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Geometric characterization of polymeric macrofibers

ABSTRACT

The geometric characteristics of synthetic macrofibers are important because they affect the behavior of fiber-reinforced concrete (FRC). Because there is a lack of specific, relevant publications in Brazil, the European standard EN14889-2:2006 was adopted as a reference to perform the characterization. Thus, an experimental plan was developed to assess the adequacy of testing procedures for the qualification of synthetic macrofibers for use in FRC. Two types of macrofibers were evaluated. The length measurement was performed using two methods: the caliper method, which is a manual measurement, and the digital image analysis method using the ImageJ software for image processing. These aforementioned methods were used to determine the diameter together with the density method, which is an indirect method that uses the developed length obtained by one of the previous methods. The statistical analyses revealed that the length results are similar regardless of the method used. However, the macrofibers must be pre-stretched to maximize the accuracy of caliper measurements. The caliper method for diameter determination has the disadvantage of underestimating the macrofiber cross-section because of the pressure applied by the load claws. In contrast, the digital image analysis method obtains the projected diameter in a single plane, which overestimate the diameter because the macrofibers are oriented with the pressure of the scanner cover. Thus, these techniques may result in false projections of the diameters that will depend on the level of torsion in the macrofibers. It was concluded that both the caliper method using previously stretched macrofibers and the digital imaging method can be used to measure length. The density method presented the best results for the diameter determination because these results were not affected by the method chosen to determine the length.

Keywords:
fiber-reinforced concrete; synthetic macrofibers; geometric characterization; length measurement; diameter measurement; test method

RESUMO

As características geométricas das macrofibras poliméricas são importantes porque afetam o comportamento do concreto reforçado com fibras (CRF). Em vista da carência de publicações específicas no Brasil, adotou-se a norma europeia EN14889-2:2006 como parâmetro de referência para efetuar a caracterização. Assim, foi desenvolvido um plano experimental com o objetivo de avaliar a adequação de procedimentos de ensaio para a qualificação das macrofibras poliméricas destinadas ao CRF. Foram avaliados dois tipos de macrofibras. As medições do comprimento se efetuaram por dois métodos: o método do paquímetro, o qual consiste em uma medição manual, e o método de análise de imagens digitais, empregando o software ImageJ para processamento das imagens. Para a medição do diâmetro, além das metodologias já mencionadas, foi utilizado ainda o método da densidade, um método indireto que precisa do comprimento desenvolvido obtido por um dos métodos mencionados anteriormente. Da análise estatística se conclui que ambos os métodos de medição do comprimento são semelhantes e apresentam resultados equivalentes do ponto de vista estatístico. Porém, salienta-se que as macrofibras precisam ser previamente esticadas para ter maior exatidão nas medições com o paquímetro. Na determinação do diâmetro, o método do paquímetro tem a desvantagem de subestimar a seção transversal da macrofibra pela pressão que exercem as garras. Por outra parte, o método de imagens digitais apresenta a projeção do diâmetro em um único plano, com muita variação dimensional, porque as macrofibras são orientadas com a pressão da tampa do escâner. Assim, podem-se ter falsas projeções do diâmetro o que também depende do nível de torção das macrofibras. Conclui-se que o método do paquímetro, com o cuidado de esticar previamente as macrofibras, e o método das imagens digitais podem ser igualmente utilizados para medir o comprimento. Já para determinar o diâmetro da macrofibra, recomenda-se o método da densidade, cujos resultados não são influenciados pelo método escolhido para determinar o comprimento.

Palavras-chave:
concreto reforçado com fibras; macrofibras poliméricas; caracterização geométrica; medição do comprimento; medição do diâmetro; método de ensaio

1. Introduction

The use of fiber-reinforced concrete (FRC) is increasing in the international and Brazilian markets. This technology is associated with important advantages because the reinforcement is added to concrete during the mixing process, which reduces the number of application steps. Moreover, FRC minimizes the technological limitations of simple concrete, such as brittleness and low deformability when subjected to tensile stresses. However, the fiber-reinforcement efficiency depends on various characteristics, including geometry (NAAMAN, 2003NAAMAN, A. Engineered Steel Fibers with Optimal Properties for Reinforcement of Cement Composites. Journal of Advanced Concrete Technology, v. 1, n. 3, p. 241-252, 2003.; PRUDENCIO Jr. et al, 2006PRUDENCIO Jr., L.; AUSTIN, S.; JONES, P.; ARMELIN, H.; ROBINS, P. Prediction of steel fibre reinforced concrete under flexural from an inferred fibre pull-out response. Materials and Structures, v. 39, n. 6, p. 601-610, 16 jun. 2006.;HTUT, 2010HTUT TNS. Fracture processes in steel fibre reinforced concrete. PhD Dissertation, School of Civil and Environmental Engineering, University of New South Wales, Sydney , 2010.; ZĪLE; ZĪLE, 2013ZĪLE, E.; ZĪLE, O. Effect of the fiber geometry on the pullout response of mechanically deformed steel fibers. Cement and Concrete Research, v. 44, p. 18-24, fev. 2013.). As a result, the geometry of the macrofibers must be parameterized, as is already done for steel fibers in various international (ASTM A820/A820M:2011AMERICA SOCIETY FOR TESTING MATERIALS. ASTM A820/A820M: Standard specification for steel fiber for fiberreinforced concrete, 2011.; EN14889-1:2006) and Brazilian standards (ABNT NBR 15575:2007).

