# prediction of cementbased mortars compressive strength

### Prediction of cement-based mortars compressive strength ...

Apr 23, 2021 10% The present study collected 424 laboratory data from the available literature (referenced below) to develop intelligent models for the prediction of cement-based mortars compressive strength (CS). After reviewing the data, the importance of each parameter was examined and the relationship between them was identified.

get price### ANN prediction of cement mortar compressive strength ...

May 01, 2017 An artificial neural network (ANN) study is presented to predict the compressive strength (Fc) of mortar mixtures containing different cement strength classes of CME 32.5, 42.5, and 52.5 MPa.For this purpose, 54 mixtures considering six water/cement ratios (W/C) (0.25, 0.3, 0.35, 0.4, 0.45, and 0.5) and three sand/cement ratios (S/C) (2.5, 2.75, and 3) along with the abovementioned

get price### An approach for predicting the compressive strength of ...

Jan 18, 2018 In this paper, a support vector machine (SVM) model which can be used to predict the compressive strength of mortars exposed to sulfate attack was established. An accelerated corrosion test was applied to collect compressive strength data. For predicting the compressive strength of mortars, a total of 638 data samples obtained from experiment was chosen as a dataset to establish

get price### Prediction of compressive strength development for blended ...

For ultrafine fly ash mortar, the 28-day compressive strength of mortar shows an evident trend of first increase and then decrease with the increase of replacement ratio. Under the condition of ensuring the same compressive strength, upgraded finer fly ash can replace more cement, thus realizing energy saving and CO 2 emission reduction.

get price### Prediction of compressive strength development for blended ...

Feb 15, 2021 For 90F mortar, when fly ash replaces 30%~45% of cement, the compressive strength of 90F mortar is close to that of Control group, and higher replacement ratio will cause a decrease of compressive strength. For 60F mortar, this value is around 15%. For 40F mortar, there is no increasing tendency.

get price### Various simulation techniques to predict the compressive ...

Mar 02, 2021 10% From the histogram of compressive strength for cement mortar up to 180 days of curing (Fig. 2c), 32% of the data out of the overall 450 compressive strength varied from 20 to 40 MPa as shown in Fig. 3. More than 4% of the compressive strength of the cement mortar modified with SF data was 25 MPa out of maximum compressive strength reported of ...

get price### Prediction of compressive strength of mortars made with ...

Jul 01, 1991 CEMENT-and CONCRETE RESEARCH, Vol. 21, pp. 523-534. Printed in the USA. 0008-8846/91. $3.00+00. Pergamon Press plc. PREDICTION OF COMPRESSIVE STRENGTH OF MORTARS MADE WITH PORTLAND CEMENT - BLAST-FURNACE SLAG - FLY ASH BLENDS by E. Douglas* and G. Pouskouleli** *Research Scientist, Concrete Technology Section **Research Scientist, Ceramic

get price### An approach for predicting the compressive strength of ...

In this paper, a support vector machine (SVM) model which can be used to predict the compressive strength of mortars exposed to sulfate attack was established. An accelerated corrosion test was applied to collect compressive strength data. For predicting the compressive strength of mortars

get price### An approach for predicting the compressive strength of ...

pressive strength of mortars exposed to sulfate attack was established. An accelerated cor-rosion test was applied to collect compressive strength data. For predicting the compressive strength of mortars, a total of 638 data samples obtained from experiment was chosen as

get price### Various simulation techniques to predict the compressive ...

Mar 02, 2021 From the histogram of compressive strength for cement mortar up to 180 days of curing (Fig. 2c), 32% of the data out of the overall 450 compressive strength varied from 20 to 40 MPa as shown in Fig. 3. More than 4% of the compressive strength of the cement mortar modified with SF data was 25 MPa out of maximum compressive strength reported of ...

get price### Prediction of compressive strength development for blended ...

