An adsorption isotherm experiment is an experiment that investigates how much of a substance in solution is taken up by an adsorbent such as activated carbon.
Typical experiments involve adding activated carbon to a dye solution, iodine solution, acetic acid solution, or similar sample and determining the amount adsorbed from the change in concentration before and after adsorption.
By organizing the relationship between adsorption capacity and equilibrium concentration, it is possible to discuss how adsorption proceeds on the adsorbent surface.
In a discussion of an adsorption isotherm experiment, it is not sufficient simply to write that “the concentration decreased” or “the substance was adsorbed onto activated carbon.”
It is necessary to explain why the concentration decreases when activated carbon is used, how the adsorption capacity changes as the initial concentration increases, what it means for adsorption to approach equilibrium, and how the results relate to the concepts of Langmuir-type and Freundlich-type adsorption.
The surface area and pore structure of activated carbon, contact time, particle size, temperature, filtration operation, and other factors also affect the results.
This article clearly explains, as examples of discussions that can be used in laboratory reports on adsorption isotherm experiments, the principle of activated-carbon adsorption, concentration changes, calculation of adsorption capacity, equilibrium concentration, the Langmuir adsorption isotherm equation, the Freundlich adsorption isotherm equation, adsorption equilibrium, contact time, particle size, causes of error, and points for improvement.
Note:
This article is a reference intended to assist with discussions of activated-carbon adsorption and adsorption-isotherm results obtained in physical chemistry experiments, analytical chemistry experiments, environmental chemistry experiments, and colloid chemistry experiments at universities and similar institutions.
For the actual adsorbent, adsorbate, concentration range, measurement method, filtration conditions, and safety precautions, always follow the instructions in your university’s laboratory manual and those given by your instructor or TA.
- What Is Adsorption?
- Main Items to Include in the Results
- Reference Experimental Values and Calculation Examples for Adsorption Isotherm Experiments
- Reference Experimental Conditions
- Example of a Calibration Curve
- Measurement Results When the Initial Concentration Is Varied
- Example Calculation of Equilibrium Concentration
- Example Calculation of Removal Percentage
- Example Calculation of Equilibrium Adsorption Capacity
- Relationship Between Initial Concentration, Removal Percentage, and Adsorption Capacity
- Organization as an Adsorption Isotherm
- When Considering Langmuir-Type Adsorption
- When Considering Freundlich-Type Adsorption
- Example of How to Write the Results
- Points for Connecting the Results to the Discussion
- Example Discussion
- Summary
- Why Activated Carbon Is Used as an Adsorbent
- What Can Be Learned from Concentration Changes?
- How to Determine Adsorption Capacity
- Discussion of Adsorption Percentage
- What Is Adsorption Equilibrium?
- What Is an Adsorption Isotherm?
- Concept of the Langmuir Adsorption Isotherm Equation
- Concept of the Freundlich Adsorption Isotherm Equation
- Difference Between Langmuir-Type and Freundlich-Type Adsorption
- Effect of Initial Concentration
- Effect of the Amount of Activated Carbon
- Effect of Contact Time
- Effect of Stirring
- Effect of Activated-Carbon Particle Size
- Effect of Temperature
- Effect of pH
- Effect of the Molecular Structure of the Adsorbate
- Determining Concentration by Absorbance Measurement
- Effect of the Filtration Operation
- Causes of Error in Adsorption Isotherm Experiments
- When the Results Can Be Considered Good
- Example Discussions When the Experiment Did Not Go Well
- How to Write Points for Improvement
- Difference Between a Superficial Discussion and a Good Discussion
- Examples of Expressions That Can Be Used in Reports
- Points to Check When Discussing Adsorption Isotherms
- Summary
What Is Adsorption?
Adsorption is a phenomenon in which molecules or ions in a gas or liquid gather at and are retained on a solid surface.
The uptake of dyes, organic substances, ions, and other species from a solution onto the surface of activated carbon is also adsorption.
Adsorption is a phenomenon that occurs at the solid surface and is distinguished from absorption, in which a substance is taken into the entire interior of a solid.
Adsorption tends to occur more readily as the surface area increases.
Activated carbon has numerous pores and an extremely large specific surface area, so it readily adsorbs substances from solution.
In adsorption experiments, the amount of substance adsorbed onto activated carbon is determined from the difference in concentration before and after adsorption.
Example Discussion:
Adsorption is a phenomenon in which molecules or ions in a solution gather at and are retained on a solid surface.
The decrease in solution concentration after activated carbon was added in this experiment was considered to result from adsorption of the adsorbate in the solution onto the activated-carbon surface and into its pores.
