Mechanical Properties Test and Strength Prediction on Basalt Fiber Reinforced Recycled Concrete

In order to study the mechanical properties of basalt fiber reinforced recycled concrete (BFRRC), nine groups of tests are designed with three different replacement rates of recycled aggregates (40%, 70%, and 100%) and volume fraction of basalt fibers (0.1%, 0.2%, and 0.3%). Another group of tests on ordinary concrete without fiber and recycled aggregate is used as comparison. The workability, cubic compressive strength, splitting tensile strength, and flexural strength of BFRRC are tested and analyzed. The effects of fiber content and recycled aggregate replacement ratio on the mechanical properties of concrete are studied. The strength development of fiber reinforced recycled concrete is predicted by using convolution neural network theory. The test results show that the fluidity of concrete mixtures decreases, while the cohesion and water retention are better than ordinary concrete with the increase of replacement ratio of recycled coarse aggregate and basalt fiber content. The compressive and flexural strength of recycled concrete first decrease and then increase slightly, while the splitting tensile strength of recycled concrete continue to decrease with the increase of replacement ratio of recycled aggregate. The flexural strength and splitting tensile strength of recycled concrete are obviously improved after adding basalt fiber, while the compressive strength increases first and then decreases with the increase of fiber content. A convolution neural network model for predicting the strength of basalt fiber reinforced recycled concrete is established. The predicted results are very close to the measured values and can be used as reference for the mix ratio of basalt fiber reinforced recycled concrete.


Introduction
With the large-scale construction of infrastructure, the lack of natural sand and aggregate has gradually become a common dilemma in civil engineering. On the other hand, due to urban demolition and reconstruction, a large amount of construction waste is generated. At present, the total amount of construction waste produced in China is about 1.55 billion to 2.40 billion tons every year, among which the content of concrete waste is more than 50%. Currently, landfill or stacking is the main method for disposing concrete waste, and the recycling rate of concrete waste is less than 5% [1]. erefore, recycled concrete using concrete waste as aggregate is of great significance to the treatment of construction waste in urban development [2]. Xiao et al. [3] carried out relevant experimental research on the cube compressive strength, cube splitting tensile strength, and flexural strength of recycled concrete and revealed the change rule and influence mechanism of mechanical properties of recycled concrete under the influence of substitution rate and water cement ratio. Bao et al. [4] carried out four kinds of axial compressive stress levels (0, 0.3 fc, 0.5 fc, and 0.7 fc) after repeated loading with different substitution rate (0, 30%, 50%, and 100%), which revealed the influence of stress level and aggregate substitution rate on capillary water absorption performance of recycled concrete. e literature [5][6][7][8] showed that if the recycled concrete is designed correctly and reasonably, its compressive strength can satisfy the requirement of the general engineering strength. e literature [9][10][11] showed that the contraction of recycled concrete is larger than ordinary concrete for the low apparent density and bulk density of recycled aggregates, higher silt content, and impurity. e literature [12][13][14] showed that the compressive strength of recycled concrete was not significantly different from that of ordinary concrete, but its flexural strength and tensile strength decreased significantly. e literature [15][16][17] showed that the permeability of recycled concrete is higher than that of ordinary concrete. e above defects limit the application of recycled concrete.
As a kind of inorganic fiber material with high strength and corrosion resistance, basalt fiber can effectively improve the tensile and flexural resistance of concrete [18][19][20] and improve the durability of concrete [21,22]. At present, some achievements have been gotten about the application of basalt fiber in ordinary concrete, but the research seems very inadequate for recycled concrete. Basalt fiber can improve the microstructure of recycled concrete and improve the compressive strength and tensile strength of recycled concrete [23][24][25][26]. e results of orthogonal test show that the content of basalt fiber and the replacement rate of recycled aggregate have important influence on the strength of recycled concrete [27,28]. e mechanical properties of recycled concrete can be improved by mixing basalt fiber and nano silica [29,30]. Basalt fiber and rubber particles can improve the deformation performance of recycled concrete [31]. Basalt fiber can effectively improve the bearing capacity of recycled concrete beams [32].
Artificial neural network is a model that has developed rapidly since the 1940s. It is a new technology of neural activity of anthropomorphic brain, which is suitable for processing the calculation model of complex nonlinear relationship. e artificial neural network can be used to build any input-output network [33]. At present, neural network technology has been widely used in the quality detection of concrete and has achieved certain results [34][35][36]. But the application of convolution neural network with deep learning in the prediction of concrete strength is relatively few [37]. On the basis of previous studies, this paper intends to use convolution neural network technology to predict the strength of basalt fiber reinforced recycled concrete. By studying the influence of different fiber content and different replacement rate of recycled coarse aggregate on the cube compressive strength, splitting tensile strength, and flexural strength of recycled concrete, the influence of basalt fiber content and replacement rate of recycled coarse aggregate on the mechanical properties of concrete is obtained. At last, one convolution neural network method [37,38] is used to train and predict the strength of basalt fiber reinforced recycled concrete.

