Abstract
Recently, rapid industrialization leads to excessive release of heavy metals such as Cr(VI) in the environment. Exposure to chromium (VI) can cause kidney and liver damage, depressed immune systems, and a variety of cancers. Therefore, treatment of Cr(VI) containing wastewater is mandatory. This study aims to optimize the removal of Cr(VI) from aqueous solution using locally available Teff husk activated carbon adsorbent. The laboratory-based study was conducted on the optimization of Cr(VI) removal efficiency of Teff husk activated carbon from aqueous solution. A central composite design was used to examine the effect of the interaction of process parameters and to optimize the process using Design Expert version 7.0 software. The optimized removal efficiency of Teff husk activated carbon (95.597%) was achieved at 1.92 pH, 87.83 mg/L initial concentration, 20.22 g/L adsorbent dose, and 2.07 H contact time. The adsorption of Cr(VI) on Teff husk activated carbon was found to be best fitted with pseudo-second-order kinetics and Langmuir isotherm model of the adsorption. Teff husk activated carbon can be used as an efficient adsorbent for removal of chromium (VI) from contaminated water. Column adsorption needs to be studied in the future.
Similar content being viewed by others
Introduction
The generation rate of wastewater is increasing dramatically worldwide due to the increased consumption of water. Globally, over 80% of the wastewater is discharged to the environment without prior treatment (UN-WWAP 2017). The problem is severe in developing countries because they discharge more than 90% of the wastewater into the environment without proper treatment. In the 21st century, the rapid industrialization leads to excessive release of heavy metals into the environment, which has a significant adverse effect on human health and the environment (Sato et al. 2013). Recently, chromium pollution is a heavy metal pollution that has been a major focus of researchers (Renuga et al. 2010). Chromium may be found as Cr(III) and Cr(VI) in industrial wastewater (Mullick et al. 2017). Its hexavalent form has gotten a great concern due to its hazardous property and carcinogenic to exposed peoples (Renuga et al. 2010; Zhang et al. 2012).
Cr(VI) adversely affects the kidney and liver and causes dermatitis, diarrhea, mouth ulcers, nosebleeds, low white blood cell counts—hence depressed immune defense systems, miscarriages, and a variety of cancers (Solomon 2008; Singh and Singh 2012). According to the Blacksmith Institute’s world worst pollution problems, chromium pollution adversely affects about 16 million people in 2015 globally (Black-Smith-Institute 2015). In aquatic ecosystems, chromium is known to bioaccumulate in algae, aquatic plants, invertebrates, and fish. Toxicological studies proved that hexavalent chromium, even at relatively low concentrations, can cause reduced growth and photosynthesis in algae and aquatic plants; and lethal toxicity, behavior changes; and decreased growth, reproduction and survival in invertebrates; and changes in physical and bio-chemical conditions, increased hatching time, DNA damage, and reduced survival in fish (MiningWatch 2012). For instance, 62 ppb of Cr(VI) inhibits growth in algae and 16 ppb inhibits growth in fish (Solomon 2008).
In Ethiopia, currently there are more than 30 tannery industries in operation. Most of the Ethiopian leather industry uses chrome tanning and discharges their wastewater to nearby water bodies without adequate treatment. As a result, it adversely affects the aquatic ecosystem and the community around the river that uses the water bodies for drinking, personal hygiene, irrigation, etc. The effluent concentration of Cr(VI) in most of the industries in Ethiopia is in the range of 28–45 mg/l (Birhanie et al. 2017), which is much greater than the WHO and Ethiopian Environmental Protection Authority (EEPA) standard value of 0.1 mg/l (Kebede and Gashaw 2016). In view of the pollution hazard caused by Cr(VI), treatment of wastewater to remove excess chromium is imperative.
Several technologies have been applied to remove Cr(VI) from aqueous solutions including precipitation, reverse osmosis, ion exchange, filtration, sand filtration, chemical reduction/oxidation, electrochemical precipitation, membrane filtration, solvent extraction, and electrochemical deposition. However, all of these techniques suffer from various limitations including incomplete metal removal, high reagent consumption and energy utilization, low selectivity, and generation of secondary wastes that are difficult to dispose off (Tesfaye 2016; Azimi et al. 2017; Aravind et al. 2016). Thus, adsorption is the best suited method that can be used in low income countries like Ethiopia due to its inexpensiveness and efficient removal of heavy metals. Due to its high-porosity, activated carbon (AC) is one of the most commonly used alternatives for the removal of Cr(VI) from drinking and wastewater (Zhang et al. 2012). Therefore, it is important to find a way to remove hexavalent chromium using inexpensive adsorbents.