The need for parameterization is based on the fact that fiber geometry affects the reinforcement capacity (NAAMAN, 2003NAAMAN, A. Engineered Steel Fibers with Optimal Properties for Reinforcement of Cement Composites. Journal of Advanced Concrete Technology, v. 1, n. 3, p. 241-252, 2003.; FIGUEIREDO, 2008FIGUEIREDO, A. D.; CHAMA NETO, P. J.; FARIA, H. M. A nova normalização brasileira sobre fibras de aço [The new Brazilian standard on steel fibers]. Concreto e Contrução. , v.XXXVI, p.67 - 76, 2008.). The specific standard for polymeric macrofibers (EN148892:2006) also requires the geometric qualification of such macrofibers and establishes variation tolerances of the main geometrical characteristics: developed length, equivalent diameter and aspect ratio. However, given the wide variety of potential geometric shapes of polymeric macrofibers, a number of different procedures can be followed to compare measured values with those reported by the manufacturers. For this reason, the measurement of the geometric characteristics of the polymeric macrofibers is much more complex than that of steel fibers, for which using a caliper is sufficient (FIGUEIREDO et al., 2008FIGUEIREDO, A. D.; CHAMA NETO, P. J.; FARIA, H. M. A nova normalização brasileira sobre fibras de aço [The new Brazilian standard on steel fibers]. Concreto e Contrução. , v.XXXVI, p.67 - 76, 2008.). The European standard EN14889-2:2006 indicates that length must be measured using a measuring device with a minimum precision of 0.1 mm. Determination of the equivalent diameter is somewhat more complex. For example, if a manufacturer states that the macrofiber's cross-section is circular, the test should be performed using a micrometer with a precision of 0.001 mm if the diameter is greater than 0.3 mm or an "optical measuring device" if the diameter is smaller than 0.3 mm. The omission of the diameter measurement precision in the case of the optical device is problematic, as are the difficulties encountered in ensuring the accuracy of measuring the developed length. These values can be determined with different error levels as a function of the measurement quality, but the relevant procedure is not completely established in this standard, although it is the only specific standard for polymeric macrofibers used in concrete reinforcement.

Because Brazil does not have a specific standard for polymeric macrofibers and because there are no specific studies focused on the geometric evaluation of polymeric macrofibers, all these important aspects should be considered for future standardization. The quality of geometric characterization is also critical for other important determinations, such as characterization of the mechanical behavior of macrofibers. Therefore, to analyze the reliability of geometric characterization procedures for the polymeric macrofibers used in FRC, an experimental study was performed with the objective of identifying reliable methods.

2. Experimental methodology

The experimental study sought to use macrofibers available in Brazil with geometries that are difficult to determine. The macrofibers employed in the experimental study and the various test methods used for their characterization are described below.

2.1 Types of macrofibers

Two commercially available polymeric macrofibers (denoted A and B) composed of polypropylene were evaluated in this experiment. The main characteristics of these macrofibers, according to the information provided by the manufacturers, are shown in Table 1. Note that the macrofiber aspect ratio is the relationship between the length (L) and the diameter (D).

Macrofiber A exhibited a cord shape (Figure 1a). These cords may be broken down into approximately 20 macrofiber bundles (Figure 1b), which present multiple levels of twisting, generating a complicated geometry. Each bundle has one to three filaments bundled together, so that the bundle is composed of irregular cross-sections along its length. Supplying this macrofiber in the form of bundles coiled in cords is done to facilitate the FRC mixing procedure, avoiding the macrofiber entanglement associated with a larger aspect ratio (CECCATO, 1998CECCATO, M. R. Estudo da trabalhabilidade do concreto reforçado com fibras de aço [Study on the workability of steel fibersreinforced concrete]. 1998. Dissertation (Masters). Escola Politécnica da Universidade de São Paulo, São Paulo. 1998.). Thus, the cords may be considered as fibers with a low aspect ratio that will disperse relatively easily in the mixture and simultaneously provide the dispersion of filaments with high aspect ratio. As a result, it is possible to use a macrofiber with a high final aspect ratio to provide better mechanical performance in the post-cracking behavior of FRC.

