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Head loss in laser-perforated thin-walled polyethylene pipes for irrigation/ Perda de carga em tubos de polietileno de parede fina para irrigacao perfurados a laser.

Introduction

The design of irrigation laterals uses criteria to achieve high uniformity of water distribution (Perboni et al., 2015). For pipes with fixed diameter, the objective in the project is to determine the maximum length of the pipe. Usually, the designers of the irrigation system utilize head loss equations existing in the literature, considering the internal diameters of the pipes informed by the manufacturers. Thin-walled polyethylene pipes with laser-perforated orifices are produced with flexible plastic materials, and their diameter may change due to pressure variations along the lateral line (Andrade, 1990; Vilela et al., 2003; Provenzano et al., 2016). Such alteration of diameter influences the head loss and may lead to alterations in the hydraulic conditions of the system.

Frizzone et al. (1998) studied head loss in thin-walled flexible polyethylene drip tapes and demonstrated variation in pipe diameter and head loss with inlet pressure and its influence on the calculation of the maximum length of the lateral line. Considering the importance of the variation in the diameter of polyethylene pipes as a function of the operating pressure, Rettore Neto et al. (2014) developed a model to determine head loss along elastic pipes, introducing in the universal equation the elasticity modulus of the material used to manufacture the pipe.

This study aimed to analyze head loss in thin-walled flexible polyethylene pipes, with laser-perforated orifices, and express the maximum length of these pipes as a function of criteria of water distribution uniformity.

Material and Methods

The study was conducted at the Laboratory of Irrigation of the "Luiz de Queiroz" College of Agriculture, University of Sao Paulo (Piracicaba, SP, Brazil). Tests were conducted with the Santeno * I model to determine head loss in the flexible pipe without orifices. Rolls of this material without orifices were obtained with the manufacturer. The Santeno * I model is a low-density linear polyethylene pipe, manufactured from virgin raw material, with discharge orifices perforated by laser. According to the manufacturer, this pipe produces micro-jets of water aimed upwards (85[degrees] relative to soil surface), irrigated a 2.5 m strip, with the following technical characteristics: service pressure from 20 to 80 kPa, 0.15 m distance between pairs of emitters, orifice diameter of 0.30 mm, pipe nominal diameter of 0.028 m, wall thickness of 200 [micro]m (8 mil) and micro-jets with height of 1.80 m.

The experimental procedures to determine the continuous head loss were carried out using an automated test bench, developed and validated by Bombardelli et al. (2017). The tests were conducted at the laboratory using 22 m of flexible pipe without orifices. Test pressures were created by a motor pump equipped with a frequency inverter and Proportional-Integral-Derivative (PID) controller. In addition, the bench has a micro-controlled electronic circuit managed by a supervisory application, and this system was used to acquire data of sensors and control the process related to the tests. The bench was validated based on stability tests and charts used in statistical process control (Bombardelli et al., 2017).

Head loss equations were obtained for the inlet pressures of 49.0, 58.8, 68.6, 78.4, 88.2 and 98 kPa. For each test pressure, head loss was obtained with increasing and decreasing flow rates, at increments of 0.2 [m.sup.3] [h.sup.-1]. Twenty pairs of flow rate-pressure values were defined in each cycle of test. Thus, curves relating flow rate-head loss were fitted with 40 pairs of values for each inlet pressure. To ensure accuracy and stability in the control of test pressures, the pressure control system operated in closed loop using PID control. Flow rate was monitored using an electromagnetic flow rate meter, brand Krohne[R], model IFC 010 D, with resolution of 1 x 10-2 [m.sup.3] [h.sup.-1], flow rate range from 0 to 4 [m.sup.3] [h.sup.-1] and expanded uncertainty of 0.5% of the full-scale range (FSR). This instrument was installed upstream the evaluated pipe. The pressure drop caused by the flowing through the pipe was measured by a differential pressure transmitter, brand Novus *, model NP800H, with resolution of 1 x [10.sup.-2] kPa, measurement range of 1-100 kPa, accuracy of 0.075% informed by the manufacturer.