In the present study, an activated carbon that is produced from Teff husk, an agricultural solid waste obtainable from Teff (Eragrostis Teff), was utilized for the removal of Cr(VI) from aqueous samples. Teff (E. Teff), a cereal crop that belongs to the grass family Poaceae, is endemic to Ethiopia. It is the most common and native cereal crop mainly produced in Ethiopia with the largest share of cultivation, over 2.8 million hectares (25–30%) (Kibatu et al. 2017). It is primarily cultivated for its grain for human consumption and its straw and husk for livestock forage. It is also cultivated in most of the country especially in the highlands and able to grow under a wide range of ecological conditions such as on waterlogged area to drought environments. Teff husk is abundant, locally available, and low-cost agro-waste in Ethiopia (Vandercasteelen et al. 2013; Stallknecht et al. 1993; Gebretsadik et al. 2009). Therefore, Teff husk can be used as a potential precursor for the production of low cost activated carbon. No research has been done on the optimized application of THAC for removal of Cr(VI) from an aqueous solution. The purpose of this research is to optimize the efficiency of low-cost, locally available Teff (E. Teff) husk activated carbon for removal of chromium (VI) from aqueous solution.
Methods and materials
Experimental design
A laboratory-based experimental study was conducted at the University of Gondar from March to June 2018 Gondar, Ethiopia.
Chemical and reagents
All chemical and reagents in this study were analytical grade (> 99% pure). Working Cr(VI) solutions were prepared from the stock solution (1000 mg/L) by successive dilutions using distilled water. The sample solution pH was adjusted by adding drops of either NaOH or HCl (1 M each) solution whenever required.
Preparation of the Teff husk activated carbon
The Teff husk was collected from the farmers around Gondar using pre-cleaned polyethylene bags. The Teff husk sample was washed with distilled water and sun dried; followed by oven dried at 105 °C for 24 h to remove the excess moisture. The dried sample was mixed with 1:3 w/w % of conc. H2SO4 and kept at room temperature for 24 h. Then, the solid residue was washed with distilled water and neutralized by soaking in 2% NaHCO3 solution for a day. The product was also air-dried at room temperature and kept in hot air oven at 120 °C for 10 h and then transferred to a muffle furnace kept at 550 °C for an hour (Yimer et al. 2014). Finally, the dried activated carbon was crashed and powdered into a sieve size of 1–2 mm and preserved in desiccators for further use (Tesfaye 2016).
Characterization study of Teff husk activated carbon
The Teff husk activated carbon was characterized in terms of its physical and chemical characteristics (Table 1). American Society for Testing and Materials (ASTM international) standard methods for characterization of activated carbon have been used as described in Table 1. The presence of various functional groups present on the surface of the adsorbent and their role in adsorption were also analyzed using FT-IR (Fourier transform infrared) spectrum within the range of 400–4000 cm−1 using FT-IR-65 Spectrometer.
Batch adsorption experiments
Effect of individual process parameters
Batch adsorption experiments were conducted to investigate the effect of pH, initial concentration of Cr(VI), adsorbent dose, and contact time on Cr(VI) removal efficiency of THAC (Emirie 2015; Dula et al. 2014; Kakavandi et al. 2014; Ali et al. 2016; Ali and Alrafai 2016). The range of each of the four process parameters was determined based on previous studies as stated in Table 2 and taking the others variables constant.
Flasks containing 100 ml of samples were agitated by using thermostatic shaker with 25 °C at 200 rpm for all experiments. Then, the samples were filtered by using Whatman No.1 filter papers, and supernatant was analyzed for Cr(VI) ion concentration by flame atomic absorption spectrometer. The blank adsorption experiments were also carried out. Then, the removal efficiency of THAC was determined (Tesfaye 2016).
Where Co and Ct are the Cr(VI) concentrations in mg/L initially and at a given time t, respectively.
Optimization of process parameters
The optimum adsorption conditions and the interaction of the four variables considered in this study were determined by response surface methodology (RSM) through face-centered central composite design (CCD) (Gnanasundaram et al. 2017). RSM is the best design to find the ideal process settings and achieve the optimal performance of a surface processes (Magoling and Macalalad 2017; Gnanasundaram et al. 2017). For each factors − 1 and + 1 levels were estimated from the batch experiment. Then 30 random runs generated by CCD and computed by the formula: N = 2f + 2f + fc, where f is the number of factors and fc is the center runs, were tested. The adsorption process was conducted for each solution with three levels (− 1, 0, + 1) of pH, initial concentration of Cr(VI) ions, dose of activated carbon, and contact time as described in Table 4. Then, the Cr(VI) removal efficiency of THAC and its optimum condition have been determined. Design expert software version 7.0.0 was used for the modeling and optimization experiment.
