Abstract
The most significant difference between recycled and natural concretes lies in aggregates. The performance of recycled coarse aggregates directly affects the characteristics of recycled concrete. Therefore, an in-depth study of aggregate characteristics is of great significance for improving the quality of recycled concrete. Based on the coarse aggregate content, maximum aggregate size, and aggregate shape, this study uses experiments, theoretical analysis, and numerical simulation to reveal the impact of aggregate characteristics on the mechanical properties of recycled concrete. In this study, we selected the coarse aggregate content, maximum aggregate size, and the aggregate shape as design variables to establish the regression equations of the peak stress and elastic modulus of recycled concrete using the response surface methodology. The results showed that the peak stress and elastic modulus of recycled concrete reach the best when the coarse aggregate content is 45%, the maximum coarse aggregate size is 16 mm, and the regular round coarse aggregates occupy 75%. Such results provide a theoretical basis for the resource utilization and engineering design of recycled aggregates.
1 Introduction
Resource depletion is one of the major challenges the world is facing today. The construction industry, one of the largest industries in the world, consumes a lot of resources every year [1]. According to statistics, construction waste in European Union countries exceeds 800 million tons per year [2], accounting for 25–30% of all waste, and that in the United States has been on the rise in the past 20 years [3]. As early as 2017, China produced nearly 1.6 billion tons of construction waste. By 2020, China’s construction waste exceeded 3 billion tons. Construction waste causes long-term damage to the ecological environment, as well as air pollution and soil pollution. The key solution to such a problem is the resource utilization. Replacing natural aggregates with the recycled aggregates can reduce the impact on the environment and save resources. However, the current utilization rate of construction waste in China is less than 10%. To better understand the characteristics of recycled aggregates and increase their utilization rate, it is important to study the impact of recycled aggregate characteristics on the performance of recycled concrete.
In recent years, with the continuous in-depth study of recycled concrete, recycled coarse aggregates show a broad space for development. Related technologies have been improved, and valuable experience has been accumulated in long-term practice. Recycled concrete is a multiphase artificial composite consisting of recycled coarse aggregates and cement mortar. Recycled coarse aggregate is the framework material of recycled concrete. Aggregate type, content, maximum aggregate size, and shape have a decisive influence on the macroscopic strength and mechanical properties of recycled concrete. Regarding the impact of aggregate particles on the mechanical properties of concrete, many scholars have conducted a lot of research and achieved some fruitful results. Meddah et al. [4] held that aggregates generally account for about 75% of concrete in volume, including nearly 45% coarse aggregates. Cetin and Carrasquillo [5] obtained through experiments that 36–40% of coarse aggregates can ensure the best performance of concrete, and once the coarse aggregate content exceeds 40%, the compressive strength of concrete will be reduced. Li and Gao [6] found through experiments that when the water–cement ratio and coarse aggregate content are constant, the compressive strength of concrete will decrease with the increase of the coarse aggregate size. Woode et al. [7] also drew the same conclusion. Elices and Rocco [8,9] explored the impact of aggregate size and shape on the tensile strength and elastic modulus of concrete. Zhou [10] studied the influence of different types of coarse aggregates on the mechanical properties of recycled concrete, and the results showed that the relative strength and elastic modulus of recycled concrete containing rubble aggregates are lower than those of recycled concrete containing gravel aggregates.
The response surface methodology (RSM), as a method for optimization of processes and experimental conditions, is more suitable to solve the problem of nonlinear data processing. Given the advantages of the RSM and the advances in computer performance, the combination of the RSM and finite element has been highly recognized and widely used in the engineering sector, solving many practical engineering problems. Liang et al. [11] used the RSM and genetic algorithm to optimize the material parameters of the solder joints, reduce the maximum torsional stress in the solder joints, and improve the torsion resistance of the micro-scale solder joints of the chip-size package. Fu and Hu [12] used the RSM to establish a multiple regression model between process parameters and optimization goals, and verified the effectiveness of the prediction model through analysis of variance. Cao et al. [13] studied the effect of rainwater runoff head height, horizontal runoff velocity, and sample porosity on the blocking of pervious concrete using the RSM. Zhang and Zhai [14] optimized the alkali-activated cement–mortar ratio based on the RSM. Liu et al. [15] optimized the mix ratio of slag-based solid waste cementing materials using the RSM.
As mentioned above, aggregate particles affect the heterogeneity of recycled concrete materials, but there are fewer studies about the impact of recycled aggregate characteristics on recycled concrete. To this end, this study establishes a two-dimensional mesomechanical simulation method based on the aggregate characteristics, and designs a uniaxial compression model of recycled concrete based on the different coarse aggregate content, maximum sizes, and proportions of regular round coarse aggregates (i.e., “the coarse aggregate shape”). Besides, this study also explores the influence of aggregate characteristics on the mechanical properties of recycled concrete using the RSM.