Water temperature was monitored by a temperature transmitter, brand Zurich[R], model TZD 420, with resolution of 0.1 [degrees]C, measurement range between 0 and 50 [degrees]C, measurement uncertainty of 0.5% FSR. During the tests, the mean water temperature was 25 [degrees]C with mean variation range of [+ or -] 2 [degrees]C. The correction of the water density as a function of temperature, specified for the atmospheric pressure of 101.3 kPa and gravitational acceleration of 9.807 m [s.sup.-2], was performed according to Tanaka et al. (2001). At 25 [degrees]C, water density is 997.0 kg [m.sup.-3] and its dynamic viscosity is 8.903 x 10-4 N s [m.sup.-2], whose ratio results in the kinematic viscosity of 0.893 x [10.sup.-6] [m.sup.2] [s.sup.-1].

The general equation to calculate unit head loss in circular-section pressurized pipes, for uniform permanent flow, can be synthesized by Eq. 1 (Swamee & Swamee, 2007):

J = [k.sub.1][Q.sup.m]/[D.sup.n] (1)

where:

J--unit head loss of the flow, m [m.sup.-1];

Q--flow rate in the pipe, [m.sup.3] [s.sup.-1];

D--pipe internal diameter, m;

[k.sub.1]--combined coefficient of units and roughness for a particular formula of head loss;

m--exponent of velocity or flow rate for a particular formula of head loss (m = 1 for laminar flow and m = 2 for full turbulent flow in the Darcy-Weisbach equation); and,

n--exponent of internal diameter in the head loss equation (n = 4 for laminar flow and n = 5 for full turbulent flow in the Darcy-Weisbach equation). Generally n = m + 3.

Considering pipe diameter as constant, the relations between flow rate and head loss were studied for each one of the six inlet pressures. Regression analysis was used to fit empirical equations of unit head loss as a function of flow rate, in the power-law form (Eq. 2):

J = [k.sub.2][Q.sup.m] (2)

where:

J--unit head loss, m [m.sup.-1];

Q--flow rate in the pipe, [m.sup.3] [s.sup.-1];

[k.sub.2]--regression constant depending on the studied pipe; and,

m--regression constant depending on flow regime.

Assuming that pipe diameter (D) increases with the pressure head at the pipe inlet ([H.sub.o]), according to a power-law model (D = C [H.sub.o.sup.p]), and that the head loss (J) decreases as the diameter increases, an equation of head loss for the uniform permanent flow was fitted, in the form of Eq. 3:

J = a[Q.sup.m][H.sub.0.sup.-s] (3)

where:

J--unit head loss in the pipe, m [m.sup.-1];

Q--flow rate in the pipe, [m.sup.3] [h.sup.-1];

[H.sub.0]--pressure head at the pipe inlet, mwc;

s--coefficient expressing the effect of inlet pressure on the pipe internal diameter (s = n p);

p--empirical exponent of H0 in the power-law model for estimating D as a function of H0;

m--exponent of the flow rate characterizing the flow regime;

a--coefficient of adjustment for a particular pipe (a = [k.sub.1] [c.sup.-n]); and,

c--coefficient of proportionality in the power-law model for estimating D as a function of [H.sub.0].

A lateral line of irrigation has lateral outlets and the flow is spatially variable and permanent. Since the flow rate along the lateral is continually reduced with distance (or at each derivation), the head loss also decreases. To calculate head loss in the pipe with continuous flow rate distribution, it is common to use a head loss factor (F), approximated by Eq. 4 (Yildirim & Agiralioglu, 2004; Pinto et al., 2014), in which [alpha] is a parameter that expresses the concept of non-uniform flow rate from the laterals along the pipe and m is the flow rate exponent, which varies according to the head loss equation used. In the studied case, it is reasonable to assume a = 1, because the number of lateral outlets, spaced by 0.15 m, is very high and it is supposed that, for an acceptable low variation of flow rate along the lateral, the distributed flow rate can be considered as constant.

F = 1/[alpha]m+1 (4)

Head loss ([h.sub.f], mwc) along a lateral line of irrigation with length L (m) can be calculated by Eq. 5.

[h.sub.f] = a[Q.sup.m][H.sub.0.sup.-s]FL (5)

The variables that describe the flow in a pipe are: flow rate, Q ([m.sup.3] [s.sup.-1]); pipe internal diameter, D (m); pipe length L (m), friction factor (f), which depends on the roughness of the pipe internal surface [epsilon](m) and on the Reynolds number (R); and head loss [h.sub.f](m). These variables are related by the Darcy-Weisbach equation, which combined with the continuity equation, results in Eq. 6 (Lahiouel & Lahiouel, 2015):

[h.sub.f] = 8f[Q.sup.2]L/[[pi].sup.2]g[D.sup.5] (6)

where:

g--gravitational acceleration, m [s.sup.-2]; and,

f--friction factor which depends on R and [epsilon].