Isotherm and kinetics studies
Adsorption isotherm was also studied with different initial concentration of Cr(VI) (100, 150, 200, 250 mg/L) and optimum pH, AC dose, and contact time. Then, equilibrium concentration (Ce), amount of adsorbed adsorbate at an equilibrium (qe), and specific adsorption (Ce/qe) were calculated to determine the isotherm of the adsorption. Then, the isotherm was examined whether it is fitted to Langmuir isotherm model by plotting (plot Ce/qe vs Ce) (eq. 3) or Freundlich isotherm model (plot log qe vs 1/log Ce) (eq. 4) using R-squared value (Tesfaye 2016).
Adsorption kinetics was examined with batch adsorption by making conc. of Cr(VI), pH and, dose of AC at optimum condition with different the contact time (0.5, 1.0, 1.5, 2.0 h). Then, the amount of adsorbed adsorbate at an equilibrium (qe) and amount of adsorbed adsorbate at any instant of time t (qt) were calculated to determine the kinetics of the adsorption. Then, the adsorption kinetics was also tested whether it is fitted to pseudo-first order kinetics (plot log (qe − qt) vs t) (Eq. 5) or pseudo-second-order kinetic models (plot 1/qt vs t) (Eq. 6) using R-squared value (Tesfaye 2016).
Statistical analysis and modeling of Cr(VI) adsorption
Design Expert (version 7.0.0) software was used for statistical data analysis. The analysis was carried out using the response surface methodology (RSM) through three level central composite design (CCD) (Emirie 2015). The statistical analysis that was performed includes model selection, model fitness test, and ANOVA analysis. A model was selected depending on p value, lack of fit, and R-squared values. The effect of each independent variables and their interactions on the response variable were evaluated by ANOVA. Log transformed second-order polynomial regression was also used to evaluate the magnitude and direction of the effect of individual process parameters [pH (A), initial concentration of Cr(VI) (B), adsorbent dose (C), and contact time (D)] and their interaction on the removal efficiency of THAC. R-squared value was also used to select the better fit isothermal and kinetics model of the adsorption.
Data quality control
The chemicals used in the study were standardized. The flame atomic absorption spectrometer (FAAS) was calibrated with seven standard solutions of Cr(VI) (0, 2, 4, 6, 8, 10, and 12 ppm). Then, the calibration curves were drawn (absorbance vs concentration of Cr(VI)), and the analysis of samples was performed when the R-squared is greater than 0.99 (Annex 1 in supplementary material).
Results and discussion
Characterization of the Teff husk activated carbon
The physicochemical characteristics of THAC (Table 3) show as the prepared activated carbon has good quality to be used as an adsorbent for removal of hexavalent chromium from aqueous solution. As clearly stated on Table 3, the prepared AC contains lower ash content, volatile matter, and moisture content as compared to some of the activated carbons produced from different agro-wastes. Lower ash, volatile matter, and moisture content of THAC indicate as it is highly porous (Kebede and Gashaw 2016), contain lower non-carbonaceous content, and hydrophobic in its nature, respectively (Tesfaye 2016). The high carbon yield and fixed carbon of THAC were also supportive for the feasibility of production of THAC adsorbent (Mussatto et al. 2010). The carbon yield of THAC is also significantly higher than those observed for other lignocellulose materials such as coffee husk and corncob-based activated carbons (Tesfaye 2016; TESHOME 2015). According to American Water Work Association, to the feasibility practical use of an activated carbon, it’s the bulk density should not to be less than 0.25 g/cm3 (Devi et al. 2012). The bulk density and porosity of the prepared THAC were found to be 0.549 g/cm3 and 42.5% as stated in Table 3, which is enough porous with higher surface area and satisfies the above condition. The pH and pzc of the prepared activated carbon become 6.78 and 5.1, respectively (Table 3). The cause for acidic pzc of prepared Teff husk activated carbon may be due to the presence of acidic functional groups such as carboxyl, phenolic, and others on the surface of THAC (TESHOME 2015).
The surface functional groups of THAC that show the change after loading of Cr(VI) were determined. As shown in Fig. 1, the strong peaks of IR spectra were observed at 3466 cm−1, 1631 cm−1, and 1106 cm−1 and represents the presence of hydroxyl (-OH), unsaturated C=C, –C–O– groups on the surface of THAC, respectively; which plays a great role in the adsorption process. In the present study, FT-IR spectrum shows that the transmittance band observed at 1106 cm−1 decreases to 1095 cm−1 after adsorption. This shift can be enlightened by the formation weak and broken bands of –C–O, which resulted from Cr(VI) bonding with carbonyl groups, could not be observed in the spectrum. Therefore, it can be considered as Cr(VI) ion may be chemically adsorbed on the surface of the THAC (Sencan and Kiliç 2015). These functional groups were also found in other agro-waste-based activated carbons (TESHOME 2015; Tadesse et al. 2015).