Macrofiber B (Figure 1.c) presented an oval cross-section formed by grouped bundles but with an arrangement unlike that of macrofiber A. Figure 1.d shows the individual bundles of macrofiber B, which may be composed of one, two, three or more filaments grouped together. This macrofiber is produced in this way for the same reason as macrofiber A, i.e., to increase the aspect ratio with minimal impact on the mixing conditions to ensure homogenization of the material.

2.2 Assays

To determine the length of the macrofibers, two basic methods were considered: the use of a caliper and the analysis of scanned images of the material. To determine the equivalent diameter of the macrofibers, three types of assays were performed: the caliper, digital imaging, and density methods. The density method is a way of determining the diameter that depends on prior measurements of the length of the macrofiber, which can be performed by one of the two methods mentioned above. The measurements of diameter and length were performed on individual filaments because they, and not the bundles, interfere with the post-cracking performance of FRC. A total of 60 macrofibers of each type considered (A and B) were characterized by each of the assays listed here.

Table 1
Main characteristics of the macrofibers provided by the manufacturer

Figure 1
Sample of macrofiber A a) and its separate elements b); Sample of macrofiber B c) and its separate elements d)

2.2.1 Caliper

(Digimess, model 100_174BL) with a precision of 0.01 mm was used herein to obtain the diameter and length. Considering the The use of a caliper was considered because the European stan- standard EN14889-2:2006 and given the similarity of their geodard EN14889-2:2006 indicates the use of this tool to assess the metrical configurations, both macrofibers were evaluated as Class geometric characteristics of polymeric macrofibers. A digital caliper II macrofibers.

Figure 2
Measurement of the length of the undulated macrofiber A a); Measurement of the length of the stretched macrofiber A b); Measurement of the length of macrofiber B c); Measurement of the diameter d)

Regarding length, only one value was obtained in each measurement. The undulating shape presented by macrofiber A that results from the level of torsion does not allow for accurate determination of the developed length in their natural state (Figure 2.a). Therefore, they were stretched prior to measurement to obtain a more accurate value (Figure 2.b). Unlike macrofiber A, undulation did not affect the length measurement of macrofiber B (Figure 2.c). However, regardless of the measured macrofiber, care must be taken to avoid applying excessive pressure, which causes bending of the macrofibers when using the caliper. The measurement of the diameter of each type of macrofiber was performed at three points-at both extremities and at the midpoint (Figure 2.d)- and two orthogonal measurements of the cross-section were obtained at each point.

2.2.2 Digital imaging

To minimize the influence of human error in determining the dimensions of the macrofibers, which affects the caliper method, a method based on the analysis of digital images, which has been widely used in other studies (SHIN; CHO; KIM, 2008SHIN, E. H.; CHO, K. S.; KIM, M.H.S. Determination of electrospun fiber diameter distributions using image analysis processing. Macromolecular Research, v. 16, n. 4, p. 314- 319, 1 jun. 2008.; DENG; KE, 2010DENG, Z.; KE, WE. A new measuring method of wool fiber diameter based on image processing. 2nd International Conference on Signal Processing Systems (ICSPS), Jul. 2010 , [S.l: s.n.], Jul. 2010. p. V2-587-V2-590.; LI; YI; SHANG, 2012LI, S.; YI, H.; SHANG, S. Measurement of diameter and scale of cashmere fibers by computer image analysis. Journal of Fiber Bioengineering and Informatics, v. 5, n. 1, p. 95-103, 5 mar. 2012. ; ÖZNERGIZ et al., 2014OZNERGIZ, E.; KIYAK, Y. E.; KAMASAK, M. E.; YILDIRIM, I. Automated nanofiber measurement in SEM imagens using a robust image analysis method. Volume 2014, Article ID 738490, 6 pages. Journal of Nanomaterials, v. 2014, p. e738490, 6 nov. 2014.), was also considered. This method also has the advantage of measuring the developed length and thus takes into account macrofiber bending and torsion. The images were obtained using a desktop scanner (HP, model Scanjet 8350). First, the macrofibers were individually placed on the scanner in a manner that prevented them from touching each other during scanning. The macrofibers were then carefully covered with a black plastic sheet, and the room lights were turned off to ensure the sharpest possible contrast between the macrofibers and the dark background. A resolution of 2400 ppi (pixels per inch) was used during scanning to obtain a grayscale image, which was saved in the PNG format. An example of the generated images is shown in Figure 3.a. Images were subsequently processed and analyzed with the ImageJ imaging software, which is available in the public domain, programmed in Java and developed by the National Institutes of Health ("ImageJ", 2015IMAGEJ. Available from: Available from: http://imagej.nih.gov/ij/ . Accessed on: 24 fev. 2015.
http://imagej.nih.gov/ij/...
).