Polyethylene pipes have small roughness ([epsilon] = 8.116 [micro]m, Rocha et al., 2017) and, given the practical limits of flow velocity adopted in the dimensioning of lateral lines, the predominant flow regime is hydraulically smooth and, consequently, f depends only on R. The Reynolds number, R, is calculated by Eq. 7:

R = 4Q/[pi][partial derivative]D (7)

where:

[partial derivative]--kinematic viscosity coefficient of the fluid, [m.sup.2] [s.sup.-1].

For hydraulically smooth turbulent flow, the friction factor f is generally calculated by the Blasius equation or by similar equations (Eq. 8), specifically obtained for small-diameter polyethylene pipes (Bernuth & Wilson, 1989; Juana et al., 2002; Provenzano & Pumo, 2004; Cardoso et al., 2008):

f = k/[R.sup.0.25] (8)

where:

k--constant.

For rigid smooth pipes, Blasius proposed k = 0.316. For flexible polyethylene pipes, with wall thicknesses of 150, 200 and 250 [micro]m (6, 8 and 10 mil), the studies of Provenzano et al. (2016) indicated k = 0.285. Cardoso et al. (2008) indicated k = 0.300 for polyethylene pipes of small diameter and wall thickness of 900 [micro]m (36 mil).

Comparing the experimental equation of head loss (Eq. 3) with the Darcy-Weisbach equation, with f expressed by Eq. 8, k = 0.285, g = 9.807 m [s.sup.-2]; [pi] = 3.14 and [partial derivative] = 0.893 x [10.sup.-6] [m.sup.2] [s.sup.-1], leads to Eq. 9:

6.823 x [10.sup.-4] [Q.sup.1.75]/[D.sup.4.75] = a[Q.sup.m][H.sub.0.sup.-s] (9)

Eq. 9 was used to estimate the mean equivalent diameter of the pipe (D, m) as a function of pressure head at the pipe inlet ([H.sub.o], m) for known flow rates, contained within the interval of the experimental flow rates, and fitting a power-law relation of D as a function of [H.sub.0], for 5 [less than or equal to] [H.sub.0] [less than or equal to] 10 m.

Based on the Darcy-Weisbach equation with friction factor f defined by Eq. 9 and diameter expressed as a function of inlet pressure, an equation of continuous head loss in the Santeno pipe was proposed (Eq. 10):

J = 6.823 x [10.sup.-4][Q.sup.1.75]/c[H.sup.p.sub.0] (10)

for 4000 [less than or equal to] R [less than or equal to][ 10.sup.5] and 5 [less than or equal to] [H.sub.0] [less than or equal to] 10 mwc.

The maximum length of the lateral line was calculated using the criterion of maximum flow rate variation. A simple range of variation between maximum and minimum flow rates (Eq. 11) is a relevant uniformity criterion used for a project of lateral line (Wu, 1997; Yildirim, 2007). Values of 10% or lower are considered as desirable; values from 10 to 20% are considered as acceptable and values higher than 20% are unacceptable (Bralts et al., 1987; Sadeghi et al., 2015). For localized irrigation, Frizzone et al. (2012) recommend values of 10% for an irrigation subunit and 5% for the lateral line. The maximum flow rate variation allowed in a lateral line corresponds to a maximum variation of pressure head (Eq. 12).

[q.sub.var] = [[q.sub.max] - [q.sub.min]]/[q.sub.max] (11)

[H.sub.var] = [[H.sub.max] - [H.sub.min]]/[H.sub.max] (12)

where:

[q.sub.var]--flow rate variation allowed in the lateral;

[H.sub.var]--pressure head variation allowed along the lateral;

[q.sub.max]--emitter flow rate under maximum pressure head; and,

[q.sub.min]--emitter flow rate under minimum pressure head.

Assuming a power-law model for the relation between flow rate and pressure of the orifices, the relation between [H.sub.var] and [q.sub.var] is expressed by Eq. 13:

[H.sub.var] = 1 -[(1-[q.sub.var]).sup.1/x] (13)

where:

x--exponent of orifice flow in the flow rate-pressure relation.

