http://www.e-journals.net ISSN: 0973-4945; CODEN ECJHAO E-Journal of Chemistry 2011, 8(2), 657-664 Calculation of pH Values for Mixed Waters QIAN HUI*, SONG XIULING, ZHANG XUEDI, YANG CHAO and LI PEIYUE School of Environmental Science and Engineering Chang’an University, Xi’an, 710054, China [email protected] Received 7 September 2010; Accepted 6 November 2010 Abstract: Mixing of waters with different compositions is a common phenomenon. The pH of mixed water can be calculated by introducing charge neutrality equation into the equations for equilibrium distribution calculation of species in water. In this paper, the equations thus obtained were solved by golden section method. To verify the calculation method, laboratory experiments were done for three sets of mixing water. The results showed the calculated pH values are in good agreement with measured ones. Keywords: Mixing of different waters, pH calculation, Experimental verification Introduction The pH is an important property of natural water. It has important effects on the concentration of elements and distribution of species in water as well as the water-rock interaction1,2. In hydrogeological studies, for purpose of deeply understanding various geochemical processes, the saturation indices of minerals in water under different conditions need to be accurately calculated. This in turn requires the accurate calculation of pH. When two waters of different composition are mixed, how will the pH of mixed water change? This is the key question in understanding hydrogeochemical processes caused by mixing. Many researchers have studied the calculating methods of pH values. Jordan3 presented the calculating methods of pH for the mixtures of fresh waters under three cases. Hunter4 gave a method to calculate the temperature dependence of pH in surface seawater as a function of salinity and CO2 composition. Partanen and Minkkinen5 discussed the methods for calculation of the pH of buffer solutions containing sodium or potassium dihydrogen phosphate, sodium hydrogen phosphate and sodium chloride. Bi Shuping6 proposed a simple computer model for predicting the pH values of acidic natural waters. Piedrahita7 developed a procedure for the calculation of pH in fresh and salt waters. For more general cases, pH values of water under different conditions can be calculated by introducing a new equation into the mass action and mass balance equations. In this regard, Plummer et al.8 introduced 658 QIAN HUI et al. charge neutrality equation. Arnorsson et al.9 introduced the mass balance equation of ionic hydrogen, while Reed and Spycher10 introduced mass balance equation of all hydrogen ions. No matter what equation is introduced, the main purpose is to make the number of equations equal to the number of unknowns. Although each of the methods used by the above researchers can be employed to calculate pH values of mixed water, all those methods are rarely verified by experimental data. In this paper, the charge neutrality equations as used by Plummer et al.8 are employed and solved by Golden section method instead of quadratic interpolation method which was used by Plumer8. Actual calculation shows the golden section method is more stable than quadratic interpolation method. To verify the calculated results, laboratory mixing experiments were done for three sets of mixed waters and the results showed the calculated pH values are in good agreement with measured ones. Method of pH Calculation Dissolved species in water can be classified as components and aqueous complexes. Aqueous complexes exist in water as results of combination of opposite charged components. Let A1, A2, …, Ak, …, Am denote components, a1, a2, …, ak, …, am represent their concentrations respectively. Let Y1, Y2, … , Yj, … , Yn denote aqueous complexes and their concentrations are represented by c1, c2, …, cj, …, cn respectively. By introducing the stoichiometric coefficient Pk, j, the reactions forming aqueous complexes can be written as