2 Materials and methods
2.1 Characteristics of coarse aggregates in recycled concrete
Aggregates play an important role in recycled concrete and characterize the heterogeneity of recycled concrete. Recycled coarse aggregate is composed of raw coarse aggregate, old mortar, and the interfacial transition zone (ITZ) between the raw coarse aggregate and old mortar. Due to the rough surface with many edges and corners and irregularities of old cement mortar, the apparent density, porosity, water absorption, and crush index of recycled aggregates are significantly different from those of natural aggregates. Therefore, it is necessary to reinforce recycled aggregates to improve the performance of recycled aggregates and recycled aggregate concrete. Recycled aggregate reinforcing methods mainly include removal and reinforcement of old mortar [16]. Old mortar is generally removed with the physical grinding and chemical methods. The mechanical treatment method, especially the wear treatment method, has been proved to be the most environment-friendly method [17]. Pandurangan et al. [18] found that recycled coarse aggregates with a round shape can be obtained through this mechanical treatment method. In this study, we removed the excess mortar using the wear treatment method, and finally obtained recycled coarse aggregates with a round shape. However, only the edges and corners of the excess mortar were removed, so the mesoscopic composition on the surface of the recycled coarse aggregates after treatment remains unchanged.
2.2 Mesoscopic model of recycled concrete
In recent years, mesoscale numerical simulation has developed fast and been widely used by scholars as a highly effective method for studying the mechanical properties of concrete materials. On the mesoscale, recycled concrete is generally seen as a five-phase composite material consisting of raw aggregate, old mortar, new mortar, old interface, and new interface. Otsuki et al. [19] found through experiments that the new interface plays a leading role in the strength of recycled concrete, and it is weaker than the old interface. Thus, recycled concrete is regarded as a three-phase composite material composed of the recycled coarse aggregate, new mortar, and ITZ between the new mortar and recycled coarse aggregate. In the numerical simulation, the simply crushed recycled coarse aggregate without wear treatment was simplified into irregular polygonal particles, and the recycled coarse aggregate with wear treatment was simplified into regular round particles, as shown in Figure 1. With reference to the literature [20], we conducted an uniaxial compression test in the laboratory to obtain the experimental data, and then carried out inverse analysis based on these experimental data. The uniaxial compression test uses a 100 mm × 100 mm × 100 mm recycled concrete cube test block, and the aggregate is a standard secondary gradation. The mix ratio is shown in Table 1. The test adopts the universal testing machine displacement control method for loading. In the numerical simulation of uniaxial compression, we treated the constitutive model of each meso-component of recycled concrete as a linear elastic model, and used the maximum tensile stress criterion as the failure criterion. The numerical simulation test software adopts ANSYS, and the model size is consistent with the indoor test. As it is a two-dimensional model, the model size is 100 mm × 100 mm, and the unit type is PLANE82. Figure 2 is a comparison between the results of numerical simulation inversion and indoor compression test. The mesoscopic parameters of each component of recycled concrete are shown in Table 2.

Finite element model of the recycled concrete.
Mix proportions used in the uniaxial compression test
Water–cement ratio | Unit volume consumption (kg m−3) | |||
---|---|---|---|---|
Cement | Sand | Recycled coarse aggregate | Water | |
0.43 | 430 | 492 | 1,149 | 185 |

Comparison of the numerical simulation inversion results and the indoor test results.
Mesoscopic component parameters
Mesoscopic component | Elastic modulus (MPa) | Poisson’s ratio | Tensile strength (MPa) |
---|---|---|---|
Recycled coarse aggregate | 16,230 | 0.16 | 2.50 |
Cement mortar | 12,880 | 0.22 | 1.90 |
Interface | 9,500 | 0.20 | 1.73 |
3 Single factor analysis influencing the mechanical properties of recycled concrete
3.1 The impact of coarse aggregate content on the mechanical properties of recycled concrete
Based on the above finite element analysis model of recycled concrete, we constructed three finite element models with the coarse aggregate content of 30, 40, and 50% and other constant parameters (maximum aggregate size: 16 mm, 50% regular round aggregates + 50% irregular polygonal aggregates) to analyze the mechanical properties of recycled concrete, and obtained the peak stress and elastic modulus in the uniaxial compression test under different coarse aggregate contents (Table 3).
Peak stress and elastic modulus of recycled concrete under uniaxial compression test with different coarse aggregate contents
Coarse aggregate content (%) | |||
---|---|---|---|
30 | 40 | 50 | |
Experiment no. 1 | |||
Peak stress (
|
30.07 | 31.69 | 31.29 |
Elastic modulus (
|
14321.40 | 15091.61 | 14899.72 |
Experiment no. 2 | |||
Peak stress (
|
31.16 | 32.92 | 30.52 |
Elastic modulus (
|
14838.85 | 15676.66 | 14533.19 |
Experiment no. 3 | |||
Peak stress (
|
30.43 | 31.63 | 30.74 |
Elastic modulus (
|
14488.45 | 15061.43 | 14637.86 |
It can be seen in Table 3 that the peak stress and elastic modulus of recycled concrete vary with the coarse aggregate content. With the increase of coarse aggregate content, the peak stress and elastic modulus of recycled concrete first increase and then decrease. This result is similar to that in the literature [21], indicating the accuracy of simulation in this study. The reason for this phenomenon is that too much or too little aggregate content is not enough to make the whole test block in a relatively dense state, so that its mechanical properties are reduced. When the coarse aggregate content is 40%, the maximum peak stress and elastic modulus are 31.69 and 15091.61 MPa, respectively.