Because activated carbon has a large specific surface area, it can adsorb a large amount of substance even in a small quantity.
Main Items to Include in the Results
In the results of an adsorption isotherm experiment, organize the type and mass of adsorbent, type of adsorbate, initial concentration, equilibrium concentration, solution volume, contact time, temperature, measurement method, adsorption capacity, adsorption percentage, and adsorption-isotherm graph.
Adsorption capacity is often determined from the difference between the initial concentration and equilibrium concentration.
Main Items to Include in the Results
- Type of adsorbent
- Mass of activated carbon
- Particle size of activated carbon
- Type of adsorbate
- Initial concentration
- Equilibrium concentration
- Amount of concentration decrease
- Solution volume
- Contact time
- Stirring conditions
- Measurement temperature
- Filtration or centrifugation conditions
- Absorbance or titration value
- Adsorption capacity
- Adsorption percentage
- Shape of the adsorption isotherm
- Relationship with the Langmuir or Freundlich equation
- Causes of error and points for improvement
Example of How to Write the Results:
A fixed amount of activated carbon was added to adsorbate solutions of different concentrations, and after stirring for a fixed period, the samples were filtered and the equilibrium concentrations were measured.
In the samples containing activated carbon, the equilibrium concentration was lower than the initial concentration, confirming that the adsorbate had been adsorbed onto the activated carbon.
The adsorption capacity increased as the initial concentration increased, but in the high-concentration region, the degree of increase tended to become smaller.
Reference Experimental Values and Calculation Examples for Adsorption Isotherm Experiments
Here, using a dye adsorption experiment with activated carbon, the initial concentration, equilibrium concentration, and adsorption capacity are organized, and the process of summarizing the results as an adsorption isotherm is confirmed using reference experimental values.
An adsorption isotherm represents the relationship, at a constant temperature, between the equilibrium concentration of a substance remaining in solution and the amount adsorbed onto the adsorbent.
By performing experiments with different initial concentrations, it is possible to investigate how much dye activated carbon can adsorb.
Reference Experimental Conditions
| Item | Details |
|---|---|
| Adsorbent | Powdered activated carbon |
| Adsorbate | Aqueous methylene blue solution |
| Solution volume | 100 mL |
| Amount of activated carbon added | 0.10 g |
| Contact time | 60 min |
| Measurement temperature | 25°C |
| Measurement wavelength | 660 nm |
| Evaluation items | Equilibrium concentration, removal percentage, equilibrium adsorption capacity, adsorption isotherm |
Example of a Calibration Curve
Suppose that a calibration curve has been prepared using standard solutions in order to determine the methylene blue concentration from absorbance.
In this reference example, the concentration is determined using the following calibration curve.
Absorbance = 0.0385 × Concentration
Therefore, the equation for determining concentration from absorbance is as follows.
Concentration = Absorbance ÷ 0.0385
Measurement Results When the Initial Concentration Is Varied
The following is an example in which the same amount of activated carbon is added to aqueous methylene blue solutions with different initial concentrations, and after sufficient shaking, the samples are filtered and the absorbance of the supernatant is measured.
| Sample | Initial Concentration C0 | Equilibrium Absorbance | Equilibrium Concentration Ce | Removal Percentage | Equilibrium Adsorption Capacity qe |
|---|---|---|---|---|---|
| A | 5.0 mg/L | 0.039 | 1.0 mg/L | 80.0% | 4.0 mg/g |
| B | 10.0 mg/L | 0.096 | 2.5 mg/L | 75.0% | 7.5 mg/g |
| C | 20.0 mg/L | 0.231 | 6.0 mg/L | 70.0% | 14.0 mg/g |
| D | 40.0 mg/L | 0.616 | 16.0 mg/L | 60.0% | 24.0 mg/g |
| E | 60.0 mg/L | 1.078 | 28.0 mg/L | 53.3% | 32.0 mg/g |
| F | 80.0 mg/L | 1.617 | 42.0 mg/L | 47.5% | 38.0 mg/g |
| G | 100.0 mg/L | 2.233 | 58.0 mg/L | 42.0% | 42.0 mg/g |
Example Calculation of Equilibrium Concentration
For Sample D, suppose the absorbance at equilibrium was 0.616.
Using the calibration curve, the equilibrium concentration can be determined as follows.
Equilibrium concentration Ce = 0.616 ÷ 0.0385 = 16.0 mg/L
Therefore, the solution with an initial concentration of 40.0 mg/L decreased to 16.0 mg/L after contact with activated carbon.
