Journal of Geoscience and Environment Protection
Vol.05 No.07(2017), Article ID:77796,44 pages
10.4236/gep.2017.57011

Sesame Husk as Adsorbent for Copper(II) Ions Removal from Aqueous Solution

Haitham Ahmed El-Araby1*, Abel Moneim Mohamed Ahmed Ibrahim2, Ahmed Hashem Mangood1, Adel A.-H. Abdel-Rahman1

1Chemistry Department, Faculty of Science, Menoufia University, Shebin El-Kom, Egypt

2Chemistry Department, Faculty of Science, Alexandria University, Alexandria, Egypt

Copyright © 2017 by authors and Scientific Research Publishing Inc.

This work is licensed under the Creative Commons Attribution International License (CC BY 4.0).

http://creativecommons.org/licenses/by/4.0/

Received: May 28, 2017; Accepted: July 18, 2017; Published: July 21, 2017

ABSTRACT

In this study, the adsorption behavior of copper(II) ions from aqueous solutions onto sesame husk (SH) was investigated. The effect of different parameters such as pH, contact time, adsorbent dosage, adsorbate concentration, temperature and agitation speed was studied. Thermodynamic parameters, equilibrium isotherms and kinetic data have been evaluated. The functional groups and surface morphology of SH adsorbent were characterized by FTIR and SEM. Adsorption equilibrium isotherms were expressed by Langmuir, Freundlich and Dubinin-Radushkevich (D-R) adsorption models and it was found that Langmuir adsorption model fits the experimental data better than Freundlich and D-R models. The adsorption can be best described by the pseudo second-order kinetic model.

Keywords:

Copper(II) Ions Adsorption, Kinetics, Thermodynamic Parameters

1. Introduction

Serious environmental pollution arises as a result of the industrial activities and technology development due to waste streams of heavy metals from several industries which are poured into rivers. This occurs in many industries including mining process, smelting, metal plating, pigment, battery manufacturing processes, metallurgical industries [1] [2] [3] , tannery and fabrication [4] .

Various treatment methods and traditional technologies are used to remove heavy metals from wastewater, for instance, chemical oxidation/reduction [5] [6] , electrodialysis [7] , ultrafiltration [8] [9] , solvent extraction [10] , ion-ex- change, evaporation, membrane filtration [11] [12] [13] [14] , chemical precipitation [15] , reverse osmosis [16] and coagulation [17] . However, there are some disadvantages accompany with these technologies such as high cost, sensitive operating conditions and possibility of secondary sludge production [18] [19] which suffocate their generalization in industries.

Adsorption is considered one of the important methods used for the removal of heavy metals [20] [21] [22] [23] . Comparing to the other purification and separation methods, adsorption-as a wastewater treatment process-has demonstrated its efficiency and economic feasibility and has gained importance in industrial applications [24] [25] , as elimination of heavy metal cations from aqueous solution by selecting the suitable adsorbents under optimum operation conditions [26] .

One of the advantages of natural adsorbents is that, they are easily applicable because of their adaption to several conditions as pH, temperature, pressure and agitation. Besides, these materials are cheap and highly efficient [27] . So, development of alternative adsorbent materials featuring high availability, high adsorption capacities and feasibility is required [27] . In addition, the cost of these biosorbent materials is negligible compared with the cost of activated carbon or ion-exchange resins [28] .

Recently, agricultural by-products have been widely studied for sequestering of metals from water including peat [29] , wood [30] , pine bark [31] , banana pith [32] , rice bran, soybean and cottonseed hulls [33] , peanut shells [34] , hazelnut shell [35] , rice husk [36] , sawdust [37] , wool [38] , orange peel and compost [39] and leaves [40] . Most of this work has approved that natural products could be perfect adsorbents for heavy metals [26] .

Most metals in the fourth period of periodic table are carcinogenic. This carcinogenicity is assumed to be related to the electronic structure of transition and inner transitional metals [41] . Since copper is an essential metal in a number of enzymes for all forms of life, problems take place when it is deficient or in excess [26] . Copper is considered one of the most widely used heavy metal and the cupric ion, Cu(II), is the most prevalent species found in the environment and copper in this form is toxic to many living organisms [3] [42] [43] .

Human is exposed to abnormally high levels of toxic metals in drink and food due to some practices such as cooking in copper-lined or copper-glazed pots and using copper pipes to supply water [44] . Drainage discharge, fertilizer industries, mining wastes, plating baths, paints and pigments, etc. are different sources of copper waste [12] .

Although copper in trace amounts is essential to living organisms, excessive copper in water may cause harmful effects as neurotoxicity, jaundice, diarrhea, respiratory difficulties, liver and kidney failure, and even death [43] [45] [46] . Intake of excessively large portions of copper by man leads to severe mucosal irritation and corrosion, widespread capillary damage, hepatic and renal damage, central nervous system irritation followed by depression, gastrointestinal irritation [12] [47] .

One of the epidemiological evidences, a high incidence of cancer among coppersmiths, suggests a primary carcinogenic role for copper [41] . The allowable limit of copper in drinking water is 1.3 and 2.0 mg/L according to U.S. Environmental Protection Agency (EPA) and WHO respectively [48] .

Among the several methods described in literature, adsorption is the most effective method that has been successfully applied in the purification and recovery of Cu(II) ions from liquid waste because of its high efficiency and easy handling [49] .

Agricultural materials especially those containing cellulose present potential metal biosorption capacity. Set of functional groups are exist in the basic components of the agricultural waste materials biomass such as extractives, hemicellulose, lignin, lipids, proteins, simple sugars, water hydrocarbons, starch. The functional groups facilitate metal complexation which helps for the heavy metals elimination [18] [50] [51] [52] .

Agricultural waste materials seem to be viable option for heavy metal remediation for many reasons; 1) they are available in abundance, 2) are economic and ecofriendly, 3) more efficient, 4) they have unique chemical composition, 5) renewable and finally 6) low in cost. These materials are used in the removal of metal ions either in their natural form or after some physical or chemical modification [18] .