follows11: m ∑ Pk , j Ak = Y j j = 1,2, L , n (1) k =1 When reactions (1) reached equilibrium, the equilibrium constants can be expressed as: K j = {c j } / ∏{ak }P k, j j = 1,2,L, n (2) In equation (2), { } denotes activities of species. The relations between activity and concentration are as follows: {a k } = α k a k (3) {cj} = βj cj (4) th th Where αk and βj represent the activity coefficients of k component and j aqueous complex respectively, which can be calculated by extended Debye-Huckel equation. Substituting equations (3) and (4) into equation (2), we have: m c j = K j F j−1 Pk , j ∏ ak j = 1,2, L , n (5) k =1 Where, Fj = β j / ∏ α k Pk , j j = 1,2,..., n (6) For every aqueous complex, we have an equation like (5). There are totally n equations for n aqueous complexes. Let Tk represent the total concentration of species which contain kth component and then we have: n Tk = ak + ∑ Pk , j c j j =1 k = 1,2L , m (7) Calculation of pH Values for Mixed Waters 659 For every component, we have an equation like (7). There are totally m equations for m components. Since concentration of H+ and OH- can be easily calculated by the pH values of water, so equations (7) usually do not include these two components. Given the pH values of water, equations (5) and equations (7) formed the basic equations for the equilibrium distribution calculation. These equations can be solved by Newton-Raphson method11,12. To calculate the pH values, another equation must be introduced. Here we employ the following charge neutrality equation: m ∑ n ak zk + k =1 ∑c j z j = 0 (8) j =1 Where, zk and zj denote the valent of kth component and jth aqueous complex respectively. In practice, error in chemical analysis is inevitable. So when equations (5) and (7) are solved under laboratory temperature using the measured pH value and the solutions are substituted into equation (8), the result usually does not equal to zero. If this error is denoted by u0, then charge neutrality equation employed for the pH calculation should be: u= m n k =1 j =1 ∑ ak z k + ∑ c j z j − u 0 = 0 (9) Thus it can be seen that when pH value is calculated on the basis of chemical analysis results, it should be chosen in such a way that if this pH value is used to solve equations (5) and (7), their solution should satisfy equation (9). In this way, the calculation of pH value under given condition is transformed into reasonably choosing of pH value, so that u in equation (9) equals to zero. Large numbers of calculated results show u is a monotone function of pH. With the increase of pH, u decreases monotonously. This is because the increase of pH is equivalent to the increase of the concentration of negatively charged OH-, which inevitably makes the calculated results of equation (9) decrease. The calculated pH~u curves for 3 water samples is given in Figure 1. Figure 2 is the pH~|u| curves for the same water samples. Figure 2 clearly shows pH~|u| curve has a sole minimum. At this minimum, u equals to zero. Thus the calculation of pH value under given condition can be transformed into the following optimization problem: Subject to m n k =1 j =1 (10) ∑ ak z k + ∑ c j z j − u0 min u = n ak + ∑ Pk , j c j = Tk k = 1,2, L , m (11) j =1 m c j = K j F j−1 Pk , j ∏ ak (12) j = 1,2, L , n k =1 6 4 2 u 0 -2 -4 -6 5 6 7 8 9 10 11 pH Figure 1. Calculated relation between u and pH values for three water samples 660 QIAN HUI et al. 6 5 abs, u 4 3 2 1 0 5 6 7 8 9 10 11 pH Figure 2. Calculated relations between |u| and pH values for the three water samples This problem can be solved by Golden section method as follows: (1) Give an initial pH, solve equations (11) and (12), calculate u by substitute the solution into equation (9). There are three cases for the calculated u: u<0, u>0 and u=0. u<0 indicates the initial pH is greater than the actual pH of the solution. So we need to decrease pH and do the above calculation until u>0. u>0 indicates the initial pH is lower than the actual pH of the solution. We need to