For zero-slope lateral line, the maximum pressure head occurs at the beginning of the line and the minimum head at the end; therefore, the maximum head loss allowed in this line is given by Eq. 14:

[H.sub.falld] = [H.sub.max]-[H.sub.min] (14)

Comparing Eqs. 12 and 14 and substituting [H.sub.max] for [H.sub.o] results in the head loss allowed in the lateral (Eq. 15):

[h.sub.falld] = [H.sub.var][H.sub.o] (15)

The mean pressure head ([H.sub.med], m) in the zero-slope lateral line is expressed by Eq. 16 (Anyoji & Wu, 1987):

[H.sub.mean] = Ho-([m+1]/[m+2][h.sub.falld] (16)

where:

m--exponent of flow rate in the head loss equation.

After knowing the mean pressure head, the mean flow rate of the pairs of orifices ([q.sub.med], [m.sup.3] [s.sup.-1]) along the lateral was calculated using the flow rate-pressure relation of the pairs of orifices developed by Melo et al. (2017) for Santeno I pipe: q = 6.713 x [10.sup.-8] [P.sup.0.641], where q is the flow rate in [m.sup.3] [s.sup.-1] and P is the pressure in kPa.

Comparing Eqs. 5 and 15 and performing the necessary transformations allowed the calculation of maximum length for the zero-slope lateral line using Eq. 17:

[L.sub.max] = [[(m+1)[h.sub.falld][S.sup.m.sub.e]/[aq.sup.m.sub.mean][H.sup.-s.sub.o].sup.1/[m+1]] (17)

where:

[L.sub.max]--maximum length of lateral line, m;

[H.sub.falld]--maximum head loss allowed along the lateral line, m;

[S.sub.e]--spacing between pairs of orifices, m;

[q.sub.mean]--mean flow rate of the pairs of orifices, [m.sup.3] [s.sup.-1];

[H.sub.o]--pressure head at the lateral line inlet, m;

a--coefficient of adjustment of Eq. 3;

m--exponent of flow rate in the head loss equation; and,

s--exponent of pressure head in Eq. 3.

For each maximum length, the uniformity of emission of the lateral line was obtained considering only hydraulic effects (U[E.sub.h] = [q.sub.min]/[q.sub.mean]), whose value must be higher than 95% to indicate possibility of a uniform irrigation (Barragan et al., 2006; Frizzone et al., 2012).

Results and Discussion

In the analysis of head loss in the pipe without orifices, at each one of the six pressure heads tested, fitted equations were obtained to calculate head loss (J, m [m.sup.-1]) as a function of flow rate in [m.sup.3] [s.sup.-1] (Table 1), and [R.sup.2] values [greater than or equal to] 0.998 were obtained in the fitting. These equations reveal reduction of head loss in the pipe with the increase in pressure head, which indicates an increment in internal diameter. The coefficient [k.sub.2] (Eq. 2) decreases at mean rate of 2344.4 [s.sup.2] [m.sup.-6] for every 1 m increase in the pressure head. Significant increases in the diameter of flexible polyethylene pipes with the increase in operating pressure were observed and studied by Frizzone et al. (1998), Vilela et al. (2003), Rettore Neto et al. (2014) and Provenzano et al. (2016).

The experimental data of head loss (J, m [m.sup.-1]) were also fitted as a function of flow rate (Q, [m.sup.3] [s.sup.-1]) and inlet pressure ([H.sub.o], m), obtaining Eq. 18 with root mean square error (RMSE) of 0.00197. According to Ali & Abustan (2014), RMSE must tend to zero to indicate a good fit.

J = 97265.791[Q.sup.2][Ho.sup.-0.279] [R.sup.2] = 0.9856 (18)

where:

J--unit head loss, in m [m.sup.-1];

Q--flow rate, in [m.sup.3] [s.sup.-1]; and,

[H.sub.o]--pressure head at the pipe inlet, in m.

Figure 1 presents the agreement between the head losses observed in the tests and those estimated by Eq. 18, experimentally fitted. For the data set used, it can be noted that the pairs of points are well distributed around the 1:1 line. The estimates show good precision, with high Pearson correlation coefficient (r = 0.9856) (Ali & Abustan, 2014) and good accuracy, with high Willmott's index of agreement (d = 0.9887) (Wilmott, 1981).