For centuries, sesame seeds have been plowed particularly in Asia and Africa. In 2009, the world production of sesame seed was around 4 million tons and the major production areas were Asia (nearly 2.5 million tons) and Africa (nearly 1.3 million tons), with a reported percentage of 62.6% and 33.1% of the total world production [53] . Sesame seeds present a considerably higher content of polyphenolic compounds [54] . Husks are used as feed or fuel, but they have relatively high contents of phenolics in some cases, usually higher than their contents in seeds [55] and phenolic compounds can act as metal chelators [56] . Sćiban et al. [57] conducted an experiment on the efficiency of sawdust as an adsorbent in the removal of Cu(II) ion. It was found that, sawdust contains various organic compounds (lignin, cellulose and hemicellulose) with polyphenolic groups that could bind heavy metal ions through different mechanisms [58] . From all these literature review, it is expected that sesame husk (SH) could be used as a promising adsorbent for removal of copper(II) from simulated wastewater (aqueous solution).

In this article, sesame husk (SH) was prepared and used as a novel adsorbent for copper(II) removal from aqueous solution. The resulting SH was characterized by SEM and FT-IR. Also, adsorption isotherms and kinetics were investigated in order to evaluate the maximum adsorption capacity and the optimum adsorption conditions.

2. Materials and Methods

2.1. Instrumentation

Weighing was done using Mettler Toledo microbalance (with 0.1 mg readability). The experimental values of pH were measured by pH Meter instrument model: Jenway 3510 (pH accuracy: ±0.003%, temperature resolution: 0.1˚C and temperature accuracy: ±0.5˚C). Before every measurement, the pH meter was calibrated with three standard buffer solutions (pH 4.0, pH 7.0 and pH 10.0 at 25˚C) supplied by Jenway. The adsorption experiments were carried out by mechanically shaking and BlueSpin Magnetic Hotplate Stirrer instrument model: BlueSpin MS7-H550-Pro was used (speed resolution: ±1 rpm, control accuracy of work plate ±1˚C [<100˚C] and the temperature is kept constant using external temperature sensor with accuracy of ±0.2˚C). The adsorption experiments were performed in a batch system with a 100 mL stoppered pyrex glass flask. The Cu(II) solution was filtered through Whatman filter paper (0.45 µm pore size) and heavy metal concentration of the initial and adsorbed solutions was measured by atomic absorption spectrometry (iCE 3300 AAS, Thermo Fisher Scientific Inc., UK) with air/acetylene flame. Quantification of the metals was based upon calibration curves of standard solutions of copper ion. Scanning electron microscopy (SEM), (JSM-5300, Jeol Ltd., Japan) was used to examine the surface morphology and to image the SH adsorbent before and after adsorption at a magnification of 2000× with an acceleration voltage of 20 kV. The Fourier transform-infrared spectroscopy (Spectrum BX FT-IR, PerkinElmer Inc., USA) study was conducted using a spectral frequency range of 4400 - 350 cm1. Brunauer-Emmett-Teller (BET) surface area was determined using (Gas sorption analyzer, Quantachrome Ltd., UK). Elemental analysis (C, H and N) was carried out using the Elemental Analyzer (EA 1108 CHNS-O, Fisons Ltd., UK).

2.2. Sesame Husk Adsorbent

The adsorbent used in the present study was sesame husk (SH) which is brought from local company for manufacturing of Tahini in Alexandria, Egypt after the stage of separating sesame from its husk using sesame dehulling water tank. Sesame husk (SH) was grinded using herb grinder (speed: 25,000 rpm) to increase the surface area until fine powder is gained and then was sieved through a range of sieves, and only the particles that passed through a 0.25 mm mesh were used in our study. The sieves were shaken for around 15 min. After sieving, the separated particles of adsorbent was washed several times with Milli-Q water to remove any particles adhering to the surface and any water-soluble particles, then was oven-dried at 70˚C for 2 h and the cycle of drying, cooling, dessicating and weighing was repeated until a constant weight is obtained. SH was chosen for the adsorption tests without any pre-treatment and was stored in dark polyester container for any further use. A summary of the properties of sesame husk adsorbent are listed in Table 1.

2.3. Experimental Procedure

Aqueous solutions of copper were prepared from copper sulphate pentahydrate (CuSO4・5H2O) obtained from (Merck). Stock solutions of 1000 mg/L for Cu(II) were prepared, by dissolving desired amount of (CuSO4・5H2O) in 500 mL of distilled water. After, different concentrations of solutions were prepared by appropriate dilution of the stock solution. Before mixing these solutions with the

Table 1. Physico-chemical characterization of the sesame husk.

adsorbent, test solutions with pH values ranging from 2 to 6 (to permit a determination of the optimum pH for adsorption) by dropwise addition of 0.1N sodium hydroxide, NaOH (BDH) or 0.1N hydrochloric acid, HCl (BDH). All the chemical compounds used to prepare the reagent solutions were of Analar grade. After selecting the optimal pH, only one pH value was tested in all subsequent adsorption tests.

All the adsorption measurements were repeated three times to confirm reproducibility; hence, the reported value of metal ion adsorbed is the average of three measurements. Blanks containing no Cu(II) were used for each series of experiments. The adsorption capacity of SH was evaluated using the following expression [59] :

(1)

where qe (mg/g) is the adsorbed heavy metal (copper) amount per unit mass of the adsorbed sesame husk (SH), Co (mg/L) is the initial concentration of heavy metal solution and Ce (mg/L) is the concentration of the heavy metal in the aqueous phase at equilibrium, V (L) the volume of the aqueous phase and W (g) is the amount of SH adsorbent used.

The percent removal (% R) of Cu(II) ions was calculated by using following Equation [60] :

(2)

where Co and Ct (mg/L) are the Cu(II) initial concentration and the concentration at a given time t (min.) respectively.

3. Results and Discussion

3.1. Effect of pH

Varying the pH values is an important parameter in the adsorption process by influencing the surface charge of adsorbent, the degree of ionization and speciation of the adsorbate [13] . Therefore, studying the effect of pH on the removal efficiency of Cu(II) cations was performed by contacting 1.0 g of sesame husk adsorbent with 100 mL of 30 mg/L concentration of Cu(II) ion solution for 60 minutes with changing the solution pH range from 2 to 6, at 298 K and the sample was stirred using a magnetic stirrer at agitation speed 300 round per minute (rpm). As displayed in Figure 1, there is a noticed severe increase in the copper removal at equilibrium from 58.02% to 95.13% occurred when the pH values of the solutions changed from 2 to 6. Rising pH value above pH 6 causes precipitation and hampers the adsorption where copper(II) ions will form the insoluble Cu(OH)2 precipitate [61] [62] , so pH 6 was chosen as optimum pH for Cu(II) adsorption. The decrease of removal efficiency at low pH is due to:

1) The existence of higher concentration of hydronium ions in the solution which compete with the Cu(II) ions for the binding sites of adsorbent [63] .