The treatment of images was based on the following procedure: First, the contrast was adjusted with the Threshold tool (Figure 3.b) to define the boundary between the macrofiber and the image background. Next, the images were transformed into a binary color system using the 'Make Binary' tool, and two types of colors were defined: black and white. As seen in Figure 3.c, the black pixels represent the macrofibers, and the white pixels represent the empty space. Next, the 'Fill Holes' tool was used to fill any voids present inside the macrofiber images, which can occur in some situations due to light reflection or the presence of translucent parts of the macrofiber. The contours of the macrofibers were also softened by employing three stages of erosion (deletion of one pixel from the contour), followed by three dilation stages (addition of one pixel to the contour). This process was implemented with the tools 'Erode' and 'Dilate' and allowed for the elimination of much of the image noise and the generation of well-defined contours without affecting the projected area. In a few cases, small interventions were still needed for minor corrections of the image to eliminate defibrillated filaments, which could cause an overestimation of the projected area. After this treatment, the macrofibers were ready for their dimensions to be measured (Figure 3.c).

To measure the length, the central axis of the scanned projection was initially determined using the 'Skeletonize' tool. Then, with the aid of the plugin "Analyze Skeleton (2D/3D)" (ARGANDA-CARRERAS, 2014ARGANDA-CARRERAS, I. AnalyzeSkeleton. Available from: Available from: http://fiji.sc/AnalyzeSkeleton . Accessed on: 26 fev. 2015.
http://fiji.sc/AnalyzeSkeleton...
), the longest path of this skeleton was determined (shown as dark gray section in the enlarged detail of Figure 4). Note that performing a correction was necessary at both ends of the longest section because the definition of the central axis results in a division in the shape of a "Y" at the extremities (Figure 4). Furthermore, it was still necessary to develop a method to smooth the longest path because the pixel-in-pixel measurements may overestimate the actual length by up to 8%. Finally, the diameter of the macrofiber was obtained by dividing the total projected area by the developed length, where the area was determined by the 'Analyze Particles...' tool of the ImageJ software.

Figure 3
Scanned images a); with contrast adjustment b); and ready for evaluation c)

Figure 4
Skeleton of the fiber. Note that at the extremity, the fiber presents a bifurcation

The results obtained in the form of pixels were converted to millimeters using a conversion factor of 0.0106 mm/pixel. This value was determined by scanning a calibrated ruler (Hirox digital microscope ruler, model KH-7700).

Table 2
Results of measurements with the caliper

2.2.3 Density method

The density method, which is also included in the European standard EN14889-2:2006, is an indirect method and allows the average diameter of the macrofiber to be obtained using Equation 1. This equation expresses the relationship between different macrofiber parameters: diameter (D), length (L), mass (m) and density (ρ), where the units of these parameters must be mutually compatible.

To estimate the diameter using this method, it is necessary to determine the developed length of the macrofiber with one of the methods presented above. Determination of the macrofiber mass was performed individually on an analytical balance with a precision of 0.0001 g (Metler-Toledo, model AB204-S). Finally, the density of the macrofibers was evaluated using a helium gas pycnometer (Multipycnometer Quantachrome MVP 5DC) at 26 °C. Three samples of chopped macrofibers, each weighing approximately 30 g, were used to evaluate the density of both macrofibers. In addition to geometrical measurements, the density of the macrofibers is also useful with regard to the amount of macrofibers incorporated in the concrete (NAAMAN, 2003NAAMAN, A. Engineered Steel Fibers with Optimal Properties for Reinforcement of Cement Composites. Journal of Advanced Concrete Technology, v. 1, n. 3, p. 241-252, 2003.).

3. Experimental results and analysis

The experimental results obtained for the diameters and lengths of the macrofibers are presented and analyzed according to the dimensional tolerances specified by the standard EN14889-2:2006, which is specific for polymeric macrofibers. This enables comparison of requirements established for the material. These results are organized according to the type of test performed (caliper, digital imaging, and density methods).

3.1 Caliper

Table 2 summarizes the results of the geometric characteristics evaluated with the caliper. Because of the space constraints in this work, individual determinations obtained in samples of 60 macrofibers were excluded. The results presented for macrofibers A and B are as follows: the average diameters measured at the extremities and in the middle section of the macrofibers (D1); the average diameters measured at the same points but on an orthogonal section (D2); the equivalent diameter (De) calculated as the average of D1 and D2; the length (L); and finally, the aspect ratio (λ) or the ratio between L and De. In addition to the average results, the standard deviation (SD), coefficient of variation (CV), maximum value (max) and minimum value (min) are also shown.