Test Design and Method
2.1. Raw Material Selection. P•O 42.5 cement is adopted for cement (C) with a specific surface area of 380 m 2 /kg. Its main performance indexes are shown in Table 1. River sand is used for fine aggregate (S) with a fineness modulus of 2.38 and an apparent density of 2530 kg/m 3 . Natural coarse aggregate (NCA) is 5∼20 mm continuously graded limestone gravel. Recycled coarse aggregate (RCA) is taken from the abandoned concrete after the demolition of an office building. e strength grade of RCA is C35, which is 5∼20 mm gravel after crushing and sifting. e main properties of the two kinds of coarse aggregate are shown in Table 2. e basalt fiber is 12 mm long fiber produced by Zhengzhou Dengdian Basalt Fiber Limited Company, whose physical and mechanical properties are shown in Table 3. e fiber is shown in Figure 1. Superplasticizer (SP) is a polycarboxylic acid superplasticizer with a water reduction rate of 18%.

Mix
Proportion. According to the difference of fiber content and replacement rate of recycled coarse aggregate, a total of 10 groups of tests are designed. e content of basalt fiber shall be determined according to the volume fraction of concrete 0.1%, 0.2%, and 0.3%. e specific dosage of mixing ratio of each group is shown in Table 4. NC represents ordinary concrete, which is used as the test reference group. BFRRC represents basalt fiber reinforced recycled concrete; 40, 70, and 100 represent mass substitution percentage of recycled aggregate; 0.1, 0.2, and 0.3 represent basalt fiber volume percentage.

Specimen Forming in Test.
Concrete compressive strength and splitting tensile strength are measured by cube standard blocks with a size of 150 mm × 150 mm × 150 mm. e flexural strength of concrete is a nonstandard prism block with a size of 100 mm × 100 mm × 400 mm. e concrete strength test blocks are made in two groups, one for strength test and the other for comparison with the prediction results of convolutional neural network.
In order to disperse basalt fiber evenly in the concrete, coarse aggregate is first added in the mixing pot, and then cement and fine aggregate are added. Water and basalt fiber are added slowly as the concrete is stirred, and the stirring time is no less than four minutes. e specimen is vibrated and formed by a concrete vibration table, which is inserted and compacted with steel bar, and finally is smoothed and formed by a spatula. e specimen is placed in an indoor maintenance room at 20°C for one day and one night. After the mold was removed, the specimen is placed in a standard constant temperature and humidity curing box for 28 days. e typical concrete specimens for test are shown in Figures 2 and 3.