2) At low pH, the sesame husk surface is positively charged due to protonation which is obvious at low pH values due to the presence of high concentration of H+ ions in the solution. Thereafter, electrostatic repulsion between the positively charged adsorbent surface and the metal ions in solution is engendered and the adsorption of Cu(II) becomes more unfavorable [64] [65] .

3) The Cl species in solution which come from adjusting the solution pH value using HCl, lead to decreasing of the free Cu(II) ions and increasing in the formation of the chloro complex CuCl+. The molecular size of this complex is larger than that of the free Cu(II) and is affect inversely on the adsorption, resulting decrease in copper uptake but this effect is very limited [13] .

However, Increasing the pH leads to diminishing the hydronium ion concentration, the adsorbent surface became deprotonated and subsequently, increasing of Cu(II) uptake [66] .

Pandey et al. [67] studied the effect of Zeolite NaX as an adsorbent on removal of Cu(II) ions from aqueous stream and it was found that uptake capacity of

Figure 1. Effect of pH on the % removal of Cu(II) ions onto sesame husk (T: 298 K, 300 rpm, Co: 30 mg/L and 1.0 g of adsorbent).

copper(II) ions was maximum at pH 6. The same results were observed by Hossain et al. [61] and Oo et al. [62] .

3.2. Effect of Contact Time

One of the most critical parameters for successful adsorption process is determining the percentage removal of metal ions by changing the contact time of the aqueous solution with the adsorbent. To study the effect of contact time, the experiment conducted with initial copper concentration (Co: 30 mg/L) at optimum pH 6, with a dose of 1.0 g of SH/100 ml Cu(II) solution at 298 K and rotation speed of 300 rpm with contact time of 1, 3, 5, 7, 10, 15, 20, 30, 45 and 60 minutes. The effect of contact time on the percentage of Cu(II) elimination by SH adsorbent is shown in Figure 2. A two-stage manner was observed: firstly a highly fast stage, followed by a second slow stage of adsorption. The initial increase in the percentage adsorption of metal ions is attributed to existence of a large number of active sites on the SH surface that were swiftly occupied by a significant amount of copper ions. The second stage of low sorption rate until saturation process occurred due to two reasons: 1) the adsorbent pores become saturated at the initial stage of adsorption where the metal ions are adsorbed. Thus, a few numbers of ions are attached on the surface due to slower diffusion of solute into the interior of the adsorbent [68] , 2) The binding sites were shortly become limited and the remaining unoccupied surface sites are hard to be occupied by copper ions due to the arising of repulsive forces between the copper on the solid surface and the residual copper in the liquid phase [69] [70] [71] . Only 10 - 15 minutes equilibration period was needed for SH adsorbent to achieve equilibrium; no considerable further metal adsorption was noticed up to 60 minutes (Figure 2). However, a contact time of 30 min was set for the subsequent batch experiments. The elimination percentage of copper ions onto SH reached

Figure 2. Effect of contact time on the Cu(II) ions removal efficiency onto sesame husk at different initial concentrations (T: 298 K, 300 rpm, pH: 6 and 1.0 g of adsorbent for 60 min).

95.13% after 15 minutes of contact time. The lower contact time to reach equilibrium observed in this study indicates that the adsorption process is quite fast.

3.3. Effect of Adsorbent Dosage

The effect of adsorbent dosage on Cu(II) ions percentage removal and adsorption capacity was investigated using different doses: 0.2, 0.4, 0.6, 0.8, 1.0, 1.2 and 1.4 g in 100 mL of 30 mg/L Cu(II) by keeping other variables constant (at optimal pH of 6, temperature: 298 K, agitation speed: 300 rpm, contact time: 30 min. and Co: 30 mg/L) as shown in Figure 3. Results show that with the increase in adsorbent dose from 0.2 to 1.0 g, the percentage removal of copper ions rose from 63.50% to 95.13% then it decreases to be 90.27% with the consequence increase in dose up to 1.4 g respectively. This rising in the heavy metal percentage removal with increasing the adsorbent dosage is plausible because of the increase in adsorbent surface area and the availability of more exchangeable binding sites on the surface which are ready for metal ion uptake [72] [73] [74] [75] [76] . Decreasing the adsorption efficiency with further increase in dose above 1.0 g could be interpreted as a result of a partial overlapping or aggregation of adsorbent active sites as a result of overcrowding of adsorbent particles [77] [78] [79] , which results in interaction of active site with adsorbent atoms rather than adsorbate and thus, the total adsorption area decreases [80] [81] .

However, the copper(II) ions uptake capacity or amount of metal adsorbed (q, mg/g) decreases gradually upon increasing the dosage as shown in Figure 3. Adsorption capacity decreased from 8.839 mg/g at 0.2 g to 1.940 mg/g at 1.4 g. This occurs due to the fact that some adsorbent active sites stay unsaturated during the adsorption process. Hence, the number of unsaturated active sites available for sorption increases with increasing the adsorbent dose which can be ascribed to an insufficiency of metal ions in solution compared to the available

Figure 3. Effect of sesame husk dose on the % removal and adsorption capacity at equilibrium of Cu(II) ions (T: 298 K, 300 rpm, pH: 6 and Co: 30 mg/L for 30 min).

binding sites [82] [83] [84] [85] . Also, the decrease of qe with increasing the sorbent mass is attributed the decrease of the adsorbent total surface area and the increase in diffusion path length due to aggregation of adsorbent particles [86] [87] [88] . Furthermore upon increasing the adsorbent dosage, the binding sites of the adsorbent are shielded from metal where elevated dosage could impose a screening effect of the dense outer layer of the cells [89] [90] .

3.4. Effect of Adsorbate Concentration

The experiment was carried out with variable initial copper ion concentrations (30, 40, 50, 70 and 100 mg/L) and constant temperature (298 K), pH (6.0), contact time (30 min.), adsorbent dosage (0.2 g) and shaking speed (300 rpm). It can be observed that the copper(II) ions removal rate decreases with the increase of the initial concentration. The percent adsorption (%) is given in Figure 4(a) which shows that the percentage of Cu sorption on sesame husk decreased from 62.53% to 21.01% as the initial Cu(II) concentration increased from 30 mg/L to 100 mg/L respectively. This is because at low concentration the sorbent have enough active sites which could be easily occupied by metal ions since the ratio of available adsorption binding sites to the initial number of Cu(II) metal ions is large. Whereas at higher concentration, there is no more active sites to be occupied and the ratio of available adsorption active sites become fewer. That’s why; Cu ions are left unadsorbed in solution and the percentage removal of Cu(II) ions which depends upon the initial concentration, decreases [91] . This result is found matching with recent studies by Bhatti et al. [92] , Azouaou et al. [93] and Yao et al. [94] where the percent of metal adsorption decreases with increasing the concentration of adsorbate.