Effect of experimental parameters on adsorption of Cr(VI) on the THAC
Effect of solution pH on adsorption
The current study depicted that uptake of Cr(VI) decreases with increasing pH as shown in Fig. 2a. This might be due to at lower pH, number of OH− groups becomes decrease, and the net positive charge of activated carbon becomes increase. This leads to high electrostatic force for the adsorption of chromate anions (acid chromate (HCrO4 −), chromate (CrO42−), and dichromate (Cr2O72−) ions) on the positive surface of activated carbon (Mullick et al. 2017; Kakavandi et al. 2014; Dula et al. 2014). Maximum Cr(VI) removal efficiency was obtained at pH 2, which is in line with the actual pH of most industrial effluents such as tannery, electroplating, and chromium plating effluent. This depicts that THAC can be used as the best choice for removal of Cr(VI) from most industrial effluents (Alemayehu et al. 2011). While application of THAC for treatment of effluents with higher pH, adjustment of the pH would be required prior to adsorption (Itankar and Patil 2014). The finding was in close agreement with other studies (Dula et al. 2014; Renuga et al. 2010; Singh and Singh 2012; Zhang et al. 2012; Tadesse et al. 2015).
Effect of initial concentration of Cr(VI) on adsorption
The result shown in Fig. 2b shows that as the initial concentration of Cr(VI) increases, its removal efficiency becomes decrease. At higher concentration, the available sites of adsorption to initial number of metals become fewer and the removal efficiency becomes decreased (Tadesse et al. 2015). The maximum removal efficiency was also achieved at 100 mg/L initial concentration of the metal. This result is also in agreement with other studies conducted on different agro-waste-based ACs (Dula et al. 2014; Berihun 2017).
Effect of adsorbent dose on adsorption
As clearly shown in Fig. 2c, the removal efficiency of THAC becomes increase with increase in the dose of activated carbon. This may be due to the availability of more adsorption sites for the metal ions (Emirie 2015; Gnanasundaram et al. 2017). But further increase in dose of activated carbon leads to decrease in the removal efficiency. This may also due to instauration of the active sites on the adsorbent surface and aggregation resulting from high adsorbate concentrations (Kakavandi et al. 2014; Tesfaye 2016). The maximum removal efficiency was also achieved with an adsorbent dose of 20 g/L or 2 g/100 ml of solution. This finding is also consistent with other studies (Kebede and Gashaw 2016; Azimi et al. 2017; Devi et al. 2012).
Effect of contact time on adsorption
In this study, the removal efficiency of THAC increases with increasing the contact time. But it starts to fall down for an increase in time beyond the equilibrium time. This is because the extent of adsorption increased rapidly in the initial stages due to the presence of large number of unoccupied active sites of an activated carbon. But after a certain time, most sites may be occupied and the remaining sites may be difficult to occupy because of repulsive forces between adsorbate ions on the solid and in the solution (Devi et al. 2012). The maximum removal efficiency was achieved at the equilibrium point after 2 h contact time. This finding is also in agreement with other studies conducted on agro-waste activated carbons.
Optimum condition for Cr(VI) removal using THAC
Chromium (VI) adsorption modeling and model analysis
The three levels of each four process parameters were selected based on the highest removal efficiency from batch adsorption experiment. The response surface methodology and CCD were used to select the model and to optimize adsorption conditions.
The interaction effect of four studied variables pH (A), initial concentration of Cr(VI) (B), adsorbent dose (C), and contact time (D) on the removal efficiency of Cr(VI) was studied with 30 random experimental runs generated by CCD. The adsorption of Cr(VI) on THAC in terms of removal efficiency was found to be in range from 76.27 to 95.77% (Table 5). The actual removal efficiency was also found in close agreement with the predicted removal efficiency of THAC.
The quadratic model was found to be the highest order polynomial function with maximum adjusted R-squared value (0.9994) (Table 6) and was selected as the best model to represent chromium (VI) efficiency of THAC. This is also consistent with the studies conducted on the removal of Cr(VI) using different agro-waste-based activated carbons (Emirie 2015; Gnanasundaram et al. 2017; Aravind et al. 2016).