The cumulative frequency distribution of the relative errors found in the adjustment of the model revealed that 95% of the estimates showed relative errors of up to 6.5%. Relative errors of up to 5% occurred with frequency of 92%. The low values of relative errors reveal good prediction ability of the model.

Comparing the Darcy-Weisbach equation, with f calculated by Eq. 8, and the Eq.18 leads to Eq.19.

6.823 X[10.sup.-4] = 97265.791[Q.sup.2][H.sub.o.sup.-0.279] (19)

from which pipe diameter (D) was expressed as a function of the inlet pressure head ([H.sub.o]) and flow rate (Q) (Eq. 20):

D = (7.015 x [10.sup.-9][Q.sup.-0.25][H.sup.0.279.sub.o]) (20)

Eq. 20 was used to calculate the mean internal diameters of the pipe as a function of the inlet pressures for the interval of experimental flow rates, establishing the power-law relation between mean internal diameter D (m) and the inlet pressure head [H.sub.o](m) (Eq. 21).

D = 27.2 x[10.sup.-3][H.sup.0.0658.sub.o] [R.sup.2] = 0.9529 (21)

Andrade (1990), Frizzone et al. (1998) and Vilela et al. (2003) also found increase in the internal diameter of polyethylene pipes with the increase in operating pressure, according to a power-law relationship. Even at the operating pressure head of 50 kPa, the internal diameter estimated for the pipe (0.0302 m) is greater than the mean diameter informed by the manufacturer (0.028 m).

If the parameters of Eq. 21 are entered in Eq.10, the head loss for the Santeno pipe can also be expressed, alternatively, by the Darcy-Weisbach equation with friction factor calculated by Eq. 8 and diameter adjusted as a function of inlet pressure (Eq. 22):

J = 18611.144[Q.sup.1.75][H.sup.-0.313.sub.o] (22)

Figure 2 shows the agreement between unit head losses observed and head losses calculated by Eq. 22, for a set of values of flow rate and inlet pressure head. It can be seen an acceptable adherence between the calculated and observed unit head losses (r = 0.9132 and d = 0.8898). For the observed J values lower than approximately 0.45 m [m.sup.-1], the head losses were overestimated by Eq. 22, whereas for values higher than 0.058 m [m.sup.-1], the head losses were underestimated. This fact may be associated with the uncertainties in the estimation of the relation D([H.sub.o]) and also in equation to estimate the friction factor. However, the values of r and d indicate that Eq. 22 can be a reasonable alternative to Eq. 18. The cumulative frequency distribution of the relative errors indicated that 95% of the estimates showed relative error of up to 13.5 and 75% of the estimates had relative errors lower than 5%.

Table 2 presents an application of Eq. 18 in the calculation of the maximum length of lateral lines using Santeno I perforated pipes, at zero slope. Maximum variations in emitter flow rate ([q.sub.var]) of 4, 6, 8 and 10%, and inlet pressures of 49.0, 58.8, 68.6, 78.4, 88.2 and 98.0 kPa were used. Eq. 17 was used with the following parameters of Eq. 18: a = 97265.791; s = 0.279, m = 2 and [S.sub.e] = 0.15 m.

It can be observed that the maximum length was not sensitive to the inlet pressure head, but decreased with the reduction of [q.sub.var] according to the power-law relation Lmax = 259.49 [q.sub.var.sup.0.3605]. Contrarily to the Santeno I pipe, Frizzone et al. (1998) observed increase in the maximum length of the zero-slope Rain-Tape drip tape, with the progress of inlet pressure head. It should be considered, however, that the authors used as dimensioning criteria the coefficient of variation of the flow rate along the lateral, the coefficient of variation of the pressure and the coefficient of variation of the manufacturing, besides a head loss reduction factor which varied with the pressure head in the pipe, differently from the criterion used in the present study, which was a simple range of flow rate variation.

The uniformity of emission due to hydraulic effects decreased with the increment in [q.sub.var], but in all cases reached values equal to or higher than 97.2%, compatible with excellent uniformity of irrigation (Barragan et al., 2006). For these types of pipes, Andrade (1990) recommends inlet pressure in the lateral of 78.4 kPa for allowing better characteristics of lateral water distribution in the irrigated area and for covering a larger area.