As seen in Figure 4(b), the adsorbed amount of metal ions per unit mass of adsorbent (qe) increases as the initial concentration of the adsorbate solution increases until it reaches maximum then decreases where qe increased from 8.704 mg/g at Cu(II) ions concentration of 30 mg/L to be highest value of 12.94 mg/g at 70 mg/L of Cu(II) followed by decreasing to be 10.35 mg/g at 100 mg/L. This can be interpreted as following; the increasing in qe value from initial concentration of 30 mg/L to 70 mg/L took place for two reasons: 1) with a solution of low concentration, the ratio between the number of metal ions to the number of available adsorption sites is small and subsequently the fractional adsorption becomes independent on initial concentration. However, at high concentration the available sites of adsorption becomes fewer and hence the adsorption of metal ions is dependent upon initial concentration. Thus, increasing the initial concentration of copper metal solution causes further increasing in qe value [88] [95] . 2) Higher concentration gradient can act as a driving force to overcome resistance to mass transfer of metal ions between the aqueous phase and the solid phase resulting in higher probability of collision between Cu(II) ions and the active sites [96] [97] . However, further increasing of the copper ions concentration from 70 mg/L to 100 mg/L leads to decreasing in qe value as observed where at a high certain concentration (70 mg/L), the active adsorption sites became saturated [93] [98] ; after which, qe decreases.

(a)(b)

Figure 4. (a) Effect of initial concentration on the % removal of Cu(II) ions onto sesame husk (T: 298 K, 300 rpm, pH: 6 and 0.2 g of adsorbent for 30 min). (b) Effect of initial concentration on the adsorption capacity at equilibrium of Cu(II) ions onto sesame husk (T: 298 K, 300 rpm, pH: 6 and 0.2 g of adsorbent for 30 min).

Zhang and Wang [99] studied the effect of the initial concentration of Ni(II) ions on the adsorption capacity (qe) of lignocellulose/montmorillonite nanocomposite and the trend obtained of adsorption capacity was the same as the current study. qe first increased with increasing initial Ni(II) concentration until it reached maximum at 0.0032 mol/L then decreased until 0.0036 mol/L.

Similarly, Ang et al. [100] determined the copper(II) adsorption effect by the neem leaf powder (NLP). Results showed that the adsorption capacity is increased with increasing the initial copper(II) ions concentration until it reaches maximum then decreased due to saturation of active groups. This is complied with the results obtained from the present study.

3.5. Effect of Temperature

The adsorption of Cu(II) ions on sesame husk (SH) was examined for the initial solution concentration of 30 mg/L at 298, 303, 308 and 313 K. As presented in Figure 5(a) and Figure 5(b), upon rising the temperature from 298 to 313 K, the adsorption removal percentage decreased from 95.33% to 83.13% respectively. In the same manner, adsorption capacity of copper(II) metal ions onto SH decreased from 2.862 mg/g at 298 K to be 2.508 mg/g at 313 K. When the temperature is increased, degradation of the adsorbent and alteration of active functional groups take place which will vary the surface chemistry of sorbent and the

(a)(b)

Figure 5. (a) Effect of temperature on the % removal of Cu(II) ions onto sesame husk (300 rpm, pH: 6, Co: 30 mg/L and 1.0 g of adsorbent for 30 min). (b) Effect of temperature on the adsorption capacity at equilibrium of Cu(II) ions onto sesame husk (300 rpm, pH: 6, Co: 30 mg/L and 1.0 g of adsorbent for 30 min).

number of active functional groups available for adsorption of heavy metal ions decreases. Besides, bonds are ruptured at higher temperature so desorption is favored [100] . Additionally on increasing the temperature, the thickness of the boundary layer decreases because the metal ions tend increasingly to flee from the biomass surface to the solution phase which limits the adsorption capacity [101] [102] . Moreover, at higher temperatures the surface activity of the biomass decreases [103] [104] , even there is a possibility of damaging the surface active sites which reduces the sorption ability of the materials [105] . Eventually, the loss in the adsorption capacity is caused by the change in the texture of the sorbent and as a result of the material deterioration [106] .

Alpat et al. [107] studied the effect of temperature on the biosorption capacity (qt) of Ni(II) on Circinella sp. and found that the increase in temperatures from 40˚C to 60˚C decreases the qt value. This decrease was ascribed to that, the biosorbent surface has been deactivated or some of biosorbent’s active sites were destroyed.

Similar results were obtained by Aksu and İşoğlu [108] who reported that the equilibrium uptake capacity of copper(II) ions using dried sugar beet pulp of sorbent decreased from 24.6 to 12.3 mg/g with increasing temperature from 25 to 45˚C.

3.6. Effect of Agitation Speed

The effect of agitation speed on adsorption of copper was studied over the range 100 - 500 rpm for 30 minutes with 100 ml solution containing 30 mg/L copper metal ions and 1.0 g of sesame husk. Figure 6 refers that the percent removal of adsorption increased from 87.81 to be maximum of 95.33% upon increasing the agitation speed from 100 rpm to 300 rpm. This agitation speed (300 rpm) was

Figure 6. Effect of agitation speed on the % removal of Cu(II) ions onto sesame husk (T: 298 K, pH: 6, Co: 30 mg/L and 1.0 g of adsorbent for 30 min.).

chosen as an optimum speed to be applied for other experiments. The Low speed cannot distribute the particles properly in the metal solution but accumulated [71] . This will bury some of the binding active sites of the adsorbent layer and not all of the adsorbent active sites can adsorb the metal ions. That’s why, the agitation rate should be sufficient enough to assure that all the surface binding sites are already available for metal uptake [109] . However, increasing the agitation speed beyond 300 rpm will affect negatively on the Cu(II) ions percent removal where it decreased from 95.33% at 300 rpm to 90.39% at 500 rpm. This is attributed to an increase in desorption tendency of adsorbate ions [109] . In addition, the high speed spreads vigorously the adsorbent particles in the solution and does not permit a sufficient time for adsorbent to bind with copper ions [110] .