3.2 The impact of maximum aggregate size on the mechanical properties of recycled concrete
Three finite element models were constructed with the maximum aggregate size of 16, 20, and 31.5 mm and other constant parameters (coarse aggregate content: 40%, 50% regular round aggregates + 50% irregular polygonal aggregates) to analyze the mechanical properties of recycled concrete, and the peak stress and elastic modulus in the uniaxial compression test under different maximum aggregate sizes were obtained (Table 4).
Peak stress and elastic modulus of recycled concrete under uniaxial compression test with different maximum aggregate sizes
Maximum coarse aggregate size (mm) | |||
---|---|---|---|
16 | 20 | 31.5 | |
Experiment no. 1 | |||
Peak stress (MPa) | 31.69 | 29.94 | 28.51 |
Elastic modulus (MPa) | 15091.61 | 14258.18 | 13576.76 |
Experiment no. 2 | |||
Peak stress (MPa) | 32.92 | 29.92 | 29.41 |
Elastic modulus (MPa) | 15676.66 | 14246.30 | 14005.19 |
Experiment no. 3 | |||
Peak stress (MPa) | 31.63 | 29.74 | 29.22 |
Elastic modulus (MPa) | 15061.43 | 14060.73 | 13912.21 |
It can be seen in Table 4 that the peak stress and elastic modulus of recycled concrete vary with the maximum aggregate size. As the maximum aggregate size increases, the peak stress and elastic modulus of recycled concrete gradually decrease. This result is the same as that in the literature [6,22], indicating the accuracy of simulation in this study. When the maximum aggregate size is 16 mm, the peak stress and elastic modulus reach the highest, that is, 31.69 and 15091.61 MPa, respectively. When the maximum aggregate size is 31.5 mm, the peak stress and elastic modulus reach the lowest, that is, 28.51 and 13576.76 MPa, respectively.
3.3 The impact of aggregate shape on the mechanical properties of recycled concrete
Three finite element models were constructed: 25% regular round aggregates + 75% irregular polygonal aggregates; 50% regular round aggregates + 50% irregular polygonal aggregates; and 75% regular round aggregates + 25% irregular polygonal aggregates with other constant parameters (coarse aggregate content: 40%, and maximum aggregate size: 16 mm) to analyze the mechanical properties of recycled concrete, and the peak stress and elastic modulus in the uniaxial compression test under different aggregate shapes were obtained (Table 5).
Peak stress and elastic modulus of recycled concrete under uniaxial compression test with different proportion of aggregate shape
Coarse aggregate shape | |||
---|---|---|---|
25 + 75% | 50 + 50% | 75 + 25% | |
Experiment no. 1 | |||
Peak stress (MPa) | 30.88 | 31.69 | 33.68 |
Elastic modulus (MPa) | 14706.69 | 15091.61 | 16039.98 |
Experiment no. 2 | |||
Peak stress (MPa) | 30.29 | 31.16 | 32.96 |
Elastic modulus (MPa) | 14423.76 | 14833.52 | 15697.60 |
Experiment no. 3 | |||
Peak stress (MPa) | 29.78 | 31.63 | 33.82 |
Elastic modulus (MPa) | 14181.85 | 15061.43 | 16104.81 |
It can be seen in Table 5 that the peak stress and elastic modulus of recycled concrete vary with the mix ratio of different aggregate shapes. As the proportion of regular round aggregates increases, the peak stress and elastic modulus of recycled concrete also increase. This result is similar to that in the literature [9,23,24], indicating the accuracy of simulation in this study. When 75% of regular round aggregates and 25% of irregular polygonal aggregates are mixed, the peak stress and elastic modulus of recycled concrete reach the maximum 33.68 and 16039.98 MPa, respectively.
4 Optimization and validation of characteristic parameters of recycled concrete aggregates based on the RSM
To improve the mechanical properties of recycled concrete, it is necessary to optimize and analyze the aggregate characteristic parameters and obtain the optimal combination of these parameters. To maximize the peak stress and elastic modulus of recycled concrete under uniaxial compression test, we used the RSM in this study to obtain the optimal combination of aggregate characteristic parameters.
4.1 Simulation test based on the RSM
In this study, we established the relationship between the mechanical properties of recycled concrete and the characteristic parameters of aggregates using the RSM. First, we chose the coarse aggregate content, the maximum aggregate size, and the aggregate shape as parameters, and selected three values for each parameter. The factors are shown in Table 6. Second, we designed aggregates’ characteristic factor levels in line with the RSM BOX-Behnken experimental design scheme [25,26]. The designed combinations are shown in Table 7. There were 17 combinations of different aggregate characteristic parameter levels. Based on this, we built 17 corresponding simulation models and obtained the mechanical properties of recycled concrete (see the last two columns of Table 7).