ANOVA and Log transformed second-order quadratic regression
Different diagnostic and influence plots were also examined to test the effect of outliers and satisfaction of the assumptions of the analysis of variance. All plots revealed that the model has satisfied the assumption of ANOVA (Annex 2 in supplementary material). As given in Table 7, the ANOVA test was performed to examine the significance of the individual factors and their interaction on the removal efficiency of THAC. p values less than 0.05 indicate model terms were significant. In this study, A, B, C, D, AB, AC, AD, BC, BD, CD, A2, B2, C2, D2 were significant model terms. This indicated that all the parameters are significant process parameters to the removal efficiency of THAC. This finding is also in agreement with other studies conducted on agro-waste-based activated carbons (Tesfaye 2016; Gnanasundaram et al. 2017, Aravind et al. 2016). Log transformed second-order quadratic regression was also done to estimate the removal efficiency as a second-order polynomial function of four independent process parameters. By default, the high levels of the factors were coded as + 1 and the low levels are coded as − 1. The coded equation is useful for identifying the relative impact of the factors by comparing the factor coefficients (Aravind et al. 2016).
.
Estimation of combined effects of the factors
The CCD method is used to examine the significant effects of the process parameters (pH, initial concentration, adsorbent dose, and contact time) on the removal efficiency of Cr(VI). By making other variables constant, the effect of interaction of two variables at a time on the responses was investigated and presented below using contour plots and 3D response surface.
Figure 3a illustrates the 3D plot of combined effect of pH and initial concentration of Cr(VI) at constant adsorbent dosage (20 g/L) and contact time (2 h). The removal efficiency gets increase with decrease in pH until pH 2, and it starts to decline for further lower pH. The removal efficiency also becomes increase with increase adsorbent dose until it reaches 20 g/L and decrease with further addition of adsorbent dose. As stated from coded equation of the response variable, the combined effect of pH and initial concentration of Cr(VI) (A, B) affect the removal efficiency negatively with the coefficient of − 0.0015 (Eq. 2). It also has a significant effect on removal efficiency with p value of 0.0178 (Table 7). The maximum removal efficiency at all the studied concentrations takes place at pH 2 and at initial concentration of 100 mg/L.
The interaction between pH and adsorbent dose on Cr(VI) removal efficiency of THAC is presented in Fig. 3b. The removal efficiency gets increase with decrease in pH until pH 2, and it starts to decline for further lower pH. It also becomes increase with increasing adsorbent dose until it reaches 20 g/L and decrease with further addition of adsorbent dose. As stated from coded equation of the response variable, the combined effect of pH and adsorbent dose (A, C) affects the removal efficiency positively with the coefficient of + 0.0037 (Eq. 2). It also has a significant effect on removal efficiency of THAC with p value of less than 0.001 (Table 7). The maximum adsorption of Cr(VI) ion is obtained at pH 2 and AC dose of 20 g/L.
Figure 3c shows that the effect of solution pH and contact time on the removal efficiency of THAC was significant. The removal efficiency of THAC was increased with increase in contact time until is equilibrium point. It also becomes increase with increasing contact time until it reaches 2 h and decrease with further increase in contact time. As stated from coded equation of the response variable, the combined effect of pH and contact time (A, D) affects the removal efficiency negatively with the coefficient of − 0.0018 (Eq. 2). It also has a significant effect on removal efficiency of THAC with p value of 0.0071 (Table 7). The maximum removal efficiency was achieved at pH 2 and contact time of 2 h.
The combined effect of initial Cr(VI) concentration and adsorbent dose on removal efficiency of THAC is shown in Fig. 3d. From the plots, it can be seen that the removal efficiency increases with decrease in the initial Cr(VI) concentration from 150 to 100 mg/L and increase in adsorbent dose from 15 to 20 g/L. As stated from coded equation of the response variable, the combined effect of initial Cr(VI) concentration and adsorbent dose (B, C) affect the removal efficiency positively with the coefficient of + 0.0144 (Eq. 2). It also has a significant effect on removal efficiency of THAC with p value of less than 0.001 (Table 7). The maximum removal efficiency was achieved at initial Cr(VI) concentration from 100 mg/L and adsorbent dose of 20 g/L.
The interaction effect of initial Cr(VI) concentration and contact time on the removal efficiency of THAC is shown in Fig. 3e. The figure revealed that as the contact time increases from 1.5 to 2.0 h, the removal efficiency becomes increased and becomes decreased for longer contact time. As stated from coded equation of the response variable, the combined effect of initial Cr(VI) concentration and contact time (B&D) affects the removal efficiency negatively with the coefficient of − 0.0123 (Eq. 2). This result is also supported by the ANOVA result which showed that the interaction of initial metal Cr(VI) concentration and contact time has significant effect on the removal efficiency with the p value of less than 0.001 (Table 7). Therefore, the interaction between contact time and initial metal Cr(VI) concentration has a significant effect on the removal efficiency of THAC.