3.7. Thermodynamic Parameters

There is a possibility to determine the thermodynamic parameters for the adsorption reaction by considering the equilibrium constants under the several experimental conditions. These parameters could be calculated by the following Van’t Hoff equation [109] [111] [112] :

(3)

where R is universal gas constant (8.314 J/(mol・K)), T (K) is the absolute temperature in kelvin and Kc is the linear adsorption distribution coefficient defined as: Kc = Co/Ce in which Co and Ce (mg/L) are the initial adsorbate concentrations and adsorbate concentrations remained in the liquid phase at equilibrium respectively, ΔG° is the free energy of adsorption, ΔH° (kJ/mol) is the enthalpy change and ΔS° (J/(mol・K)) is the entropy change.

By plotting a graph between lnKc and 1/T as shown in Figure 7, a straight line

Figure 7. Effect of temperature on the thermodynamic behavior of adsorption of Cu(II) ions onto sesame husk (300 rpm, pH: 6, Co: 30 mg/L and 1.0 g of adsorbent for 30 min).

is obtained from which ΔH° and ΔS° values were estimated from slope and intercept respectively.

There is a direct relation between the change in Gibbs free energy upon adsorption ΔG° (kJ/mol) and both of the entropy change (ΔS°) and heat of adsorption (ΔH°) which can be calculated by the equation [13] :

(4)

The thermodynamic parameters are displayed in Table 2. The negative value of ΔH° implies that the adsorption phenomenon is exothermic in nature. The sign of ΔS° indicates whether the adsorption reaction is an associative or dissociative mechanism. As shown in Table 2, since ΔS° has a negative value so an associative mechanism is involved during the adsorption process. Adsorption leads to order through the formation of an activated complex between adsorbate and adsorbent [109] . Also, ΔS° sign plays an important role in reflecting whether the order of the adsorbate at the solid/solution interface during the adsorption process becomes less random (ΔS° < 0) or more random (ΔS° > 0) [113] . Moreover, negative ΔS° value involves decreasing in the degree of freedom of Cu(II) ions in the solution.

The negative values of ΔG° indicate that the adsorption process is spontaneous However, the ΔG° value changed from negative to positive value on increasing the temperature which means that the adsorption reaction is non-feas- ible and non-spontaneous at higher temperature indicating that the spontaneous nature of adsorption is inversely proportional to the temperature [114] .

3.8. Characterization of Sesame Husk

3.8.1. Fourier Transform-Infrared Spectroscopic Analysis (FT-IR)

Examination the characteristic functional groups that makes the adsorption possible was done by Fourier Transform-Infrared Spectroscopic Analysis (FT- IR). The FT-IR spectra of sesame husk before and after adsorption of Cu(II) ions are shown in Figure 8. Different types of functional groups were detected in the adsorbent where the infrared spectrum displayed a large number of adsorption peaks.

The broad band peak at 3455.00 cm−1 was assigned to the stretching vibration of hydroxyl groups (O-H) of hydrogen bonded alcohols, phenols on the surface of sesame husk [115] [116] and −NH stretching [84] [117] but after adsorption it was slightly shifted to higher frequency at 3455.60 cm1. The peaks at 2926.62 and 2856.38 cm−1 were due to the stretching vibration of CH3 and CH2 groups

Table 2. Thermodynamic parameters for the adsorption of Cu(II) onto sesame husk.

Figure 8. FTIR Spectra of sesame husk (a) before adsorption and (b) after adsorption of Cu(II) ions.

respectively [118] and these bands were changed to 2926.12 and 2855.80 cm−1 correspondingly. The two distinctive bands at 2366.42 and 2338.16 cm−1 are from the carbon dioxide (CO2) in air, they were shifted to 2361.87 and 2338.14 cm−1 respectively [119] [120] . The strong band that appeared at 1710.81 cm−1 is corresponding to the stretching C=O of ketone [121] [122] [123] and its intensity was decreased a bit to be 1710.58 cm−1. The band at 1621.11 cm−1 could be attributed to stretching vibration of CO from carboxylic acid in the presence of intermolecular hydrogen bonding [124] . The band at 1460.88 cm−1 is characteristic to the scissoring vibrations of −CH2 functional groups in lipids [125] [126] [127] . The band at 1316.25 cm−1 is ascribed to −CH2 wagging vibration in cellulose and hemicelluloses [128] . The band at 1157.61 cm−1 can be ascribed to the vibration of C-O-C in polysaccharides (cellulose and hemicelluloses) [129] [130] [131] [132] . The band at 1102.87 cm−1 can be indicative of O-H associated with cellulose and hemicelluloses [133] [134] . The peak at 1058.38 cm−1 presented the C?O stretching vibration in the lignin structure [135] [136] and the shifting from 1058.38 to 1060.02 cm−1 clearly showed the interaction of copper(II) with oxygen lone pair [136] . It can be noticed that, the characteristic peaks intensities were increased from 1621.11, 1460.88, 1316.25, 1157.61, 1102.87 and 1058.38 cm−1 to 1625.70, 1462.09, 1317.76, 1161.37, 1104.25 and 1060.02 cm−1 respectively. The band at 956.48 cm?1 is correlating to = C-H indicating the presence of alkenes [137] and after adsorption it was varied to be 956.25 cm−1. The peak at 886.77 cm−1 is representative for the out-of-plane C-H bending motions in terminal methylene groups [138] which was shifted to 890.83 cm−1. The peaks at 780.14 and 667.22 cm−1 refer to C-H out-of-plane bending (alkenes) and O-H out-of-plane bending (alcohols and phenols) respectively [139] [140] . The peak shown at 515.57 cm−1 is from O-C-O in plane bending [141] . These peaks around 780.14 cm−1 shifted to 781.05 cm−1, 667.22 cm−1 shifted to 670.44 cm−1 and 515.57 cm−1 changed to 516.00 cm−1.

After the sesame husk was loaded with copper, it was observed that there are differences in the intensities or the locations of the absorbance peaks. This shift in wave number corresponds to a change in bonding energy of the functional groups such as hydroxyl, amine group, carbonyl and carboxyl groups, alkenes groups or oxygen lone pair. This FT-IR result indicates that these functional groups in the sesame husk participated in the adsorption process and binding of copper ions [84] [115] [142] [143] [144] .

