive strength of fly ash and …

Fan and Chiong et al. predicted the compressive strength of concrete with a support vector machine by studying the composition of concrete. The experimental results show that the model has good performance for the reverse prediction of concrete members under the conditions of multiple input, single output and multiple input and …

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Compression Testing Machines

Test hydraulic cement, down hole cement, mortar, grout, concrete, self-consolidating concrete, CLSM, flowable fill, proppant, ceramics, metals, and plastics. PROTOCOL …

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Compressive Strength of Concrete -Cube Test, …

Concrete compressive strength for general construction varies from 15 MPa (2200 psi) to 30 MPa (4400 psi) and higher in commercial and industrial structures. Compressive strength of concrete depends on …

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A comparative investigation using machine learning methods for concrete

1. Introduction. Concrete is one of the most commonly used building materials, and it is used in specific construction applications outside of conventional housing construction [1].Considering the most important engineering feature and quality factor in all applications where it is used, this is undoubtedly the compressive strength of concrete …

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Concrete Compressive Strength Prediction With Machine Learning

Concrete compressive strength prediction with machine learning using the R Caret package. - GitHub - PedroBern/concrete-compressive-strength-prediction: Concrete compressive strength prediction wit...

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Prediction of Concrete Compressive Strength and Slump by Machine

Abstract. Machine learning methods have been successfully applied to many engineering disciplines. Prediction of the concrete compressive strength (f c) and slump (S) is important in terms of the desirability of concrete and its sustainability.The goals of this study were (i) to determine the most successful normalization technique for the datasets, …

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Concrete Strength Prediction Using Machine Learning …

How we know that this concrete is quality proof or not, that we generally check the strength of concrete. In easy words the Compressive Strength of Concrete determines the quality of …

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Concrete Compressive Strength Prediction using Machine Learning

The observations we can make from this plot, Compressive strength increases as the amount of cement increases, as the dots move up when we move towards right on the x-axis.; Compressive strength increases with age (as the size of dots represents the age), this not the case always but can be up to an extent.; Cement with …

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Evaluating machine learning algorithms for predicting compressive

The prediction of compressive strength in concrete holds essential significance within the construction industry, maintaining the structural reliability of important infrastructure like buildings. In the present study, a thorough investigation has been conducted to evaluate the effectiveness of using various fly ash and admixtures as input …

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pranaymodukuru/Concrete-compressive-strength

The Compressive Strength of Concrete is a highly nonlinear function of ingredients used in making it and their characteristics. Thus, using Machine Learning to predict the Strength could be useful in generating a combination of ingredients which result in high Strength.

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A Comparative Investigation Using Machine Learning Methods for Concrete

The shear strength of steel-fibre-reinforced concrete beams, mechanical properties of silica fume concretes, compressive strength and tensile strength of waste concretes, compressive strength of ...

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Non-Tuned Machine Learning Approach for Predicting the Compressive

Compressive strength is considered as one of the most important parameters in concrete design. Time and cost can be reduced if the compressive strength of concrete is accurately estimated. In this paper, a new prediction model for compressive strength of high-performance concrete (HPC) was developed using a non-tuned …

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Predicting concrete compressive strength using hybrid …

Despite the plethora of published works on machine learning methods for the prediction of concrete compressive strength based on mix parameters ... Concrete compressive strength vs water-to-binder ratio for superplasticizer percentage 0.00 and 1. 50 based on the optimum HENSM model (BFS/B = 30%, FA/B = 30%, CA/FA = 1.20). ...

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Prediction of cement-based mortars compressive strength using machine

The application of artificial neural networks in mapping the mechanical characteristics of the cement-based materials is underlined in previous investigations. However, this machine learning technique includes several major deficiencies highlighted in the literature, such as the overfitting problem and the inability to explain the decisions. …

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Modeling and predicting the sensitivity of high-performance concrete

The UC Irvine Machine Learning Repository's concrete compressive strength domain provided the necessary data for simulating the strength of concrete using scraps. Estimates of the compressive strength of concrete are provided for eight variables, including the binder, fine aggregate, coarse aggregate, water, concrete age, …

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Concrete Compressive Strength Testing Machines

The designs of moulds are such that during dismantling and re-assembly, these strength testing moulds includes cube moulds, beam moulds and cylindrical moulds that attain accuracy of alignment. Spacifications: Tension testing space: 750 mm-900 mm. Compression testing space: 650 mm-800 mm. Max. piston stroke: 250 mm.

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Supervised Deep Restricted Boltzmann Machine for Estimation of Concrete

Keywords: compressive strength; deep belief restricted Boltzmann machine; material characterization; neural networks. DOI: 10.14359/51689560. Date: 3/1/2017. Abstract: Costly and time-consuming destructive methods are usually used to determine the properties of alternative concrete mixtures.

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Compressive Strength of Concrete and Concrete Testing

The rate of loading is 0.6 ± 0.2 N/mm2/s. Record the maximum force from the machine. The same procedure is followed in the testing of concrete cylinders also. Compressive strength can be calculated from the …

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Compressive strength prediction of high-strength concrete using …

Concrete is the most extensively used construction material, and cement is its main component. Hybrid machine learning models attract researchers in building materials due to their high applications and prediction accuracy. Hybrid machine learning model interpretability is crucial to apply to the interest of field experts. Therefore, this …

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Prediction of Compressive Strength of Concrete: Critical …

This paper presents a novel hybrid ML model (RF-FFA) for prediction of compressive strength of concrete by combining the random forests (RF) model with the firefly algorithm (FFA). The firefly algorithm is utilized to determine optimum values of two hyper-parameters (i.e., number of trees and number of leaves per tree in the forest) of …

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Compression Testing Machine

Find here Compression Testing Machine, Compressive Strength Testing Machine manufacturers, suppliers & exporters in India. Get contact details & address of companies manufacturing and supplying Compression Testing Machine, Compressive Strength Testing Machine, CTM Machine across India. ... Concrete Strength. Display Type: …

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High-Performance Concrete Strength Prediction Based on Machine …

Eight variables related to concrete strength are used as the input of the machine learning algorithm, and the compressive strength of HPC is used as the object of study. 60 samples are constructed as the dataset by concrete preparation, and the prediction of compressive strength of HPC is carried out by combining the XGBoost …

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Compressive Strength

The MATEST compression strength machine was used for this test. Fig. 14.8 illustrates the machine used for this test. In this study, the compressive strength test of all the concrete mixes was performed on 100×100×100 mm 3. The specimens were compressed using a compression machine with a loading rate of 3.5 kN/s. The reported compressive ...

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Concrete Compression Test, Concrete Compression …

Check out the tools Humboldt offers for your concrete compression testing needs including Humboldt Compression Machines that test up to 500,000 lbs (2,224kN), 3/4HP, 230V, …

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