In the case of macrofiber A, the nominal diameter was not provided by the manufacturer; therefore, this value was calculated from the nominal values of length (54 mm) and aspect ratio (158), which were provided. In this case, the nominal diameter was equal to 0.34 mm. For macrofiber B, neither the equivalent diameter nor the aspect ratio was provided by the manufacturer. Thus, it was not possible to compare the measurements with a nominal value or to evaluate the dimensional tolerances relative to the declared equivalent diameter. It should be noted that this omission does not satisfy the EN14889-2:2006 standard, which indicates that these values must be provided by the manufacturer or its sales representative.

As previously mentioned, macrofibers A and B were classified as Class II according to the European standard EN14889-2:2006. This standard states that the maximum variation of the individual diameter and individual aspect ratio in relation to the nominal value is ±50%. The maximum variations of the mean diameter and mean aspect ratio compared to the nominal values are ±5% and ±10%, respectively. For length, the maximum variations of the individual values and the average in relation to the nominal values must be ±10% and ±5%, respectively.

When applying the dimensional tolerance criteria of the European standard EN14889-2:2006 for macrofiber A, 15% of the macrofibers were found to have individual diameters differing from the nominal value by ±50%. The average diameter was within the ±5% tolerance. Regarding the individual aspect ratio, 37% of the macrofibers presented values exceeding the tolerance of ±50%. The average aspect ratio also presented a difference greater than the ±5% tolerance. Regarding length, all macrofibers presented values within the tolerances required for the individual value in relation to the nominal value. Similarly, the average length presented a variation smaller than the tolerance of ±5%. Thus, macrofiber A can only be considered to be in accordance with the tolerances of the European standard EN14889-2:2006 with respect to its length. In the case of macrofiber B, it should be noted that the manufacturer did not provide nominal values of the diameter and aspect ratio. Therefore, no benchmark was available for applying the dimensional tolerances of the European standard EN14889-2:2006. As a result, the evaluation was performed only for length, which allowed the conclusion that all macrofibers met the specifications of the standard regarding both individual and average length values.

3.2 Digital imaging

Table 3 shows the geometric characteristics of the macrofibers evaluated by digital imaging. For macrofibers A and B, the results presented are as follows: the measured average diameter of the macrofiber on a single plane according to the projection of the scanned image (D), the developed length (L), and finally, the aspect ratio (λ) considering the ratio between L and D. For all average results, the standard deviation (SD), coefficient of variation (CV), maximum (max) and minimum (min) values are also presented. Only the projected macrofiber image on a single plane was considered when calculating the diameter by the digital imaging method. Therefore, it was not possible to obtain a more accurate assessment because the macrofibers had variable cross-sections along their lengths. This is especially true for macrofiber A, which is thinner in some parts and thicker in other parts, according to the exhibited torsion (Figure 5).

According to the dimensional tolerance criteria of the European standard EN14889-2:2006, it was found that 3% of the macrofiber A presented individual diameters that did not meet the tolerance of ±50% in relation to the nominal value. Additionally, the mean diameter falls outside the tolerance of ±5% in relation to the nominal value. Regarding the individual aspect ratio, all macrofibers are within the maximum tolerance of ± 50%. The mean aspect ratio also lies within the maximum permitted tolerance of ±10%. All individual values of the length are within the tolerance of ±10%. The average length is also within the tolerance of ±5% in relation to the nominal value. Therefore, macrofiber A is within the tolerances of European standard EN14889-2:2006 only with respect to length.

Table 3
- Results of measurements with digital imaging

Figure 5
Variation of the diameter along the length of macrofiber A due to torsion

In the case of macrofiber B, because no information was provided by the manufacturer regarding either the diameter or aspect ratio, only the length was evaluated according to standard EN14889-2:2006. All macrofibers were found to comply with the requirements of the standard with regards to both the individual and average lengths.

3.3 Density method

The results obtained for the macrofiber density using the helium gas pycnometer assay are shown in Table 4. This table presents

Table 4
Density of the macrofibers according to the helium gas pycnometer

the density of each sample (ρi) and the average density for each of the macrofibers (ρ). These results are essential for determining the geometric characteristics of the macrofibers using the density method.

Table 5 lists the geometric characteristic results of macrofibers A and B evaluated by the density method: the mass, the developed length by the digital imaging method (Li), the length by the caliper method (LP), the equivalent diameter (De) calculated using Equation 1, and the aspect ratios (λ) calculated considering both Li and Lp. For all average results, the standard deviation (SD), coefficient of variation (CV), maximum (max) and minimum (min) values are also presented.