3.8.2. Scanning Electron Microscopy

Scanning electron microscopy (SEM) was used to analyze the surface morphology and fundamental physical properties of the adsorbent. The scanning electron micrographs before and after adsorption were shown in Figure 9. Before adsorption, The morphology of sesame husk (SH) adsorbent exhibited a rough and irregular surface with a distinguished dark spots of pores and cavities, implying that there was a possibility for Cu(II) metal ions to be trapped and adsorbed onto the surface. After adsorption, SEM image clearly showed that the pores were completely filled and the SH surface was more regular and relatively smoother with several agglomeration, indicating that copper metal ions have been attached to the surface.

Figure 9. SEM images of sesame husk (a) before adsorption and (b) after adsorption of Cu(II) ions.

From the characterization of the adsorbent, there is a high affinity between SH and Cu(II) ions due to the rough surface and functional groups of sesame husk which adsorb copper metal cations from solution.

3.9. Adsorption Isotherm Study

The adsorption isotherm is a primary tool for understanding the surface nature of the adsorbent. However, selecting the right suitable adsorption equation for different concentration ranges presents a clear picture of the surface.

The adsorption isotherm is significant to describe the following: 1) distribution of adsorbate molecules between the liquid and solid phase at equilibrium, 2) the manner of interaction between adsorbate and adsorbent and 3) the adsorption type and its features. For determining the adsorption system, the data were fitted for applying different models [145] such as Langmuir, Freundlich and Dubinin-Radushkevich (D-R) isotherms.

3.9.1. Langmuir Isotherm

The Langmuir adsorption isotherm assumes that adsorption takes place at totally homogenous adsorption surface [13] [64] [146] [147] . Further assumption is that the maximum adsorption corresponds to a saturated monolayer of adsorbate molecules on adsorbent surface and there is no significant interaction among adsorbed species. Thus, the adsorption energy is constant and there is no transmigration of adsorbate in the plane of the adsorbent surface [148] [149] [150] [151] .

The equilibrium data for metal cations have been correlated with the Langmuir isotherm over the concentration range of copper metal ions from 30 to 100 mg/L at 298 K. The Langmuir isotherm represented by the following equation [152] :

(5)

qe (mg/g) is the equilibrium adsorption capacity of ions on the adsorbent, Ce (mg/L) is the equilibrium ion concentration in solution, qmax (mg/g) is the maximum capacity of the adsorbent , which represents monolayer coverage of adsorbent with adsorbate, b (L/mg) is the Langmuir adsorption constant. qmax and b are Langmuir constants related to adsorption efficiency and energy of adsorption respectively [149] . As shown in Figure 10, the linear plot of Ce/qe ver-

sus Ce suggests the applicability of the Langmuir isotherm with a slope of and intercept of. The Langmuir model effectively described the adsorp-

tion data with R2 value larger than 0.97.

The adsorption isotherms of Cu(II) exhibit Langmuir behavior, which indicates a monolayer adsorption and the applicability of adsorption process can be

Figure 10. The linearized Langmuir adsorption isotherm for Cu(II) ions adsorption by sesame husk (T: 298 K, pH: 6, 300 rpm and 1.0 g of adsorbent for 30 min).

identified by dimensionless constant separation factor (RL) [153] which is shown below:

(6)

where Ci is the initial concentration of Cu(II). The RL value indicates whether the adsorption is: Unfavorable: RL > 1; Linear: RL = 1; Favorable: 0 < RL < 1; Irreversible: RL = 0. As presented in Table 3, RL values were 0.008, 0.005, 0.004, 0.003 and 0.002 for initial concentration of 30, 40, 50, 70 and 100 mg/L respectively. Since the RL values are found to be in the range between 0 and 1, this indicates that the adsorption of Cu(II) metal cations onto the adsorbent (sesame husk) is favorable [13] [88] [154] [155] .

3.9.2. Freundlich Isotherm

The Freundlich isotherm gives the relationship between equilibrium liquid and solid phase capacity consisting of heterogeneous surface of the adsorbent or surface supporting sites of diverse affinities [151] [156] [157] and this isotherm is applicable to multilayer sorption [64] . It states that the ratio of the amount of solute adsorbed onto a given mass of adsorbent to the concentration of the solute in the solution is not constant at different concentrations [158] .

The logarithmic form of Freundlich [159] is represented by the following Equation:

(7)

Equilibrium capacity qe and Ce are defined as above while Kf is the Freundlich adsorption constant representing the adsorption capacity, n is the empirical parameter relating the adsorption intensity of the solid adsorbent which varies with the heterogeneity of material. The magnitude of n gives a measure of the favorability of adsorption. If the value of n between 1 and 10 (1/n is lower than 1), this represents that the surface of the adsorbent was heterogeneous and adsorption occurred easily [64] [151] [157] [160] [161] .

Table 3. Parameters of Langmuir, Freundlich and Dubinin-Radushkevich (D-R) isotherms for the adsorption of Cu(II) ions onto sesame husk.

When logqe is plotted against logCe, a straight line with a slope 1/n and intercept logKf as obtained in Figure 11. In this study, the Freundlich plots yielded values for the coefficients Kf and n were 6.933 and 8.210 respectively as appears in Table 3. This n value indicates that the adsorption intensity is favorable [162] [163] .

Figure 11. Freundlich adsorption isotherm for Cu(II) ions adsorption by sesame husk (T: 298 K, pH: 6, 300 rpm and 1.0 g of adsorbent for 30 min).

3.9.3. Dubinin-Radushkevich (D-R) Isotherm

The Dubinin-Radushkevich (D-R) isotherm [164] explains multilayer formation in microporous solids. The Dubinin-Kaganer-Radushkevich (DKR) equation more general than the Langmuir isotherm since it does not assume a homogeneous surface or constant adsorption potential whereas it has been widely used to explain energetic heterogeneity of solid surfaces at low coverage. It was applied in order to distinguish between physical and chemical adsorptions [88] [147] [165] . The D-R equation has the following form:

(8)

Xm (mg/g) is the theoretical monolayer saturation capacity, β (mol2/kJ2) is the activity coefficient related to the mean free energy of adsorption per mole of the adsorbate when it is transferred from infinity in the solution to the surface of the solid and ε (J/mol) is Polanyi potential which is equal to:

(9)

where R is gas constant (R = 8.314 J/(mol・K)) and T is temperature (K).