increase the pH until u<0. For the above two cases, we can find the bound of actual pH value of the solution [a, b] by decreasing or increasing the pH value on the basis of the initial pH. u=0 indicates the initial pH happened to be the actual pH of the solution. (2) On the basis of the actual pH bound [a, b], two points can be obtained by the following formulae: a1 = b + 0.618(a − b) (13) b1 = a + 0.618(b − a) (14) Let the pH value of the solution equal to a1 and b1 respectively, solve equations (11) and (12) using these pH values, calculate the corresponding u (a1) and u (b1) by substituting the solutions into equation (9). There are three cases for the calculated u (a1) and u (b1): (a) |u (a1)|<|u (b1)|. According to the mono extremum property of pH~|u| curve, the actual pH value of the solution must be in [a, b1]. (b) |u (a1)|>|u (b1)|. The actual pH value of the solution must be in [a1, b]. (c) |u (a1)|=|u (b1)|. The actual pH value of the solution must be in [a1, b1]. Thus the bounds of the actual pH value of the solution for the above cases can be reduced to [a, b1], [a1, b] and [a1, b1] respectively. (3) Repeat step (2) in the reduced bound until |b-a| is less than a prior given error limit. Then the actual pH value of the solution can be set to be (a+b)/2. In the following example, the calculation is thought to be reached required accuracy when |b-a|<0.0001. Chemical analysis results of mixing waters and the chemical model Chemical analysis results of mixing waters Table 1 listed the chemical analysis results of three mixing waters. Water samples 1 and 2 are groundwater collected in Xi'an city, China. Before the chemical analysis and mixing experiment, some NaOH solution is added to water sample 1 to raise its pH and some HCl solution is added to water sample 2 to reduce its pH. Chemical analysis and mixing experiment are done after two days of addition. Water sample 3 is tap water of Xi’an without any treatment. Calculation of pH Values for Mixed Waters 661 Table 1. Chemical analysis results of the water samples (unit: mg/L) No. 1 2 3 No. 1 2 3 pH 9.62 6.84 8.02 Na+ 280 100 6.6 T oC 25 25 25 K+ 1.5 2 1.5 Cl78.7 175.12 10.64 Ca2+ 29.08 53.66 16.79 SO42122.87 76.88 30.9 Mg2+ 36 58.55 5.09 CO32246.28 0 12.31 Al3+ 0 0 0.1 HCO3197.84 378.14 58.85 Fe2+ 0.03 0.01 0.8 CO2 0 47.54 0 Fe3+ 0.05 0.06 0 SiO2 F25 0.4 20 0.8 5 0.2 u0 mmol/L 2.12 -0.271 -0.5 Chemical model for the mixed water According to the chemical analysis results of mixing waters listed in Table 1, chemical model in Table 2 is used in the calculation of pH of mixed waters. There are totally 62 species in the model, of which 14 species are constituents, 48 species are aqueous complexes. The species are interrelated through chemical reactions in Table 2. The equilibrium constants for the chemical reactions in Table 2 are calculated by the empirical equations given by Arnorsson et al.9. Table 2. Chemical model of the aquatic solution Constituents ClSO42CO32H2SiO42FNa+ K+ Ca2+ Mg2+ Al3+ Fe2+ Fe3+ H+ OH- Aqueous complexes NaCl0 KCl0 FeCl2+ FeCl2+ FeCl30 FeCl4FeCl+ FeCl20 H2SO40 HSO4NaSO4KSO4CaSO40 MgSO40 FeSO40 FeSO4+ AlSO4+ Al(SO4)2H2CO30 HCO3CaCO30 MgCO30 CaHCO3+ MgHCO3+ H4SiO40 H3SiO4NaH3SiO40 Chemical reaction Na+ + Cl- = NaCl0 K+ + Cl- = KCl0 Fe3+ + Cl- = FeCl2+ Fe3+ + 2Cl- = FeCl2+ Fe3+ + 3Cl- = FeCl30 Fe3+ + 4Cl- = FeCl4Fe2+ + Cl- = FeCl+ Fe2+ + 2Cl- = FeCl20 2H+ + SO42- = H2SO40 H+ + SO42- = HSO4Na+ + SO42- = NaSO4K+ + SO42- = KSO4Ca2+ + SO42- = CaSO40 Mg2+ + SO42- = MgSO40 Fe2+ + SO42- = FeSO40 Fe3+ + SO42- = FeSO4+ Al3+ + SO42- = ALSO4+ Al3+ + 2SO42- = AL(SO4)22H+ + CO32- = H2CO30 H+ + CO32- = HCO3Ca2+ + CO32- = CaCO30 Mg2+ + CO32- = MgCO30 2+ Ca + H+ + CO32- = CaHCO3+ Mg2+ + H+ + CO32- = MgHCO3+ 2H+ + H2SiO42- = H4SiO40 H+ + H2SiO42- = H3SiO4+ Na + H+ + H2SiO42- = NaH3SiO40 Contd… 662 QIAN HUI et al. HF0 AlF2+ AlF2+ AlF30 AlF4AlF52AlF63CaOH+ MgOH+ AlOH2+ Al(OH)2+ Al(OH)30 Al(OH)4FeOH+ Fe(OH)20 Fe(OH)3Fe(OH)42FeOH2+ Fe(OH)2+ Fe(OH)30 Fe(OH)4- H+ + F- = HF0 Al3+ + F- = AlF2+ Al3+ + 2F- = AlF2+ Al3+ + 3F- = AlF30 Al3+ + 4F- = AlF4Al3+ + 5F- = AlF52Al3+ + 6F- = AlF63Ca2+ + OH- = CaOH+ Mg2+ + OH- = MgOH+ Al3+ + OH- = AlOH2+ Al3+ + 2OH- = Al(OH)2+ Al3+ + 3OH- = Al(OH)30 Al3+ + 4OH- = Al(OH)4Fe2+ + OH- = FeOH+ Fe2+ + 2OH- = Fe(OH)20 Fe2+ + 3OH- = Fe(OH)3Fe2+ + 4OH- = Fe(OH)42Fe3+ + OH- = FeOH2+ Fe3+ + 2OH- = Fe(OH)2+ Fe3+ + 3OH- = Fe(OH)30 Fe3+ + 4OH- = Fe(OH)4- The composition of mixed water is also needed for the calculation of its pH. When water A with known composition is mixed with another known composition water B by proportion PR, the composition of mixed waters can be calculated by following equation: Tk ( PR ) = PR × Tk ( Α) + (1 − PR ) × Tk (Β) k = 1,2, L , m (15) Where, Tk (A) and Tk (B) are the analyzed concentration of kth constituents for water A and B respectively. When the composition of mixed water is calculated by equation (15), the analytical error of mixing waters is introduced into the composition of mixed water. This error can be calculated by the following equation: u 0 ( PR ) = PR × u 0 ( Α) + (1 − PR ) × u0 (Β) (16) Comparison of calculated and measured results The three mixing waters in Table 1 can be combined into three sets. The first set is the mixing of water samples 1 and 2. The second set is the mixing of water samples 1 and 3. The third set is the mixing of water samples 2 and 3. These three sets of mixed water are mixed in proportions (volume) of 1:9, 2:8, 3:7,…, 7:3, 8:2, 9:1 respectively. The pH values of the mixed waters are measured within 5 minutes after mixing. At the same time, the pH values of the three sets of mixed water are calculated by the method described above. Table 3 listed the calculated and measured results, where pHm is measured pH, pHc is calculated pH, PR is mixing proportion. The results in Table 3 are illustrated in Figure 3. Both Table 3 and Figure 3 show the calculated pH agreed very well with the measured one for all the three sets of mixed water. For the first set of mixed water, the maximum error is 0.125 pH unit. The maximum error of the other two sets of mixed water is less than 0.05 pH unit. Calculation of pH Values for Mixed Waters 663 Table 3. Calculated vs. measured pH values for mixed water First set PR 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 pHm pHc 6.84 6.98 7.18 7.37 7.88 8.46 8.82 9.13 9.31 9.49 9.62 6.840 6.988 7.177 7.453 7.960 8.585 8.936 9.166 9.343 9.491 9.620 Second set |pHm-pHc| pHm 0.000 0.008 0.003 0.083 0.080 0.125 0.116 0.036 0.033 0.001 0.000 pHc 8.02 9.15 9.36 9.48 9.51 9.55 9.57 9.59 9.60 9.61 9.62 Third set |pHm-pHc| pHm 8.020 9.162 9.374 9.470 9.524 9.558 9.580 9.596 9.607 9.615 9.620 0.000 0.012 0.014 0.010 0.014 0.008 0.010 0.006 0.007 0.005 0.000 8.02 7.25 7.08 6.99 6.96 6.94 6.91 6.88 6.87 6.85 6.84 pHc |pHm-pHc| 8.020 7.297 7.116 7.027 6.972 6.934 6.906 6.884 6.867 6.852 6.840 0.000 0.047 0.036 0.037 0.012 0.006 0.004 0.004 0.003 0.002 0.000 pH a 10 9 8 7 6 PR 0.0 0.2 0.4 0.6 pH pH 9 0.8 1.0 10 c b 8 9 7 6 PR 0.0 0.2 0.4 0.6 0.8 1.0 8 PR 0.0 0.2 0.4 0.6 0.8 1.0 Figure 3. Comparison of calculated pH values of mixed waters with measured one a- first set b- second set c- third set Conclusion From the above discussion, the following conclusions can be drawn: • The method described in this paper can be successfully employed to calculate the pH values of mixed water. 664 QIAN HUI et al. • • Chemical reactions among species in aqueous solution as shown in table 2 can reach equilibrium state within a short period of time. The pH values of mixed water usually do not vary linearly with mixing proportion. Their specific variation is dependent upon the composition of end member mixing waters. Acknowledgment This research was supported by the projects of National Natural Scientific Foundation of China (40772160, 40372114). Authors would like to thank the editor and anonymous reviewers for their valuable comments that have greatly improved the quality of the article. 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