Factor level table
Factor | −1 | 0 | 1 |
---|---|---|---|
Coarse aggregate content A (%) | 30 | 40 | 50 |
Maximum coarse aggregate size B (mm) | 16 | 20 | 31.5 |
Coarse aggregate shape C | 25% + 75% | 50% + 50% | 75% + 25% |
Response surface combination and analysis results of peak stress and elastic modulus
Number | Coarse aggregate content A | Maximum coarse aggregate size B | Coarse aggregate shape C | Peak stress (MPa) | Elastic modulus (MPa) |
---|---|---|---|---|---|
1 | 0 | 0 | 0 | 29.94 | 14582.18 |
2 | 0 | −1 | 1 | 33.68 | 16039.98 |
3 | 0 | 1 | 1 | 29.63 | 14111.60 |
4 | 1 | 1 | 0 | 28.22 | 13438.14 |
5 | 0 | 0 | 0 | 29.94 | 14258.18 |
6 | −1 | 0 | −1 | 28.25 | 13451.63 |
7 | 1 | 0 | −1 | 28.29 | 13470.67 |
8 | 0 | 1 | −1 | 27.46 | 13075.53 |
9 | 0 | 0 | 0 | 29.94 | 14258.18 |
10 | −1 | −1 | 0 | 30.07 | 14321.40 |
11 | −1 | 1 | 0 | 27.76 | 13216.97 |
12 | 0 | −1 | −1 | 30.88 | 14706.69 |
13 | 0 | 0 | 0 | 29.94 | 14258.18 |
14 | 0 | 0 | 0 | 29.94 | 14258.18 |
15 | −1 | 0 | 1 | 30.46 | 14505.09 |
16 | 1 | −1 | 0 | 31.29 | 14899.72 |
17 | 1 | 0 | 1 | 30.32 | 14437.72 |
4.2 Response surface analysis
Based on the Weierstress polynomial optimal approximation theorem, most functions can be solved by polynomial approximation, and the polynomial approximation model can deal with many nonlinear problems [27]. We performed multiple regression fitting analysis on the peak stress and elastic modulus of recycled concrete, and obtained the quadratic polynomial regression equations of the peak stress (
Given that the P values of
Response surface analysis results
Source of variance |
|
Significance | R-squared | Adj R-squared | Pred R-squared |
---|---|---|---|---|---|
Peak stress | <0.0001 | Significance | 0.9651 | 0.9442 | 0.8605 |
Elastic modulus | <0.0001 | Significance | 0.9654 | 0.9446 | 0.8615 |
As shown in the table, the models “
It can be seen in Figures 3–8 that the normal probability distribution of residuals in the model of peak stress and elastic modulus lies on a straight line. The residuals and predicted values are distributed irregularly; the measured values and predicted values are distributed close to a straight line, indicating good fitness of the peak stress and elastic modulus model.

Peak stress-residual normal probability distribution diagram.

Peak stress-predicted value and residual distribution map.

Distribution of peak stress – measured and predicted values.

Elastic modulus – residual normal probability distribution diagram.

Elastic modulus – prediction and residual distribution.

Elastic modulus-measured value and predicted value distribution map.
The RSM-based three-dimensional response surface and contour map can directly reflect the interaction between the aggregate characteristics of recycled concrete. Given that other factors were fixed, we analyzed the influence of any two factors on the peak stress and elastic modulus of recycled concrete. The resulting response surface and contour map are shown in Figures 9–14. The shape of the contour line reflects the intensity of the interaction: the ellipse indicates that the interaction between the two factors is significant, and the circle indicates that the interaction between the two factors is not significant.

Interaction of coarse aggregate content and maximum aggregate size on peak stress of recycled concrete. (a) Response surface cloud map. (b) Contour map.

Interaction of coarse aggregate content and aggregate shape on peak stress of recycled concrete. (a) Response surface cloud map. (b) Contour map.

Interaction of maximum aggregate size and aggregate shape on peak stress of recycled concrete: (a) Response surface cloud map. (b) Contour map.

Interaction of coarse aggregate content and maximum aggregate size on elastic modulus of recycled concrete: (a) Response surface cloud map. (b) Contour map.

Interaction of coarse aggregate content and aggregate shape on elastic modulus of recycled concrete: (a) Response surface cloud map. (b) Contour map.

Interaction of maximum aggregate size and aggregate shape on elastic modulus of recycled concrete: (a) Response surface cloud map. (b) Contour map.
Figures 9 and 12 show the response surface curves and contour lines of the peak stress and elastic modulus of recycled concrete under the interaction of the coarse aggregate content and the maximum aggregate size when the regular round aggregates account for 50%. As seen in Figures 9 and 12, with the increase of the coarse aggregate content, the peak stress of recycled concrete shows a trend of first increasing and then decreasing, so does the elastic modulus; with the increase of the maximum aggregate size, the peak stress and elastic modulus of recycled concrete decrease. The influence of the coarse aggregate content on the interaction is more significant than that of the maximum aggregate size.
Figures 10 and 13 show the response surface curves and contour lines of the peak stress and elastic modulus of recycled concrete under the interaction of the coarse aggregate content and the aggregate shape when the maximum aggregate size is 23.75 mm. As seen in Figures 10 and 13, the impact of the coarse aggregate content on the peak stress and elastic modulus of recycled concrete is the same as the above conclusions. As the proportion of regular round aggregates increases, the peak stress and elastic modulus of recycled concrete also increase. The influence of the coarse aggregate content on the interaction is more significant than that of the aggregate shape.