The mean free energy E (kJ/mol) is calculated using the relationship [166] [167] [168] :

(10)

The plot of lnqe against ε2 for metal ions adsorption on sesame husk is shown in Figure 12. The slope yields β (mol2/kJ2) and the intercept yields the adsorption capacity Xm (mg/g). From the results in Table 3, the difference of qmax derived from Langmuir and Xm derived from D-R model may be attributed to the different definition of maximum capacity in the two models. In Langmuir model qmax represents the maximum adsorption of metal ions at monolayer coverage, but in D-R model Xm represents the maximum adsorption of metal ions at the total specific micropores volume of the adsorbent [88] [169] .

The magnitude of E is used for estimating the type of adsorption mechanism. If the magnitude of E is between 8 and 16 kJ/mol, it is indicated that the adsorption process is chemical adsorption, while for value of E < 8 kJ/mol; the adsorption process is physical in nature. The E value for Cu(II) on the sesame husk is 0.316 kJ/mol. The value of E is below 8 kJ/mol which indicates that physical adsorption is involved in the adsorption process [88] [170] [171] [172] [173] .

Figure 12. D-R isotherm adsorption plot for Cu(II) ions onto sesame husk (T: 298 K, pH: 6, 300 rpm and 1.0 g of adsorbent for 30 min).

As seen in Table 3, the value of maximum adsorption capacity (Xm) obtained from D-R model is more than the value of adsorption capacity (qmax) obtained from the Langmuir isotherm. On the other side, the correlation coefficient value of the linear plot of the Langmuir isotherm (R2 = 0.9740) was more satisfactory than those obtained by Freundlich and D-R models (R2 = 0.4197 and 0.6046 respectively) which means that Langmuir isotherm model fits quite well with the experimental data and is very suitable for describing the adsorption equilibrium of Cu(II) on SH. The maximum adsorption capacity (qmax) of copper ions on SH was 10.83 mg/g at 298 K. The complying of results with the Langmuir isotherm may be due to the homogeneous distribution of active sites on SH surface, since the Langmuir equation supposes that the surface is homogeneous.

This is in line with results reported by Cozmuta et al. [174] who studied the adsorption of lead metal ions on Na-clinoptilolite and by Li et al. [175] who studied the adsorption of Cu(II) ions on amino-functionalized magnetic nanoparticles.

3.9.4. Comparison of Maximum Adsorption Capacity of Different Adsorbents for Cu(II) Ions

Various adsorbents were investigated for Cu(II) ions removal. The adsorption capacities of such sorbents are given in Table 4. It is obvious that, the adsorption capacity of sesame husk towards Cu(II) is comparable or even better than 39 of

Table 4. Comparison of maximum adsorption capacity (qmax) of different reported adsorbents for Cu(II) ions.

43 other reported adsorbents, referring the promising future for sesame husk utilization in copper ions removal from aqueous solutions.

3.10. Adsorption Kinetics

Several adsorption kinetic models such as pseudo first-order, pseudo second- order and intra-particle diffusion models had been used to understand the characteristics and mechanism of adsorption [209] and the rate-limiting step during adsorption process [88] .

3.10.1. Pseudo First-Order Model

The adsorption rate constant suggested by Lagergren [210] and Ho [211] by applying first-order reaction kinetic is given by Equation (11):

(11)

where k1 is the adsorption rate constant for the first order adsorption, qt (mg/g) is the amount of Cu(II) metal adsorbed at time t and qe (mg/g) is the amount of heavy metal adsorbed at saturation.

The integration of the Equation (11) gives the following expression:

(12)

where C1 is the integration constant for first-order reaction kinetic.

If it is supposed that q = 0 at t = 0, then the pseudo first-order kinetic model is expressed by:

(13)

where qe and qt (mg/g) are the amounts of Cu(II) ions adsorbed onto sesame husk at equilibrium and at time t, respectively and k1 (min−1) is the rate constant of pseudo first-order kinetic model.

The straight line plots of against t were used to determine the k1 and theoretical qe. As seen in Figure 13 although the plot was linear, the calculated

Figure 13. Pseudo first-order plot for the adsorption of Cu(II) ions onto sesame husk at different initial concentrations (T: 298 K, 300 rpm, pH: 6 and 1.0 g of adsorbent).

value (qe,calc.) and the experimental value (qe,exp.) were not in agreement with each other referring a poor pseudo first-order kinetic model fit. Moreover, this kinetic model does not fit well to the whole range of contact time. It could only be applied over the initial stage of the adsorption process (1 - 7 minutes) [88] [212] [213] .

3.10.2. Pseudo Second-Order

The pseudo second-order model [214] [215] based on equilibrium adsorption is evaluated using the relationship:

(14)

where k2 is the rate constant of pseudo second-order kinetic model (g/(mg. min)). The straight line plots of t/qt against t (Figure 14) were used to determine the k2 and qe,calc.. This model was more likely to predict the behavior over whole range of contact time. According to results in Table 5, the R2 value for the pseudo second-order kinetic model was very close or even equal to unity. Moreover, the calculated equilibrium adsorption capacity values qe,calc. were very close to the experimental qe,exp. values indicating that the adsorption process of copper ions onto SH obeys pseudo second-order model kinetics at all initial Cu(II) concentrations.

In general, the adsorption process on a porous adsorbent will have four main stages. These stages involve: 1) the movement of the adsorbate from the bulk solution to the exterior film surrounding the adsorbent particle (bulk solution transport), 2) the transport of adsorbate across the external liquid film to the external surface sites on the adsorbent particle (film diffusion transport), 3) Migration of adsorbate within the pores of the adsorbent by intra-particle diffusion (pore diffusion) and finally 4) adsorption of adsorbate at internal surface sites [216] [217] .

Figure 14. Pseudo second-order plot for the adsorption of Cu(II) ions onto sesame husk at different initial concentrations (T: 298 K, 300 rpm, pH: 6 and 1.0 g of adsorbent).

Table 5. Comparison of kinetic parameters for the adsorption of Cu(II) ions onto sesame husk at different concentration (T: 298 K, speed: 300 rpm, pH: 6 and 1.0 g of adsorbent).