The combined effect of adsorbent dose and contact time on the removal efficiency of THAC is shown in Fig. 3g. From the plots, it can be seen that the removal efficiency increases with adsorbent dose from 15 to 20 g/L and increasing contact time from 1.5 to 2.0 h. As stated from coded equation of the response variable, the combined effect of adsorbent dose and contact time (C, D) affects the removal efficiency negatively with the coefficient of − 0.0049 (Eq. 2). It also has a significant effect on removal efficiency of THAC with p value of less than 0.001 (Table 7). It also revealed that the maximum removal efficiency was achieved at an adsorbent dose of 20 g/L and 2.0 h contact time.
Optimized condition for Cr(VI) removal and validation experiments
An experiment was conducted to evaluate the optimization result under optimum conditions predicted by the model. The actual experimental removal efficiency of THAC at the optimum condition was in close agreement with model predicted value (Table 8). Therefore, the optimization conditions were validated.
Adsorption mechanism
Adsorption isotherm models
The Langmuir and Freundlich isotherms were used to describe the mechanism in which the metal ions and active surfaces of an adsorbent are interacted together (Ong et al. 2010).
Langmuir Isotherm according to Langmuir adsorption theory, active sites of adsorbent are homogeneously distributed and the adsorption is monolayer. This is better isotherm to explain chemical adsorption (Abas et al. 2013). The isotherm is represented by:
The fitness of this isothermal model can be determined from the linear plot of specific adsorption (Ce/qe) against the equilibrium concentration (Ce) as plotted in Fig. 4a. The values of constants, the energy of adsorption (b), and maximum adsorption capacity (qmax) can be determined from the slope and intercept of the plot (Desta 2013).
Freundlich isotherm model assumes as the active sites of surfaces are heterogeneous; there is an interaction between adsorbed molecules and not restricted to the formation of a monolayer (Abas et al. 2013). The fitness of the model was tested using the linearized equation of Freundlich model:
where qe represents the amount adsorbed per amount of adsorbent at the equilibrium (mg/g), Ce represents the equilibrium concentration (mg/L), and adsorption capacity (Kf) and adsorption intensity (n) are Freundlich constants whose value can be determined from the plot of ln qe versus ln Ce as plotted in Fig. 4b.
Results stated on Fig. 4 revealed that the higher correlation coefficient is observed using the Langmuir isothermal model. This implies that the model is best fitted to explain Cr(VI) adsorption on THAC. So the active sites of THAC were homogeneously distributed and the adsorption was monolayer and chemical adsorption (Emirie 2015).
Adsorption kinetics models
Adsorption kinetics represents the solute removal rate. Information on adsorption kinetics can also be used to select the optimum condition for full-scale removal processes design (Tesfaye 2016).
Pseudo-first order kinetics model refers to the assumption of the rate of change of solute uptake with time which is directly proportional to the difference in the saturation concentration and the amount of solid uptake with time. The fitness of pseudo-first order kinetic model was tested using the linearized equation of Lagergren model is given by (Emirie 2015):
where qe and qt are the amount of adsorbed adsorbate (mg/g) at an equilibrium and at any instant of time t (min), respectively, and k1 is the rate constant of pseudo-first order adsorption operation (min−1). The values of K1 and qe can be determined from the slop and intercept of the plot of log (qe − qt) versus t, respectively, as plotted in Fig. 5a.
Pseudo-second-order Kinetics model is based on the assumption that the rate limiting step may stem from the chemical adsorption involving valence forces through the sharing or exchange of electrons between the adsorbent and adsorbate. The fitness of pseudo-second-order kinetic model was tested with the linearized equation given as (Emirie 2015):
where K2 is the rate constant of pseudo-second-order adsorption operation. The values of K2 and qe can be determined from the slop and intercept of the plot of t/qt versus t, respectively, as plotted in Fig. 5b.
Results on Fig. 5a, b show that higher correlation was observed by using the pseudo-second-order equation. This implies the pseudo-second-order model provides the best correlation of the data. So the rate limiting step may be caused by chemisorption involving valency forces through sharing or exchange of electrons between adsorbent and adsorbate. The result of isotherm and kinetics studies was also in agreement with other studies conducted to examine the kinetics of Cr(VI) on activated carbon (Mullick et al. 2017; TESHOME 2015; Tadesse et al. 2015).
Final fate of Cr(VI) adsorbed THAC
Since chromium is non-renewable and finite natural resource, application of THAC is not limited for its removal from the wastewater but also outspreads to recovery and recycling of chromium for chrome tanning and other industrial purposes (Itankar and Patil 2014). Therefore, chromium will be recovered and back returned to industry.
Limitation of the study
In this study, the adsorption was conducted in batch adsorption manner due to short period of the study, so the adsorption is not conducted in column adsorption process which is better fit to design in industries.