Workability Analysis of BFRRC.
e workability of concrete mixture is an important working property of concrete. Good workability is conducive to the mixing transportation and construction of concrete and is an important parameter of concrete mix ratio design. Figure 4 shows the change of slump value of recycled concrete mixture with the increase of replacement rate of recycled coarse aggregate under different fiber dosage.
From Figure 4, we can get the following results.
(1) Under three different fiber contents, slump of the mixture decreases with the increase of replacement rate of recycled coarse aggregate, and its values are all less than the slump of the mixture of the reference group (190 mm). When the fiber content is 0.1%, the     Advances in Civil Engineering 3 slump of recycled concrete decreases from 170 mm to 160 mm with the increase of replacement rate of recycled coarse aggregate. When the fiber content is 0.2%, the corresponding slump decreases from 165 mm to 155 mm. When the fiber content is 0.3%, the corresponding slump decreases from 155 mm to 140 mm. (2) e higher the fiber content is, the lower the overall slump value is. When the fiber content is 0.3% and the replacement rate of recycled coarse aggregate is 100%, the slump of the mixture is the lowest, only 140 mm, and the loss value for slump is 26.3% compared with the reference group. e main reason for the loss of slump of recycled basalt fiber concrete is that the wool pores of recycled coarse aggregate are more than natural aggregate, which lead to a higher water absorption rate, and it contains a certain mortar bonding layer, which reduces the free water volume of recycled concrete and causes the slump loss of mixing materials. Because of its high tensile strength and good toughness, basalt fiber can effectively improve the cohesive strength of concrete and reduce the measured slump of fiber concrete.
Although the slump of the recycled concrete mixture of basalt fiber has a certain loss, the basalt fiber dispersed in the concrete enhances the bond strength of the mixture, while the recycled aggregate has a higher water absorption rate, which has a stronger adsorption capacity of free water in the mixture. erefore, the cohesion and water retention of the mixture of basalt fiber recycled concrete are better than those of ordinary concrete, and its fluidity is lower than that of ordinary concrete, which can be compensated by appropriately increasing the content of water-reducing agent or increasing sand rate. Figure 5 shows the variation of compressive strength of recycled concrete with the increase of replacement rate of recycled coarse aggregate under different fiber dosage.

Analysis of Compressive Strength of BFRRC.
From Figure 5, we can get the following conclusions: (1) When the replacement of recycled coarse aggregate is 40%, the compressive strength of concrete is the highest. It decreases first and then increases with the increase of replacement rate of recycled coarse aggregate. e reason is that the recycled coarse aggregate has higher porosity and lower strength, resulting in lower strength of recycled concrete. When the replacement rate is 100%, the waterbinder ratio of recycled coarse aggregate is reduced due to its water absorption effect of porous structure, and its internal curing effect on recycled concrete and other factors enhance the compressive strength of recycled concrete. Taking     contents is similar, which will not be described in detail.
(2) With the same replacement rate of recycled coarse aggregate, the compressive strength of concrete cube first increases and then decreases with the increase of basalt fiber content, and the compressive strength is the highest when the fiber content is 0.2%. Take the 40% replacement rate of recycled coarse aggregate as an example. When the fiber content is 0.1%, the compressive strength of concrete is 40.85 MPa. When the fiber content is 0.2%, the compressive strength of concrete is the highest, reaching 43.17 MPa. e compressive strength of concrete is 2.15% higher than that of the reference group (42.26 MPa). When the fiber content increases to 0.3%, the compressive strength of concrete decreases to 42.08 MPa. When the fiber content is between 0.1% and 0.2%, the random distribution of fiber can improve the bonding strength of concrete and restrain the deformation of coagulation under load, so it can improve the compressive strength. When the content of fiber exceeds 0.2%, the compressive strength of concrete will be reduced due to the possible bond defects between fiber and cement slurry and the agglomeration and cohesion phenomenon of basalt fiber caused by excessive content of fiber. erefore, for the compressive strength of recycled concrete, the volume content of 0.2% basalt is the best content. Figure 6 shows the variation of splitting tensile strength of recycled concrete with the increase of replacement rate of recycled coarse aggregate under different fiber dosage.

Analysis of Splitting Tensile Strength of BFRRC.
From Figure 6, we can get the following conclusions.  Advances in Civil Engineering aggregate as an example. When the fiber content is 0.1%, the splitting tensile strength of concrete is 3.84 MPa. When the fiber content is 0.2%, the splitting tensile strength increases to 4.43 MPa, which exceeds the concrete strength of the reference group, and the reinforcement proportion is 5.98%. When the fiber content is increased to 0.3%, the splitting tensile strength increases to 4.64 MPa, which is 11% higher than the benchmark concrete. e test results show that the basalt fiber content has an obvious enhancement effect on the splitting tensile strength of recycled concrete.
is is because concrete tensile strength is very low; under the action of tensile stress, it is easy to produce cracks. Basalt fiber has high tensile strength, and its three-dimensional random distribution in concrete effectively inhibits and restricts the development of concrete cracks. e higher the tensile strength of the fiber and the fiber content are, the stronger the restraint effect on the cracks formed by the tensile stress is, and then the higher the splitting tensile strength of concrete is. Figure 7 shows the variation of the flexural strength of recycled concrete with different fiber content as the replacement rate of recycled coarse aggregate increases.