3.10.3. Intra-Particle Diffusion

The description of the adsorption process in a well-stirred batch adsorption system which occurs on a porous adsorbent is rebated by applying [218] intra-par- ticle diffusion model. The formation of this model is as follows:

(15)

where qt (mg/g) is the amount of Cu(II) ions adsorbed onto sesame husk at time t, and kp (mg/(g・min1/2)) is the intra-particle diffusion rate constant. The straight line plots of qt against t1/2 were used to determine the intra-particle diffusion rate (kp, slope), correlation coefficient R2 and the intra-particle diffusion constant mg/g (C, intercept) related to the thickness of the boundary layer: the larger the intercept, the greater the boundary layer effect [219] as shown in Table 5.

Based on Figure 15, the plot showed multi-linearity correlation which reveals that more than one step occurred during the adsorption process. Step “one” is the diffusion through the solution to the external surface of the adsorbent (the initial linear portions) which is also known as external mass transfer or film diffusion [220] , whereas step “two” corresponds to the intra-particle diffusion into the porous structure of the adsorbent [74] [221] . The later horizontal portions of the plot were slow and controlled by equilibrium diffusion mechanism [222] .

If Weber-Morris plot (qt against t1/2) is linear, so intra-particle diffusion occurs. And if the line passes through the origin, then the intra-particle diffusion is the only rate-limiting step [223] . In the current study, the plots of the intra-par- ticle diffusion model did not pass through the origin indicating that the intra-particle diffusion is not the sole limiting-step but the film diffusion also played an important role in adsorption. This is in coincidence with the fact that the adsorption processes followed pseudo second-order model [224] .

Figure 15. Intra-particle diffusion fit for the adsorption of Cu(II) ions onto sesame husk at different initial concentrations (T: 298 K, 300 rpm, pH: 6 and 1.0 g of adsorbent).

3.10.4. Test of Kinetic Validity:

To check quantitatively the validity of the used kinetic models in this study, a normalized standard deviation Δqe (%) is calculated by the following equation [225] [226] :

(16)

where n is the number of data points, qe,exp. (mg/g) is the observed experimental value, qe,calc. (mg/g) is the calculated qe from the models and the calculated results are listed in Table 5. It was found that the pseudo second-order kinetic model yielded the lowest Δqe (%) values. This agrees with the earlier obtained R2 values and confirms that the adsorption of Cu(II) ions onto sesame husk can be best described by the pseudo second-order kinetic model; the values of correlation coefficients (R2) obtained for the linear plots from the pseudo second-order model are greater than those obtained for the pseudo first-order and intra-par- ticle diffusion models under all conditions studied. Also, the values of Δqe (%) obtained for the pseudo second-order model were lower than those obtained from the pseudo first-order and intra-particle diffusion model under all conditions studied. Therefore, the adsorption of Cu(II) ions onto sesame husk adsorbent can be best described by the pseudo second-order kinetic model due to the higher correlation coefficient and a good agreement between the experimental and the calculated qe value.

3.11. Type of Adsorption

The type of adsorption can be estimated from four parameters ΔH°, activation energy Ea, the mean free energy and effect of temperature as follows:

The negative value of ΔH° for adsorption of Cu ions implies that the adsorption phenomenon is exothermic in nature [109] . According to literature [227] [228] [229] , if the enthalpy change value ΔH° of adsorbent is higher than 40 kJ/mol, the process is chemisorption which includes strong electrostatic chemical bonding between metal ions and adsorbent surface and when enthalpy change value is less than 20 kJ/mol, it indicates the adsorption is physical in nature. In this study, the ΔH° value for adsorption was −68.48 kJ/mol for Cu which reveal that the chemical adsorption (chemisorption) is involved for adsorption of Cu ions on SH adsorbent.

The magnitude of activation energy gives an idea about the type of sorption. Low activation energies Ea (5 - 40 kJ/mol) are characteristics for physisorption, while higher activation energies (40 - 800 kJ/mol) suggest chemisorption [230] [231] . The obtained Ea value (112.37 kJ/mol) indicates that the adsorption between Cu metal ions and adsorbent corresponds to chemisorption.

The magnitude of E is used for estimating the type of adsorption mechanism. If the magnitude of E is between 8 and 16 kJ/mol, it is indicated that the adsorption process is chemical adsorption, while for value of E < 8 kJ/mol; the adsorption process is physical in nature (physisorption). The E value for Cu(II) on the sesame husk was 0.316 kJ/mol. The value of E is below 8 kJ/mol which refer that; physical adsorption is involved in the adsorption process on the adsorbent surface [88] [170] [171] [172] [173] .

The trend of adsorption upon increasing the temperature can refer to the type of adsorption mechanism. In physical adsorption (physisorption), the force of attraction existing between adsorbate and adsorbent are Vander Waal’s forces (the force of attraction between the adsorbate and adsorbent are weak), therefore this type of adsorption can be easily reversed by heating or by decreasing the pressure which is called desorption. While in chemical adsorption (chemisorption), the adsorbate is chemically bound to the adsorbent and as a result, the forces between the two become 10 - 100 times greater than in physisorption [232] [233] . In the present study, the adsorption decreased upon rising temperature; this reversible behavior indicates that “physical adsorption occurred”.

These results suggested that the adsorption of copper(II) ions onto SH involves chemisorption as well as physisorption mechanism. From literature [149] [234] [235] , both physical and chemical adsorption may occur on the surface at the same time; a layer of molecules may be physically adsorbed on top of an underlying chemisorbed layer.

4. Conclusion

The present study highlighted the ability of sesame husk (SH) to adsorb Cu(II) from aqueous solutions. Experimental data are in alignment with Langmuir adsorption isotherm and the adsorption process complies well with pseudo second-order kinetic model. The adsorptive capacity of SH for copper ions is comparable or even better than many other natural adsorbents. The data obtained were used to calculate thermodynamic parameters such as ΔG°, ΔS° and ΔH°. Intra-particle diffusion is not the sole rate-controlling step. The investigation shows that sesame husk is as a widely available, natural, novel, easy prepared, fast, cheap and efficient adsorbent for the removal of Cu(II) from aqueous solutions (95.13% removal of 30 mg/L Cu(II) ions solution with small dose of SH (1.0 g/100ml) within 30 min. only) and thus this adsorbent would exhibit a promising technique for industrial wastewater cleanup.

Cite this paper

El-Araby, H.A., Ibrahim, A.M.M.A., Mangood, A.H. and Abdel-Rahman, A.A.-H. (2017) Sesame Husk as Adsorbent for Copper(II) Ions Re- moval from Aqueous Solution. Journal of Geoscience and Environment Protection, 5, 109-152. https://doi.org/10.4236/gep.2017.57011

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