Conclusion and recommendation
The present study focused on the application of Teff husk activated carbon as an effective and locally available adsorbent for removal of hexavalent chromium from aqueous solution. The optimum Cr(VI) removal efficiency of THAC (95.597%) was achieved at pH 1.92, initial concentration of 87.83 mg/L, adsorbent dose of 20.22 g/L, and contact time of 2.07 h. The adsorption of Cr(VI) on to THAC was best fitted to pseudo-second-order kinetics model (R2 = 0.9986) and Langmuir isotherm model (R2 = 0.999). In conclusion, THAC can be used as an effective, locally available, economical, and environmental friendly adsorbent for removal Cr(VI) removal from contaminated water. Column adsorption needs to be studied in future.
References
Abas SNA, Ismail MHS, Kamal ML, Izhar S (2013) Adsorption process of heavy metals by low-cost adsorbent: a review. World Appl Sci J 28:1518–1530
Alemayehu E, Thiele-Bruhn S, Lennartz B (2011) Adsorption behaviour of Cr(VI) onto macro and micro-vesicular volcanic rocks from water. Sep Purif Technol 78:55–61
Ali IH, Alrafai HA (2016) Kinetic, isotherm and thermodynamic studies on biosorption of chromium(VI) by using activated carbon from leaves of Ficus nitida. Chem Cent J 10:36
Ali A, Saeed K, Mabood F (2016) Removal of chromium(VI) from aqueous medium using chemically modified banana peels as efficient low-cost adsorbent. Alex Eng J 55:2933–2942
Aravind J, Kanmani P, Sudha G, Balan R (2016) Optimization of chromium(VI) biosorption using gooseberry seeds by response surface methodology. Glob J Environ Sci Manag 2:61–68
ASTM (1999a) ASTM D2867-99, standard test methods for moisture in activated carbon. www.astm.org. ASTM International, West Conshohocken, PA
ASTM (1999b) ASTM D3838-80, standard test method for pH of activated carbon. www.astm.org. ASTM International, West Conshohocken, PA
ASTM (2003) Annual book of ASTM standards, standard test method for volatile matter content of activated carbon samples, ASTM D5832-95. United State of America, Philadelphia, PA
ASTM (2004a) ASTM D2854-96(2004), standard test method for apparent density of activated carbon. www.astm.org. ASTM International, West Conshohocken, PA
ASTM (2004b) ASTM D2866-94, standard test method for total ash content of activated carbon. www.astm.org. ASTM International, West Conshohocken, PA
Azimi A, Azari A, Rezakazemi M, Ansarpour M (2017) Removal of heavy metals from industrial wastewaters: a review. ChemBioEng Rev 4:37–59
Berihun D (2017) Removal of chromium from industrial wastewater by adsorption using coffee husk. J Mater Sci Eng 6:2
Birhanie M, Leta S, Khan MM (2017) Removal of hazardous pollutants from tannery wastewater by naval filter medium (pumice) through adsorption and filtration method. IOSR J Environ Sci Toxicol Food Technol (IOSR-JESTFT) II:38–45
Black-Smith-Institute (2015) World’s worst pollution problems
Desta MB (2013) Batch sorption experiments: langmuir and freundlich isotherm studies for the adsorption of textile metal ions onto Teff straw (Eragrostis tef) agricultural waste. J Thermodyn 2:6
Devi BV, Jahagirdar AA, Ahmed MNZ (2012) Adsorption of chromium on activated carbon prepared from coconut shell. Int J Eng Res Appl (IJERA) 2:364–370
Dula T, Siraj K, Kitte SA (2014) Adsorption of hexavalent chromium from aqueous solution u sing chemically activated carbon prepared from locally available waste of bamboo (Oxytenanthera abyssinica). ISRN Environ Chem 9
Emirie M (2015) Removal of chromium hexavalent (Cr(VI) from aqueous solution using activated carbon prepared from Prosopis Juliflora plant and find the optimal operating condition for adsorption process. Addis Ababa University, Addis Ababa
Gebretsadik H, Haile M, Yamoah CF (2009) Tillage frequency, soil compaction and N-fertilizer rate effects on yield of Teff (Eragrostis tef (Zucc) Trotter) in central zone of Tigray, Northern Ethiopia. Momona Ethiop J Sci 1.