The average mass values for each macrofiber are an order of magnitude larger than the precision of the scale (0.0001 g). The masses of macrofiber A ranged from 0.0017 g to 0.0103 g, with a coefficient of variation of 35.3%, which demonstrates that when separating the individual filaments of the bundles, the filaments present variable sections with great mass variation between individual macrofibers. In the case of macrofiber B, the masses vary from 0.0038 g to 0.0057 g, with a coefficient of variation of 8.8%, corresponding to a relatively small variation in the mass.

Table 5
Results of measurements with the density method

Using the density method, the average equivalent diameter of each macrofiber was calculated directly. The ranges of variation of this diameter were similar when using the length obtained by either the digital imaging method (Li) or caliper method (LP): from 0.21 mm to 0.51 mm with a mean value of 0.33 mm for macrofiber A and from 0.30 mm to 0.36 mm with a mean value of 0.32 mm for macrofiber B. This similarity was confirmed by applying the paired t-test for both macrofiber A and B, in which the difference between the values of the average diameter is essentially zero at a 95% confidence level. When the developed length obtained by the digital imaging method was used, the values of the aspect ratio were 171.34 and 185.74 for macrofibers A and B, respectively. However, when the length measurements obtained via the caliper method were used, a slight variation in the aspect ratio was observed, resulting values of 171.67 and 183.18 for macrofibers A and B, respectively. Considering the tolerances of the standard EN14889-2:2006, all individual diameters of macrofiber A are within the tolerance of ±50% when compared with the nominal value. Similarly, the average diameter value is within the tolerance of ±5%. Regarding the individual aspect ratio, 8% of the macrofibers are outside the ±50% tolerance, and the average aspect ratio is within the tolerance of ±10% compared to the nominal value. Therefore, macrofiber A does not comply with the European standard because 8% of the macrofibers were not within the tolerance level for the individual aspect ratio.

For macrofiber B, it was not possible to determine whether the diameter obtained by the density method satisfies the dimensional tolerances established by European standard EN148892:2006 because the nominal diameter was not reported by the manufacturer. This value is important and should be provided by the manufacturer.

4. Comparative analysis of the methods

A comparative analysis of the diameter and length values of the macrofibers obtained by the different test methods is presented here. Additionally, the experimental results are compared with the data provided by the manufacturers. The length results determined with the caliper and digital imaging methods reported first, followed by the experimental results for the diameters obtained using the three methods applied (caliper, digital imaging and density).

Statistical analysis was performed using the software MINITAB 17. To evaluate whether the results had a normal distribution, the Anderson-Darling normality test was applied at a 95% confidence level. The results were also analyzed for their degree of distortion with respect to a symmetric distribution by calculating the skewness coefficient. When this coefficient is close to zero, the distribution can be considered symmetrical. For positive or negative skewness coefficients, the distribution is considered asymmetrical to the right or to the left, respectively. A box plot was used as a criterion for the detection of spurious values. In this method, the spurious values are those included outside the upper and lower limits of the box (MONTGOMERY; RUNGER, 2004MONTGOMERY, D.; RUNGER, G. Probabilidad y estadística aplicadas a la ingeniería. 2. ed., México, D.F.: Limusa Wiley, 2004.).

4.1 Comparison of the lengths

The distribution curves of the length results obtained for each type of macrofiber are presented below (Figure 6) for both the caliper method and the digital imaging method. The descriptive analysis of the length data revealed that for macrofiber A, the distribution results obtained using both methods follow a normal distribution and that the existence of spurious values was not observed. At a 95% confidence level, the average length of the caliper method was between 53.09 mm and 54.02 mm and that of the digital imaging method was between 53.83 mm and 54.22 mm. Both ranges also include the length declared by the manufacturer: 54 mm.

When performing the data distribution analysis, the results for macrofiber B indicated non-normality, clearly revealing two distinct populations regardless of the method used (Figure 7.a and 7.b). The existence of two distinct populations was attributed to the method used to collect the samples. The macrofibers were provided by the manufacturer in the form of large billets (group of macrofilaments, Figure 7.c), and sampling consisted of random selection of two of these billets from a total of approximately 100 billets, which usually come in a single package. The final sampling consisted of randomly selecting thirty macrofibers from the first billet and another thirty from the second billet. The confirmed existence of two populations demonstrates the variability in production, specifically in the cutting of the billet.

Thus, sampling performed as described above is inappropriate, and therefore, opening all billets contained in a package, mixing the loose macrofibers, and then randomly collecting the macrofibers for analysis is recommended. Nevertheless, it could be concluded that the lengths of both groups exceed the length specified by the manufacturer: 58 mm. At a 95% confidence level, the average value is between 58.92 mm and 59.28 mm by the caliper method and between 59.44 mm and

59.86 mm by the digital imaging method.