Feb 15, 2021 The calculated gel/(gel + pore) and its corresponding compressive strength obtained in experiments are plotted in Fig. 1.As we can see in Fig. 1(a) to (c), whether cement is replaced by coarse quartz or fly ash (FAA and FAC), the compressive strength of mortar has a good linear relationship with gel/(gel + pore), and all the correlations have reached 97% in this experiments.

get price### Prediction of Compressive Strength of Calcined Clay Based ...

Prediction of strength in cement based materials is vital in construction industry as it forms the basis upon which important ... Compressive strengths for the mortars. 2.2.2 Machine Learning The 2, 7 and 28 days laboratory data was processed before it was fitted to the model. This involved selecting

get price### On the metaheuristic models for the prediction of cement ...

compressive strength of the cement-based mortars; this is an important finding, because these parameters are usually not taken into account in the research studies concerned in the prediction of compressive strength through

get price### [PDF] Prediction of Compressive Strength of Calcined Clay ...

Prediction of strength in cement based materials is vital in construction industry as it forms the basis upon which important tasks can be performed such as the time for mortar form removal, project scheduling and quality control among others. The paper reports both experimental and simulated findings on compressive strength of laboratory prepared blended cement mortars.

get price### Prediction of standard compressive strength of cement by ...

This study was undertaken to suggest a rapid testing method which would permit prediction of standard compressive strength of a cement within 24 h.Eight cement pastes were prepared with three strength grades of cements at a constant water–cement ratio of 0.4 for electrical resistivity measurement during first 24 h and eight mortars were prepared with the same cements as those used in the ...

get price### Prediction of Cement Compressive Strength Based on ...

Prediction of cement compressive strength was studied with accelerated curing methods, e.g. warm water and boiling water curing. The results indicate that fineness and the type of cements is few influencing on the 28-day compressive strength, and the difference is not distinct between the two methods. The boiling water fast-curing method is recommended since it doesn’t need additional ...

get price### Application of artificial neural networks for the ...

Furthermore, compressive strength maps are presented for the first time, aiming to facilitate mortar mix design. The comparison of the derived results with the experimental findings demonstrates the ability of artificial neural networks to approximate the compressive strength of mortars

get price### Water-Cement-Density Ratio Law for the 28-Day Compressive ...

Jul 13, 2020 Relative apparent density of the cement-based material is an important one of all the factors determining the compressive strength of the cement-based material. The water-cement-density ratio law will be beneficial for the precise and generalized prediction of the 28-day standard curing compressive strength of cement-based materials.

get price### Mathematical prediction of the compressive strength of ...

May 04, 2021 For example, Bundur et al. reported that bacterial mortar's compressive strength improved (specifically, at 7, 28 and 56 days) compared to the control mix. The improvement in compressive strength was attributed to the precipitation of calcium carbonate, which filled the pores and thus enhanced the concrete microstructure.

get price### Prediction of compressive strength and optimization of ...

This paper discussed the application of the method of the simplex-lattice design for predicting the properties of cement-based composites. On the basis of the compressive strength, its use was demonstrated on ternary paste systems composed of cement, silica fume and fly ash with constant water to binder ratio and a mass fraction of mineral admixtures not exceeding 30%.

get price### Fuzzy Logic Model for the Prediction of Compressive ...

May 05, 2015 Microstructural formation was related to the strength values of cement mortars, in the scope of this study. The established relationship was modeled by using fuzzy logic prediction model. Pore area, unhydrated part and hydrated part of cement mortars were addressed for microstructural investigations. These parameters were taken into account as area ratios for each.

get price### On the metaheuristic models for the prediction of cement ...

compressive strength of the cement-based mortars; this is an important finding, because these parameters are usually not taken into account in the research studies concerned in the prediction of compressive strength through

get price### Prediction of Compressive Strength of Calcined Clay Based ...

Prediction of strength in cement based materials is vital in construction industry as it forms the basis upon which important ... Compressive strengths for the mortars. 2.2.2 Machine Learning The 2, 7 and 28 days laboratory data was processed before it was fitted to the model. This involved selecting

get price### On the metaheuristic models for the prediction of cement ...