Figures 11 and 14 show the response surface curves and contour lines of the peak stress and elastic modulus of recycled concrete under the interaction of the maximum aggregate size and the aggregate shape when the coarse aggregate content is 40%. As seen in Figures 11 and 14, the impact of the maximum aggregate size on the peak stress and elastic modulus of recycled concrete is the same as the above conclusions. As the proportion of regular round aggregates increases, the peak stress and elastic modulus of recycled concrete also increase. The influence of the aggregate shape on the interaction is more significant than that of the maximum aggregate size.
4.3 Optimization and validation of characteristic parameters of recycled concrete aggregates
We optimized and solved the objective equation using the optimization module in the response surface software, and obtained the optimal parameter combination concerning the mechanical properties of recycled concrete [28] (Table 9). When the coarse aggregate content is 45%, the maximum aggregate size is 16 mm, and there are 75% regular round aggregates and 25% irregular polygonal aggregates, the theoretical peak stress of the optimization model is 33.06 MPa, and the elastic modulus is 15744.03 MPa.
Response surface design optimization results
Factor | Result | Appropriateness | |||
---|---|---|---|---|---|
Coarse aggregate content (%) | Maximum coarse aggregate size (mm) | Coarse aggregate shape (%) | Peak stress (MPa) | Elastic modulus (MPa) | |
45 | 16 | 75 | 33.06 | 15744.03 | 0.932 |
The confirmatory experiment was done under the conditions presented in Table 8. The peak stress of recycled concrete is 33.41 MPa and the elastic modulus is 16385.53 MPa, which are in good agreement with the optimization results of the response surface design. With reference to the literature [5], when the coarse aggregate content is 45%, the mechanical properties of recycled concrete reach the best. Experiment [7] proved that the compressive strength of recycled concrete decreases with the increase of the maximum aggregate size, and the regular aggregates outperform irregular aggregates in terms of mechanical properties [29]. The absolute and relative errors of the peak stress of recycled concrete are calculated as 0.35 MPa and 1.05%, respectively, and those of the elastic modulus are 641.5 MPa and 3.92%, respectively. Through the error values, we found that the optimization results of the response surface design can accurately predict the mechanical properties of recycled concrete.
5 Conclusion
Using the finite element numerical simulation software and the response surface analysis software, we established the peak stress and elastic modulus models based on the coarse aggregate content, the maximum aggregate size, and the aggregate shape, and drew the following conclusions:
When the maximum aggregate size and aggregate shape remain unchanged, the peak stress and elastic modulus of recycled concrete first increase and then decrease with the increase of the coarse aggregate content. When the coarse aggregate content and aggregate shape remain unchanged, the peak stress and elastic modulus of recycled concrete decrease with the increase of the maximum aggregate size. When the coarse aggregate content and maximum aggregate size remain unchanged, the peak stress and elastic modulus of recycled concrete increase with the increase of regular round aggregates.
The aggregate characteristic parameters were optimized through numerical simulation and response surface analysis, and the results showed that the peak stress and elastic modulus of recycled concrete reach the best when the coarse aggregate content is 45%, the maximum aggregate size is 16 mm, and the regular round aggregates occupy 75% and irregular polygonal aggregates occupy 25%. Such results provide theoretical support for engineering design and construction.
-
Funding information: This research was funded by Henan Provincial Natural Science Foundation Project: (202300410270) Research on Frost Resistance Durability Behavior and Deterioration Damage Mechanism of Cemented Sand and Gravel.
-
Conflicts of interest: The authors declare no conflict of interest.
-
Data availability statement: All data, models, and code generated or used during the study appear in the published article.