Analysis of Splitting Flexural Strength of BFRRC.
From Figure 7, we can get the following conclusions.
(1) Under three different fiber contents, the flexural strength of concrete with 40% recycled aggregate substitute is the largest, and the flexural strength of concrete with 70% recycled aggregate substitute is the lowest. e flexural strength of concrete with 100% recycled aggregate substitute has certain increase compared with 70% substitute. e reason is that the recycled coarse aggregate has higher porosity and lower strength, and the old mortar layer around the surface of the recycled coarse aggregate often combines with the new cement slurry to form a weak interface, which is easy to be destroyed under flexural stress, resulting in the decline in the flexural strength of the recycled concrete. However, when the replacement rate increases to 100%, the actual water-binder ratio of concrete is reduced due to the porous structure of recycled aggregate, and the actual strength of concrete is improved. Moreover, the micropore water contained in this kind of porous structure has a certain internal curing effect on the recycled concrete, which is beneficial to the strength growth of the recycled concrete in the later stage. Taking the fiber content of 0.1% as an example, the flexural strength of concrete with a replacement rate of 40% of recycled coarse aggregate is 5.89 MPa. When the replacement rate is 70%, the flexural strength drops to the lowest value of 4.56 MPa, which is 37.02% lower than the flexural strength of the base concrete (7.24 MPa). When the replacement rate is 100%, it increases to 4.83 MPa. e flexural strength of concrete with other two kinds of fiber content is similar to the fiber content of 0.1%.
(2) With the same replacement rate of recycled coarse aggregate, the flexural strength of concrete also increases with the increase of basalt fiber content.
Taking the replacement rate of recycled coarse aggregate at 40% as an example, when the fiber content is 0.1%, the flexural strength of concrete is 5.89 MPa. When the fiber content is 0.2%, the flexural strength increases to 6.92 MPa. When the fiber content is 0.3%, the flexural strength of concrete increases to 7.38 MPa, which has exceeded the flexural strength of the benchmark group of concrete, and the strengthening proportion is 1.93%. e experimental results show that the content of basalt fiber has obvious enhancement effect on the flexural strength of recycled concrete. Due to the high tensile strength of basalt fiber, its random distribution in concrete effectively restricts the formation and development of bending and tension cracks of recycled concrete under the action of bending moment and improves the cracking resistance of recycled concrete. It makes up for the deficiency of low bending strength of recycled concrete. e higher the fiber content of recycled concrete is, the stronger the constraint effect on bending and tension cracks of recycled concrete under the action of bending moment is, then the higher the flexural strength of concrete is.

Summary of Section 3.
It can be seen from the above that the mechanical properties of recycled aggregate concrete are generally not as good as ordinary concrete due to its low strength. After adding basalt fiber into recycled concrete, the

Prediction Model of Convolutional Neural Network.
From the above test results, it can be seen that the relationship between the strength of basalt fiber reinforced recycled concrete and the replacement rate of recycled coarse aggregate and fiber content is not linear. In order to predict its strength, convolutional neural network algorithm is introduced here for deep learning and prediction [39][40][41]. e principle of the algorithm is to learn layer by layer through the arrangement of multiple serial convolution layers and pooling layers and input the hidden layer through the kernel function. e hidden layer is mainly composed of alternate convolution layers and pooling layers. e process principle is shown in Figure 8, and the calculation formula is as follows: where Y is the convolution output, s is the layer number of convolution, X is the convolution input, f is the activation function, m is the convolution output dimension, K are convolution kernels, and B is bias. In this paper, basalt fiber content and replacement rate of recycled coarse aggregate were selected as input variables and specimen strength as output parameters. e variables are trained and predicted by using the convolution neural network autonomous learning model, and the training predicted value of specimen strength is obtained. e model adopts three layers of network, namely, input layer, hidden layer, and output layer. e number of nodes in the input layer is 2, the number of nodes in the output layer is 1, the number of nodes in the hidden layer is 7, and the number of learning steps is 1200.   Table 5 shows the comparison between the predicted and measured values of convolutional neural network training for strength indexes of recycled concrete under different fiber content and replacement rate of recycled coarse aggregate. As can be seen from Table 5, the training prediction results of three strengths of basalt fiber reinforced recycled concrete through convolutional neural network are very close to the measured values, and the error is not more than 3%, indicating that the method of convolutional neural network for concrete strength prediction is feasible. In order to further understand the strength development rule of recycled concrete with different basalt fiber content, the strength of recycled concrete with volume content of basalt fiber being 0.4% and 0.5%, respectively, is predicted using convolutional neural network. e predicted calculation results are shown in Table 6.