Jun 01, 2020 In addition, it was shown that parameters such as the cement grade and the maximum diameter of aggregates, are very important in determining compressive strength of the cement-based mortars; this is an important finding, because these parameters are usually not taken into account in the research studies concerned in the prediction of ...

get price### Prediction compressive strength of Portland cement-based ...

In the present study, compressive strength results of geopolymers produced by ordinary Portland cement (OPC) as aluminosilicate source have been modeled by artificial neural networks. Six main fact...

get price### Prediction of Cement Compressive Strength Based on ...

Prediction of cement compressive strength was studied with accelerated curing methods, e.g. warm water and boiling water curing. The results indicate that fineness and the type of cements is few influencing on the 28-day compressive strength, and the difference is not distinct between the two methods. The boiling water fast-curing method is recommended since it doesn’t need additional ...

get price### Fuzzy Logic Model for the Prediction of Compressive ...

May 05, 2015 Microstructural formation was related to the strength values of cement mortars, in the scope of this study. The established relationship was modeled by using fuzzy logic prediction model. Pore area, unhydrated part and hydrated part of cement mortars were addressed for microstructural investigations. These parameters were taken into account as area ratios for each.

get price### Prediction of compressive strength and optimization of ...

This paper discussed the application of the method of the simplex-lattice design for predicting the properties of cement-based composites. On the basis of the compressive strength, its use was demonstrated on ternary paste systems composed of cement, silica fume and fly ash with constant water to binder ratio and a mass fraction of mineral admixtures not exceeding 30%.

get price### Machine learning techniques to predict the compressive ...

A comparative study of ANN and ANFIS models for the prediction of cement-based mortar materials compressive strength. Springer London, 2020. [11] Duan Z.H., Kou S.C., Poon C.S. Prediction of compressive strength of recycled aggregate concrete using artificial neural networks.

get price### Prediction of Concrete Compressive Strength by ...

Mar 03, 2015 Compressive strength of concrete has been predicted using evolutionary artificial neural networks (EANNs) as a combination of artificial neural network (ANN) and evolutionary search procedures, such as genetic algorithms (GA). In this paper for purpose of constructing models samples of cylindrical concrete parts with different characteristics have been used with 173 experimental data

get price### Water-Cement-Density Ratio Law for the 28-Day Compressive ...

Jul 13, 2020 Relative apparent density of the cement-based material is an important one of all the factors determining the compressive strength of the cement-based material. The water-cement-density ratio law will be beneficial for the precise and generalized prediction of the 28-day standard curing compressive strength of cement-based materials.

get price### Experimental Investigation and Prediction of Compressive ...

Dec 31, 2017 The compressive strengths of the UHPC at 7, 28, 90, and 365 days are presented in Figure 3. It is apparent that the compressive strength of UHPCs decreases with increased FA only. However, in combination with SF, the flexural strength of the UHPC increases. With the increase of SF, the compressive strength of the UHPC increased gradually.

get price### Machine learning prediction of compressive strength for ...

Dec 30, 2020 In addition to compressive strength, other properties of concrete materials and structures can be modeled using soft computing methods, which has been widely addressed in the literature, including shear strength prediction of concrete beams, bar development length prediction

get price### Mechanical and Thermal Performance of Cement Mortar ...

Thereafter, the optimum dosage of SAP for cement plaster was also determined from five different proportions of SAP (0.05, 0.1, 0.3, 0.5 and 1% of cement mass) based on the compressive strength test results. The mortar incorporating 0.05% SAP of cement mass was selected as the optimum dosage, which yielded the highest compressive strength.

get price### [PDF] Neural network application overview in prediction of ...

Neural networks have recently been broadly used in civil engineering applications due to their versatile capability as a simulator for the complex behavior of many problems (Adeli 2001). Compressive strength of cement mortar is mainly affected by water/cement ratio and aggregate/cement ratio. Recently, high performance concrete has been actively studied, however it is more difficult to predict ...

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