References
[1] Ahmed S, Alhoubi Y, Elmesalami N, Yehia S, Abed F. Effect of recycled aggregates and treated wastewater on concrete subjected to different exposure conditions. Constr Build Mater. 2021;266:120930.10.1016/j.conbuildmat.2020.120930Search in Google Scholar
[2] European Commission. Resource efficient use of mixed wastes; 2019.Search in Google Scholar
[3] US EPA. Sustainable management of construction and demolition materials sustainable materials management; 2016.Search in Google Scholar
[4] Meddah MS, Zitouni S, Belaabes S. Effect of content and particle size distribution of coarse aggregate on the compressive strength of concrete. Constr Build Mater. 2010;24:505–12.10.1016/j.conbuildmat.2009.10.009Search in Google Scholar
[5] Cetin A, Carrasquillo RL. High-performance concrete: influence of coarse aggregates on mechanical properties. ACI Mater J. 1998;95:252–61.10.14359/369Search in Google Scholar
[6] Li SS, Gao DY. Experimental research on the influence of coarse aggregate size on boulder concrete compressive strength. Concrete. 2013;2:59–61, 64.Search in Google Scholar
[7] Woode A, Amoah DK, Aguba IA, Ballow P. The effect of maximum coarse aggregate size on the compressive strength of concrete produced in Ghana. Civ Environ Res. 2015;7:7–12.Search in Google Scholar
[8] Elices M, Rocco CG. Effect of aggregate size on the fracture and mechanical properties of a simple concrete. Eng Fract Mech. 2008;75:3839–51.10.1016/j.engfracmech.2008.02.011Search in Google Scholar
[9] Rocco CG, Elices M. Effect of aggregate shape on the mechanical properties of a simple concrete. Eng Fract Mech. 2008;76:286–98.10.1016/j.engfracmech.2008.10.010Search in Google Scholar
[10] Zhou C, Chen Z. Mechanical properties of recycled concrete made with different types of coarse aggregate. Constr Build Mater. 2017;134:497–506.10.1016/j.conbuildmat.2016.12.163Search in Google Scholar
[11] Liang Y, Huang CY, Zhou YM, Gao C, Kuang B. Stress and strain analysis and optimization of micro-scale CSP solder joints based on torsion load. Acta Electronica Sin. 2020;48:2033–40.Search in Google Scholar
[12] Fu XL, Hu XX. Process parameters optimization based on response surface methodology and genetic algorithm. Polym Mater Sci Eng. 2014;30:123–6.Search in Google Scholar
[13] Cao Y, Wang J, Feng QJ, Nan X, Li J, Hu CY. Application of response surface method to analysis of permeable concrete plugging test. Concrete. 2019;10:130–4.Search in Google Scholar
[14] Zhang LF, Zhai JJ. Mixture ratio optimization of alkali-activated cement mortar based on response surface method. Bull Chin Ceram Soc. 2019;38:3619–24.Search in Google Scholar
[15] Liu Z, He J, Guo Y. Ratio optimization of slag-based solid waste cementitious material based on response surface method. Bull Chin Ceram Soc. 2021;40:187–93.10.1360/TB-2020-1444Search in Google Scholar
[16] Wang YS, Li R, Zhu CH, Lan MR. Influence of strengthening treatment on physical properties of recycled coarse aggregate. Concrete. 2021;2:82–5.Search in Google Scholar
[17] Dilbas H, Çakir Ö, Atiş CD. Experimental investigation on properties of recycled aggregate concrete with optimized ball milling method. Constr Build Mater. 2019;212:716–26.10.1016/j.conbuildmat.2019.04.007Search in Google Scholar
[18] Pandurangan K, Dayanithy A, Prakash SO. Influence of treatment methods on the bond strength of recycled aggregate concrete. Constr Build Mater. 2016;120:212–21.10.1016/j.conbuildmat.2016.05.093Search in Google Scholar
[19] Otsuki N, Miyazato S, Yodsudjai W. Influence of recycled aggregate on interfacial transition zone, strength, chloride penetration and carbonation of concrete. J Mater Civ Eng. 2003;15:443–51.10.1061/(ASCE)0899-1561(2003)15:5(443)Search in Google Scholar
[20] Xiao JZ. Experimental Investigation on Complete Stress-Strain Curve of Recycled Concrete Under Uniaxial Loading. J Tongji Univ (Nat Sci). 2007;11:1445–9.Search in Google Scholar
[21] Mohammed SM, Salim Z, Saïd B. Effect of content and particle size distribution of coarse aggregate on the compressive strength of concrete. Constr Build Mater. 2009;24:505–12.10.1016/j.conbuildmat.2009.10.009Search in Google Scholar
[22] Jin L, Yu WX, Li D, Du XL. Numerical and theoretical investigation on the size effect of concrete compressive strength considering the maximum aggregate size. Int J Mech Sci. 2021;192:106130.10.1016/j.ijmecsci.2020.106130Search in Google Scholar
[23] Xiong X, Wang Z, Wang X, Liu H, Ma Y. Enhancing the mechanical strength and air permeability of corundum porous materials using shape-modified coarse aggregates. Ceram Int. 2019;45:11027–31.10.1016/j.ceramint.2019.02.186Search in Google Scholar
[24] Du CB, Sun LG. Numerical simulation of aggregate shapes of two-dimensional concrete and its application. J Aerosp Eng. 2007;20:172–8.10.1061/(ASCE)0893-1321(2007)20:3(172)Search in Google Scholar
[25] Su H, Li HL, Hu BW, Yang JQ. A research on the macroscopic and mesoscopic parameters of concrete based on an experimental design method. Materials. 2021;14:1627–7.10.3390/ma14071627Search in Google Scholar PubMed PubMed Central
[26] Zhang QY, Feng XJ, Chen XD, Lu K. Mix design for recycled aggregate pervious concrete based on response surface methodology. Constr Build Mater. 2020;259:119776.10.1016/j.conbuildmat.2020.119776Search in Google Scholar
[27] Feng Y, Chen SK, Zhang ZN. Analysis of factors affecting the compressive strength of re-cycled aggregate concrete based on response surface analysis. Henan Water Resour South North Water Div. 2019;48:66–9.Search in Google Scholar
[28] Lee SL, Shin SJ. Wind turbine blade optimal design considering multi-parameters and response surface method. Energies. 2020;13:1639.10.3390/en13071639Search in Google Scholar
[29] Jarosław S, Halina G. The effect of aggregate shape on the properties of concretes with silica fume. Materials. 2020;13:2780.10.3390/ma13122780Search in Google Scholar PubMed PubMed Central