Strength Prediction of BFRRC.
In order to more vividly represent the predictive results of convolutional neural network, we can take the strength of basalt fiber reinforced recycled concrete when the replacement rate of recycled coarse aggregate is 100% as an example.
e actual strength and predicted strength of concrete are expressed in the form of a broken line diagram, which is shown in Figures 9-11.
Based on the prediction of convolutional neural network of BFRRC and the measured strength of the specimen, it can be seen that when the basalt fiber content is 0.2%, the compressive strength of the recycled concrete is the highest. After exceeding 0.2%, it decreases gradually. e higher the content of basalt fiber is, the higher the splitting tensile strength of the recycled concrete is, showing a trend of stable increase.
e results indicate that the basalt fiber has an obvious enhancement effect on the tensile strength of the recycled concrete. For the flexural strength, it also increases gradually with the increase of fiber content. However, when the fiber content exceeds 0.3%, the increase becomes smaller and smaller. e flexural strength of concrete with 0.5% fiber content is 7.56 MPa, which is only 3% higher than that of concrete (7.34 MPa) with 0.3% fiber content. e reason for the above results is that with the increase of fiber content, it is not easy to disperse in concrete, and it is easy to form agglomerations, resulting in the continuous decline of concrete compressive strength. However, the tensile strength of basalt fiber is high while the tensile strength of recycled concrete is low. erefore, the enhancement of the tensile strength of recycled concrete after the increase of fiber content counteracts the adverse effect of basalt fiber agglomeration. erefore, the splitting tensile strength and flexural strength of BFRRC can be continuously enhanced with the increase of fiber content. However, for the flexural strength, since the overall value is higher than the splitting tensile strength, the marginal effect of increased fiber content on the strength of flexural strength becomes smaller and smaller after exceeding a certain range. erefore, the flexural strength of BFRRC still increases after the fiber   Advances in Civil Engineering content exceeds 0.3%, but the strengthening effect becomes less and less obvious.

Conclusion
(1) e higher the replacement rate of recycled coarse aggregate and the larger the content of basalt fiber are, then the lower the fluidity of concrete mixture is. However, the cohesion and water retention of concrete are good. (2) e compressive strength, splitting strength, and flexural strength of recycled concrete are lower than those of ordinary concrete. As the replacement rate of recycled coarse aggregate increases, the compressive strength and flexural strength of recycled concrete decrease first and then increase. When the replacement rate of recycled coarse aggregate is 70%, its compressive strength and flexural strength are the lowest. e splitting tensile strength of recycled concrete continue to decrease with the increase of the replacement rate of recycled coarse aggregate.
(3) e split tensile strength and flexural strength of basalt fiber reinforced concrete are higher than those of non-fiber reinforced concrete. Its value increases with the increase of fiber content. With the increase of basalt fiber content, the compressive strength first increases and then decreases. e compressive strength is the greatest when the fiber volume content is 0.2%. (4) By adding basalt fiber, the defect of low strength of recycled concrete is effectively improved. e experimental results show that appropriate dosage basalt fiber reinforced concrete can meet the requirements of strength and workability of ordinary structural engineering.
(5) It is feasible to use convolution neural network to predict the strength of BFRRC. e predictive strength value is very close to the measured strength of concrete. It can be used as a reference for proportion design of basaltic fiber recycled concrete. Further neural network strength prediction shows that the compressive strength of fiber recycled concrete will continue to decrease after basalt fiber content exceeds 0.3%, while its flexural strength and splitting strength will continue to increase.

Data Availability
e data used to support the findings of this study are available from the corresponding author upon request. Advances in Civil Engineering 9