Conclusions

1. The head loss equation for hydraulically smooth turbulent flow regime as a function of flow rate and pressure head at the pipe inlet has good ability to estimate head loss in flexible pipes which have variations in the internal diameter with the variation in the pressure head.

2. For particular cases of inlet pressure, the equations presented in Table 1 can be used. For more general cases of dimensioning, as normally occurs, Eq. 18 can be reliably used. Eq. 22, for having higher estimation error, can only be a reasonable alternative to Eq. 18.

3. The maximum length of laser-perforated polyethylene pipes was estimated based on the criterion of acceptable flow rate variation of the irrigation subunit and, for zero-slope lateral line, the obtained values almost did not vary as a function of the pressure head at the pipe inlet.

DOI: http://dx.doi.org/10.1590/1807-1929/agriambi.v23n5p317-323

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Veronica G. M. L. de Melo (1), Jose A. Frizzone (1), Antonio P. de Camargo (2) & Wagner W. A. Bombardelli (1)

(1) Universidade de Sao Paulo/Escola Superior de Agricultura "Luiz de Queiroz". Piracicaba, SP, Brasil. E-mail: veronica.martins@usp.br--ORCID: 00000003-0665-3726; frizzone@usp.br--ORCID: 0000-0002-4251-1496; wavila@usp.br--ORCID: 0000-0002-5939-5524

(2) Universidade Estadual de Campinas/Faculdade de Engenharia Agricola. Campinas, SP, Brasil. E- mail:antonio.camargo@feagri.unicamp.br (Corresponding author)--ORCID: 0000-0001-5164-2634

Caption: Figure 1. Agreement between head losses observed and head losses calculated by the fitted equation (Eq. 18)

Caption: Figure 2. Comparison between unit head losses observed and calculated by the Darcy-Weisbach equation with diameter expressed by a power-law function of the inlet pressure head (Eq. 22)
Table 1. Equations of head loss (m m-1) as a function of flow
rate ([m.sup.3] [s.sup.-1]), for the Santeno I pipe

Inlet pressure             Flow rate interval
(kPa)                    ([m.sup.3] [s.sup.-1])

49.0              0.62 x [10.sup.-3]-1.43 x [10.sup.-3]
58.8               0.64 x [10.sup.-3]-1.45 x[10.sup.-3]
68.6               0.63 x [10.sup.-3]-1.45 x[10.sup.-3]
78.4              0.62 x [10.sup.-3]-1.45 x [10.sup.-3]
88.2               0.63 x [10.sup.-3]-1.44 x[10.sup.-3]
98.0               0.60 x [10.sup.-3]-1.45 x[10.sup.-3]

Inlet pressure     Head loss equation      [R.sup.2]
(kPa)                 (m [m.sup.-1])

49.0              J = 60670.35 [Q.sup.2]    0.9999
58.8              J = 60031.98 [Q.sup.2]    0.9997
68.6              J = 57850.45 [Q.sup.2]    0.9977
78.4              J = 54113.44 [Q.sup.2]    0.9997
88.2              J = 53484.28 [Q.sup.2]    0.9997
98.0              J = 48935.24 [Q.sup.2]    0.9991

Table 2. Maximum length of lateral lines (m) as a function of
inlet pressure (P) and variation of emitter flow rate ([q.sub.var])
for the Santeno I pipe

p                            [q.sub.var](-)
(kPa)       0.10            0.08           0.06          0.04

49.0    113.3 (97.2)    104.3 (97.8)    93.9 (98.4)   81.4 (99.0)
58.8    113.3 (97.2)    104.2 (97.8)    93.9 (98.4)   81.4 (99.0)
68.6    113.2 (97.2)    104.2 (97.8)    93.9 (98.4)   81.3 (99.0)
78.4    113.2 (97.2)    104.2 (97.8)    93.9 (98.4)   81.3 (99.0)
88.2    113.2 (97.2)    104.2 (97.8)    93.9 (98.4)   81.3 (99.0)
98.0    113.2 (97.2)    104.2 (97.8)    93.9 (98.4)   81.3 (99.0)

Values between parentheses correspond to the emission uniformity
due to hydraulic effects (%)
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Author:de Melo, Veronica G.M.L.; Frizzone, Jose A.; de Camargo, Antonio P.; Bombardelli, Wagner W.A.
Publication:Revista Brasileira de Engenharia Agricola e Ambiental
Date:May 1, 2019
Words:5292
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