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- The electrochemical performance and modification mechanism of the corrosion inhibitor on concrete
- Evaluation of the applicability of different viscoelasticity constitutive models in bamboo scrimber short-term tensile creep property research
- Experimental and microstructure analysis of the penetration resistance of composite structures
- Ultrasensitive analysis of SW-BNNT with an extra attached mass
- Active vibration suppression of wind turbine blades integrated with piezoelectric sensors
- Delamination properties and in situ damage monitoring of z-pinned carbon fiber/epoxy composites
- Analysis of the influence of asymmetric geological conditions on stability of high arch dam
- Measurement and simulation validation of numerical model parameters of fresh concrete
- Tuning the through-thickness orientation of 1D nanocarbons to enhance the electrical conductivity and ILSS of hierarchical CFRP composites
- Performance improvements of a short glass fiber-reinforced PA66 composite
- Investigation on the acoustic properties of structural gradient 316L stainless steel hollow spheres composites
- Experimental studies on the dynamic viscoelastic properties of basalt fiber-reinforced asphalt mixtures
- Hot deformation behavior of nano-Al2O3-dispersion-strengthened Cu20W composite
- Synthesize and characterization of conductive nano silver/graphene oxide composites
- Analysis and optimization of mechanical properties of recycled concrete based on aggregate characteristics
- Synthesis and characterization of polyurethane–polysiloxane block copolymers modified by α,ω-hydroxyalkyl polysiloxanes with methacrylate side chain
- Buckling analysis of thin-walled metal liner of cylindrical composite overwrapped pressure vessels with depressions after autofrettage processing
- Use of polypropylene fibres to increase the resistance of reinforcement to chloride corrosion in concretes
- Oblique penetration mechanism of hybrid composite laminates
- Comparative study between dry and wet properties of thermoplastic PA6/PP novel matrix-based carbon fibre composites
- Experimental study on the low-velocity impact failure mechanism of foam core sandwich panels with shape memory alloy hybrid face-sheets
- Preparation, optical properties, and thermal stability of polyvinyl butyral composite films containing core (lanthanum hexaboride)–shell (titanium dioxide)-structured nanoparticles
- Research on the size effect of roughness on rock uniaxial compressive strength and characteristic strength
- Research on the mechanical model of cord-reinforced air spring with winding formation
- Experimental study on the influence of mixing time on concrete performance under different mixing modes
- A continuum damage model for fatigue life prediction of 2.5D woven composites
- Investigation of the influence of recyclate content on Poisson number of composites
- A hard-core soft-shell model for vibration condition of fresh concrete based on low water-cement ratio concrete
- Retraction
- Thermal and mechanical characteristics of cement nanocomposites
- Influence of class F fly ash and silica nano-micro powder on water permeability and thermal properties of high performance cementitious composites
- Effects of fly ash and cement content on rheological, mechanical, and transport properties of high-performance self-compacting concrete
- Erratum
- Inverse analysis of concrete meso-constitutive model parameters considering aggregate size effect
- Special Issue: MDA 2020
- Comparison of the shear behavior in graphite-epoxy composites evaluated by means of biaxial test and off-axis tension test
- Photosynthetic textile biocomposites: Using laboratory testing and digital fabrication to develop flexible living building materials
- Study of gypsum composites with fine solid aggregates at elevated temperatures
- Optimization for drilling process of metal-composite aeronautical structures
- Engineering of composite materials made of epoxy resins modified with recycled fine aggregate
- Evaluation of carbon fiber reinforced polymer – CFRP – machining by applying industrial robots
- Experimental and analytical study of bio-based epoxy composite materials for strengthening reinforced concrete structures
- Environmental effects on mode II fracture toughness of unidirectional E-glass/vinyl ester laminated composites
- Special Issue: NCM4EA
- Effect and mechanism of different excitation modes on the activities of the recycled brick micropowder
Articles in the same Issue
- Effects of Material Constructions on Supersonic Flutter Characteristics for Composite Rectangular Plates Reinforced with Carbon Nano-structures
- Processing of Hollow Glass Microspheres (HGM) filled Epoxy Syntactic Foam Composites with improved Structural Characteristics
- Investigation on the anti-penetration performance of the steel/nylon sandwich plate
- Flexural bearing capacity and failure mechanism of CFRP-aluminum laminate beam with double-channel cross-section
- In-Plane Permeability Measurement of Biaxial Woven Fabrics by 2D-Radial Flow Method
- Regular Articles
- Real time defect detection during composite layup via Tactile Shape Sensing
- Mechanical and durability properties of GFRP bars exposed to aggressive solution environments
- Cushioning energy absorption of paper corrugation tubes with regular polygonal cross-section under axial static compression
- An investigation on the degradation behaviors of Mg wires/PLA composite for bone fixation implants: influence of wire content and load mode
- Compressive bearing capacity and failure mechanism of CFRP–aluminum laminate column with single-channel cross section
- Self-Fibers Compacting Concrete Properties Reinforced with Propylene Fibers