Figure 6
Distribution curves of length for macrofibers A and B

4.2 Comparison of the diameters

The statistical analysis based on the paired t-test is first presented for the diameter obtained using the density method. This method was performed to allow for comparison with the diameter values found using the length obtained by the caliper and digital image analysis methods. For macrofiber A, the results do not differ significantly. It was observed that the difference in averages was practically zero with a 95% confidence interval of between -0.000382 mm and 0.000457 mm, confirming that both methods for determining the length may be used to calculate the diameter.

When the same analysis was applied to the results of macrofiber B, a slight variation in the diameter determined by the

Figure 7
Histograms of the length distribution of macrofiber B by the caliper method a) and by the digital imaging method b); Billet or group of macrofibers B c)

Figure 8
Distribution curves of the diameters of macrofibers A and B according

density method was observed. The difference in averages was also close to zero but exhibited a 95% confidence interval of -0.001706 mm to -0.001318 mm. The average diameter obtained when using the caliper-determined length was slightly greater than that obtained using the digital imaging method, although these values were statistically equivalent. As previously discussed, this verification is due to the fact that the lengths of the macrofiber B were slightly shortened during the measurement because they were not stretched beforehand. Again, it can be concluded that stretching the macrofiber when measuring its length using calipers is a very important practice, even when the macrofibers do not exhibit undulation. Based on this information and the present comparative analysis, the diameter obtained by the density method was used as a function of the developed length according to the digital imaging method for both macrofibers.

The distribution curves for the diameter results of the different macrofiber types (Figure 8) determined using the different methods (caliper, digital imaging and density) are presented below.

When performing the descriptive analysis of the distribution of the caliper-determined diameters of macrofiber A, asymmetry was verified, which did not confirm a normal distribution. However, no spurious values were present, and the average values were very low compared to the other two methods. For the digital imaging method, a normal distribution was confirmed, with a single spurious value. For the density method, no normal distribution was found and five spurious values were present because this method depends on measurement of the macrofiber mass, which in itself is an additional source of variability. This variation may also be ascribed to the possible variation in the macrofiber sections; some may have been thicker than others, which might have skewed the distribution obtained when the bundles were separated.

For macrofiber B (Figure 8), the diameter distributions of all three methods did not present normality, indicated skewness and included spurious values. This indicates that macrofiber B also present irregular cross-sections and that the differences between two macrofibers may be substantial. The fact that there are two well-defined populations also has influenced the various analytical methods used in this study.

For macrofiber A, at a confidence level of 95%, the average diameter obtained using the caliper method was between 0.22 mm and 0.26 mm, that of the digital imaging method was between 0.35 mm and 0.39 mm, and that of the density method was between 0.31 mm and 0.34 mm. The nominal diameter of 0.34 mm is only within the mean diameter variation of the density method. For macrofiber B, with a confidence level of 95%, the average diameter obtained using the caliper method was between 0.27 mm and 0.28 mm, that of the digital imaging method was between 0.31 mm and 0.33 mm, and that of the density method was between 0.3153 mm and 0.3218 mm. However, it was not possible to compare these values with a nominal diameter because no value was reported by the manufacturer.

Comparing the diameter distributions of the three methods for both macrofibers (Figure 8), the results obtained by the caliper method were found to be smaller than those acquired by the other two methods. This difference can be attributed in part to the decrease in diameter resulting from the pressure exerted by the caliper load claws because the operator may squeeze the sample when performing the measurement. Furthermore, the caliper has a tendency to measure the smaller cross-section when the macrofiber has an elliptical shape, as illustrated in Figure 9. As a result, the average diameter of the macrofiber may be underestimated when determined using this method. Although high-precision equipment is required to be used in the measurement (a micrometer with precision of 0.001 mm is recommended by the European standard EN14889-2:2006), this method will always underestimate the cross-section because of the preferred point of measurement on the macrofiber.

For macrofiber B, the digital imaging and density methods returned almost the same average value, although the results exhibited different degrees of dispersion. Thus, another difference between these methods is the degree of dispersion. The digital imaging method was observed to have the highest dispersion and the highest average values. This relatively high average value may be explained by the fact that the macrofibers have an oval cross-section and may thus be subject to overestimation of the mean diameter during the image scanning process. Because the macrofibers are compressed by the scanner cover, it is possible that orientation may occur because of the oval shape. Thus, unlike the caliper method, which underestimates the average diameter, this method may result in an overestimation. Together with the macrofiber torsion level, this orientation causes in projections with variable diameters (Figure 10.a).

Figure 9
High-probability position a), low-probability position b), and improbable position c) for the measurement of the equivalent diameter of a macrofiber with an elliptical cross-section

Figure 10
Variation of the projected diameter of the macrofiber by the digital imaging method a); Cross-section of a macrofiber with branching, which may result in an overestimation of the diameter b)

Furthermore, regions with low contrast along the edges of the macrofiber could be interpreted as part of the projection. When the contrast between the macrofiber and the background is not sharp, the image-treatment process can amplify the diameter. The fact that some macrofibers present regions of branching along their structure (Figure 10.b), which can be interpreted as a closed macrofiber in the projection area during image treatment, can also lead to an overestimation of the diameter.