Gnanasundaram N, Loganathan M, Singh A (2017) Optimization and performance parameters for adsorption of Cr6+ by microwave assisted carbon from Sterculia foetida shells. In: IOP conference series: materials science and engineering, vol 206
Itankar N, Patil Y (2014) Management of hexavalent chromium from industrial waste using low-cost waste biomass. Procedia Soc Behav Sci 133:219–224
Kakavandi B, Kalantary RR, Farzadkia M, Mahvi AH, Esrafili A, Azari A, Yari AR, Javid AB (2014) Enhanced chromium (VI) removal using activated carbon modified by zero valent iron and silver bimetallic nanoparticles. Journal of environmental health science and engineering. 12:115
Kebede F, Gashaw A (2016) Removal of chromium and azo metal-complex dyes using activated carbon synthesized from tannery wastes. Open Access J Sci Technol 5:30
Kibatu G, Chacha R, Kiende R (2017) Determination of major, minor and trace elements in Tef using portable total x-ray fluorescence (TXRF) spectrometer. EC Nutr 9:51–59
Magoling BJA, Macalalad AA (2017) Optimization and response surface modelling of activated carbon production from Mahogany fruit husk for removal of chromium (VI) from aqueous solution. BioResources 12:3001–3016
MiningWatch (2012) Potential toxic effects of chromium, chromite mining and ferrochrome production: a literature review. MiningWatch Canada
Mullick A, Moulik S, Bhattacharjee S (2018) Removal of hexavalent chromium from aqueous solutions by low-cost rice husk-based activated carbon: kinetic and thermodynamic studies. Indian Chem Eng. 60(1):58–71
Mussatto SI, Fernandes M, Rocha GJM, Órfão JJM, Teixeira JA, Roberto IC (2010) Production, characterization and application of activated carbon from brewer’s spent grain lignin. Biores Technol 101:2450–2457
Ong S-A, Toorisakaa E, Hirataa M, Hanoa T (2010) Adsorption and toxicity of heavy metals on activated sludge. ScienceAsia 36:204–209
Rai MK, Shahi G, Meena V, Meena R, Chakraborty S, Singh RS, Rai BN (2016) Removal of hexavalent chromium Cr(VI) using activated carbon prepared from mango kernel activated with H3PO4. Resour-Eff Technol 2:S63–S70
Renuga DEVI, Manjusha K, Manjusha P (2010) Removal of Hexavalent Chromium from aqueous solution using an eco-friendly activated carbon adsorbent. Adv Appl Sci Res 1:247–254
Sato T, Qadir M, Yamamoto S, Endo T, Zahoor A (2013) Global, regional, and country level need for data on wastewater generation, treatment, and use. Agric Water Manag 130:1–13
Şencan A, Kılıç M (2015) Investigation of the changes in surface area and FT-IR spectra of activated carbons obtained from hazelnut shells by physicochemical treatment methods. J Chem
Singh SR, Singh AP (2012) Treatment of water containg chromium (VI) using rice husk carbon as a newlow cost adsorbent. Int J Environ Res 6:917–924
Solomon F (2008) Impacts of metals on aquatic ecosystems and human health. Environ Commun
Stallknecht GF, Gilbertson KM, Eckhoff J (1993) Teff: food crop for humans and animals. New crops, Wiley, New York, pp 231–234
Tadesse B, Teju E, Megersa N (2015) The Teff straw: a novel low-cost adsorbent for quantitative removal of Cr(VI) from contaminated aqueous samples. Desalination Water Treat 56:2925–2936
Tesfaye D (2016) Removal of lead from waste water using corn cob activated carbon as an adsorbent. AAU, ResearchGate
Teshome A (2015) Preparation, characterization and application of coffee husk based activated carbon for adsorption of Cr(VI) from aqueous solution. Adiss Abeba University, Adiss Abeba
UN-WWAP (2017) The United Nations world water development report. wastewater: the untapped resource. UNESCO, Paris
Vandercasteelen J, Dereje M, Minten B, Taffesse AS (2013) Scaling-up adoption of improved technologies: the impact of the promotion of row planting on farmers’ Teff yields in Ethiopia. LICOS-discussion paper series 344/2013, pp 1–25
Yimer J, Yadav OP, Kebede T, Mohammed J (2014) Kinetics and equilibrium study of adsorption of phenol red on teff (Eragrostis teff) husk activated carbon. Int J Innov Sci Res 11:471–476
Zhang J, Shang T, Jin X, Gaod J, Zhaoe Q (2012) Study of chromium(VI) removal from Aqueous Solution using nitrogen-enriched activated carbon based bamboo processing residues. RSCPublishing, pp 1–3
Acknowledgments
The authors are pleased to acknowledge University of Gondar for its unreserved contribution to the success of this study.
Funding
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Consent for publication
All authors read and approved the manuscript.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Adane, T., Haile, D., Dessie, A. et al. Response surface methodology as a statistical tool for optimization of removal of chromium (VI) from aqueous solution by Teff (Eragrostis teff) husk activated carbon. Appl Water Sci 10, 37 (2020). https://doi.org/10.1007/s13201-019-1120-8
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s13201-019-1120-8