- Study on the fabrication of in-situ TiB2/Al composite by electroslag melting
- Characterization and Comparison Research on Composite of Alluvial Clayey Soil Modified with Fine Aggregates of Construction Waste and Fly Ash
- Axial and lateral stiffness of spherical self-balancing fiber reinforced rubber pipes under internal pressure
- Influence of technical parameters on the structure of annular axis braided preforms
- Nano titanium oxide for modifying water physical property and acid-resistance of alluvial soil in Yangtze River estuary
- Modified Halpin–Tsai equation for predicting interfacial effect in water diffusion process
- Experimental research on effect of opening configuration and reinforcement method on buckling and strength analyses of spar web made of composite material
- Photoluminescence characteristics and energy transfer phenomena in Ce3+-doped YVO4 single crystal
- Influence of fiber type on mechanical properties of lightweight cement-based composites
- Mechanical and fracture properties of steel fiber-reinforced geopolymer concrete
- Handcrafted digital light processing apparatus for additively manufacturing oral-prosthesis targeted nano-ceramic resin composites
- 3D printing path planning algorithm for thin walled and complex devices
- Material-removing machining wastes as a filler of a polymer concrete (industrial chips as a filler of a polymer concrete)
- The electrochemical performance and modification mechanism of the corrosion inhibitor on concrete
- Evaluation of the applicability of different viscoelasticity constitutive models in bamboo scrimber short-term tensile creep property research
- Experimental and microstructure analysis of the penetration resistance of composite structures
- Ultrasensitive analysis of SW-BNNT with an extra attached mass
- Active vibration suppression of wind turbine blades integrated with piezoelectric sensors
- Delamination properties and in situ damage monitoring of z-pinned carbon fiber/epoxy composites
- Analysis of the influence of asymmetric geological conditions on stability of high arch dam
- Measurement and simulation validation of numerical model parameters of fresh concrete
- Tuning the through-thickness orientation of 1D nanocarbons to enhance the electrical conductivity and ILSS of hierarchical CFRP composites
- Performance improvements of a short glass fiber-reinforced PA66 composite
- Investigation on the acoustic properties of structural gradient 316L stainless steel hollow spheres composites
- Experimental studies on the dynamic viscoelastic properties of basalt fiber-reinforced asphalt mixtures
- Hot deformation behavior of nano-Al2O3-dispersion-strengthened Cu20W composite
- Synthesize and characterization of conductive nano silver/graphene oxide composites
- Analysis and optimization of mechanical properties of recycled concrete based on aggregate characteristics
- Synthesis and characterization of polyurethane–polysiloxane block copolymers modified by α,ω-hydroxyalkyl polysiloxanes with methacrylate side chain
- Buckling analysis of thin-walled metal liner of cylindrical composite overwrapped pressure vessels with depressions after autofrettage processing
- Use of polypropylene fibres to increase the resistance of reinforcement to chloride corrosion in concretes
- Oblique penetration mechanism of hybrid composite laminates
- Comparative study between dry and wet properties of thermoplastic PA6/PP novel matrix-based carbon fibre composites
- Experimental study on the low-velocity impact failure mechanism of foam core sandwich panels with shape memory alloy hybrid face-sheets
- Preparation, optical properties, and thermal stability of polyvinyl butyral composite films containing core (lanthanum hexaboride)–shell (titanium dioxide)-structured nanoparticles
- Research on the size effect of roughness on rock uniaxial compressive strength and characteristic strength
- Research on the mechanical model of cord-reinforced air spring with winding formation
- Experimental study on the influence of mixing time on concrete performance under different mixing modes
- A continuum damage model for fatigue life prediction of 2.5D woven composites
- Investigation of the influence of recyclate content on Poisson number of composites
- A hard-core soft-shell model for vibration condition of fresh concrete based on low water-cement ratio concrete
- Retraction
- Thermal and mechanical characteristics of cement nanocomposites
- Influence of class F fly ash and silica nano-micro powder on water permeability and thermal properties of high performance cementitious composites
- Effects of fly ash and cement content on rheological, mechanical, and transport properties of high-performance self-compacting concrete
- Erratum
- Inverse analysis of concrete meso-constitutive model parameters considering aggregate size effect
- Special Issue: MDA 2020
- Comparison of the shear behavior in graphite-epoxy composites evaluated by means of biaxial test and off-axis tension test
- Photosynthetic textile biocomposites: Using laboratory testing and digital fabrication to develop flexible living building materials
- Study of gypsum composites with fine solid aggregates at elevated temperatures
- Optimization for drilling process of metal-composite aeronautical structures
- Engineering of composite materials made of epoxy resins modified with recycled fine aggregate
- Evaluation of carbon fiber reinforced polymer – CFRP – machining by applying industrial robots
- Experimental and analytical study of bio-based epoxy composite materials for strengthening reinforced concrete structures
- Environmental effects on mode II fracture toughness of unidirectional E-glass/vinyl ester laminated composites
- Special Issue: NCM4EA
- Effect and mechanism of different excitation modes on the activities of the recycled brick micropowder