The equality of variance test for macrofiber A revealed that the variances can be considered statistically equivalent with a confidence level of 95% by the 't' test for all three methods used. For macrofiber B, the equality of variance test showed that the caliper and digital imaging methods have wide ranges of variation, unlike the density method, which has less variation. The three methodologies are slightly different in terms of variance and were considered statistically different by the 't' test.

5. Conclusions

The following conclusions can be drawn from the results of this study:

n Regarding length, the criteria of standard EN14889-2:2006 may be utilized to evaluate polymeric macrofibers. The variation of this parameter is very low because of the level of control

in macrofiber production, which guarantees a homogeneous cut and maintains a uniform length. However, a good sampling procedure is necessary to avoid variation in the results, which can occur as a function of the selected billet. The uniformity of the length is important because fiber length should be compatible with the maximum aggregate diameter to provide good reinforcement performance in FRC (FIGUEIREDO, 2011FIGUEIREDO, A. D. Concreto com fibras [Concrete with fibers]. In: CONCRETO: Ciência e tecnologia. 2ed. São Paulo: Instituto Brasileiro do Concreto (IBRACON), 2011, v.2, p. 1327-1365.). To evaluate dimensional tolerances, it is essential that the manufacturer provides the nominal length, diameter and aspect ratio values, which does not always happen.

n For the determination of the length for macrofiber A, the caliper and digital imaging methods produced statistically similar results at a 95% confidence level. To obtain these results, it was necessary to stretch the macrofibers prior to measuring them with the caliper, which did not allow them to bend when exposed to the pressure applied by the instrument and ensured that the final results were similar. For macrofiber B, which was not subjected to the same stretching procedure of A, a small but significant difference was found, and the values obtained by the digital imaging method were larger than those of the caliper. This difference demonstrates the independence of the digital imaging method of the manual procedures of the operator.

n In light of the results presented above, the macrofibers were carefully measured via the caliper method, and both of the methods for determining the length studied here can be considered equally valid. Although the method of digital imaging analysis is currently relatively labor intensive, in the future, automated high-speed analysis for continuous sampling systems may be possible. However, this method will be difficult to use when there is a need for individualized control of the macrofibers.

n Calculating the diameter by the density method is the most recommended method to determine the average diameter. This method is not affected by the methods used to obtain or process the images, as is the digital imaging method, nor is it affected by the pressure exerted by the caliper load claws, as in the case of manual measurement with calipers. However, the density method requires an appropriate analytical balance to determine the mass of the macrofibers and a helium gas pycnometer to determine the density. Regardless of whether the lengths obtained by either the caliper or the digital imaging method were used, the resulting diameters were statistically equivalent at the 95% confidence level, demonstrating the robustness of this method. It should be noted that the determination of the diameter or the associated average cross-sectional area is extremely important because of the effect that this parameter has on the mechanical behavior of the macrofiber.

n It is important to establish geometric characterization methods for polymer macrofibers that can be applied in everyday quality control because the information provided by manufacturers may be insufficient or even incorrect and the user should not be forced to rely only on this information. It should be noted that not all results were consistent, i.e., a fiber may be considered to be in conformance by one method and to be in non- conformance when using a different method. This variability clearly demonstrates the importance of establishing reliable measurement methods in future standards that are specific for polymeric macrofibers.

6. Acknowledgements

The authors would like to thank the São Paulo Research Foundation (Fundação de Amparo à Pesquisa do Estado de São Paulo - FAPESP) for the financial support provided via the postdoctoral fellowship to the second author (process 2014/24410-6) and the doctoral scholarship provided to the third author (process 2012/21134-2). The authors also thank the Foundation for Technological Development of Engineering (Fundação para o Desenvolvimento Tecnológico da Engenharia) project (USP/BRASKEM) module 1: Mechanical characterization of polypropylene macrofibers.

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Publication Dates

  • Publication in this collection
    Oct 2015

History

  • Received
    23 Mar 2015
  • Accepted
    25 June 2015
IBRACON - Instituto Brasileiro do Concreto Instituto Brasileiro do Concreto (IBRACON), Av. Queiroz Filho, nº 1700 sala 407/408 Torre D, Villa Lobos Office Park, CEP 05319-000, São Paulo, SP - Brasil, Tel. (55 11) 3735-0202, Fax: (55 11) 3733-2190 - São Paulo - SP - Brazil
E-mail: arlene@ibracon.org.br