Example Calculation of Removal Percentage
The removal percentage expresses, as a percentage, how much of the adsorbate was removed by adsorption relative to the initial concentration.
Removal percentage (%) = (C0 − Ce) ÷ C0 × 100
For Sample D, because the initial concentration is 40.0 mg/L and the equilibrium concentration is 16.0 mg/L, the removal percentage is calculated as follows.
Removal percentage = (40.0 − 16.0) ÷ 40.0 × 100 = 60.0%
From this result, 60.0% of the dye initially present in Sample D is considered to have been removed by the activated carbon.
Example Calculation of Equilibrium Adsorption Capacity
Equilibrium adsorption capacity represents the amount of substance adsorbed per 1 g of adsorbent.
If the solution volume is V and the amount of activated carbon is m, it can be determined by the following equation.
qe = (C0 − Ce) × V ÷ m
In this reference example, the solution volume V is 100 mL = 0.100 L and the amount of activated carbon m is 0.10 g.
The equilibrium adsorption capacity of Sample D can be calculated as follows.
qe = (40.0 − 16.0) mg/L × 0.100 L ÷ 0.10 g
qe = 24.0 mg/g
Therefore, in Sample D, 24.0 mg of methylene blue was adsorbed per 1 g of activated carbon.
Relationship Between Initial Concentration, Removal Percentage, and Adsorption Capacity
As the initial concentration increases, the equilibrium adsorption capacity increases.
On the other hand, the removal percentage decreases from 80.0% to 42.0%.
| Initial Concentration | Removal Percentage | Equilibrium Adsorption Capacity | How to Interpret the Result |
|---|---|---|---|
| 5.0 mg/L | 80.0% | 4.0 mg/g | At low concentration, a large proportion is removed |
| 20.0 mg/L | 70.0% | 14.0 mg/g | Adsorption capacity increases |
| 60.0 mg/L | 53.3% | 32.0 mg/g | Adsorption capacity is large, but removal percentage decreases |
| 100.0 mg/L | 42.0% | 42.0 mg/g | Adsorption sites approach saturation |
The higher the initial concentration, the greater the amount of dye present in the solution, so the total amount adsorbed onto the activated carbon increases.
However, because the adsorption sites on the activated carbon are limited, at higher concentrations not all of the dye can be removed and the removal percentage tends to decrease.
Organization as an Adsorption Isotherm
In an adsorption isotherm, the equilibrium concentration Ce is plotted on the horizontal axis and the equilibrium adsorption capacity qe on the vertical axis.
In this reference example, qe increases as Ce increases, but the increase becomes somewhat more gradual in the high-concentration region.
| Equilibrium Concentration Ce | Equilibrium Adsorption Capacity qe | Meaning on the Adsorption Isotherm |
|---|---|---|
| 1.0 mg/L | 4.0 mg/g | Low-concentration region. Adsorption capacity is small. |
| 6.0 mg/L | 14.0 mg/g | Adsorption capacity increases with increasing concentration. |
| 16.0 mg/L | 24.0 mg/g | Adsorption proceeds further. |
| 42.0 mg/L | 38.0 mg/g | High-concentration region. The increase becomes somewhat more gradual. |
| 58.0 mg/L | 42.0 mg/g | Approaching saturation of adsorption sites. |
When Considering Langmuir-Type Adsorption
In Langmuir-type adsorption, the adsorbent surface is considered to have a limited number of adsorption sites, and the adsorption capacity approaches a maximum value at high concentrations.
In this reference example, the equilibrium adsorption capacity increases as the initial concentration increases, but the increase becomes smaller in the high-concentration region.
This can be explained by the adsorption sites on the activated-carbon surface gradually becoming occupied and the system approaching saturation.
When Considering Freundlich-Type Adsorption
In Freundlich-type adsorption, the adsorbent surface is considered to be nonuniform, with sites that are easy to adsorb onto and sites that are more difficult to adsorb onto.
It can be interpreted that adsorption occurs preferentially at easily adsorbed sites at low concentrations and then extends to more difficult sites as the concentration increases.
In this reference example as well, the equilibrium adsorption capacity increases as the equilibrium concentration increases, so it can be considered that dye molecules were adsorbed onto various adsorption sites on the activated-carbon surface.
Example of How to Write the Results
The initial concentration was varied over the range from 5.0 to 100.0 mg/L, and the amount of methylene blue adsorbed by activated carbon was determined.
At an initial concentration of 5.0 mg/L, the equilibrium concentration was 1.0 mg/L, the removal percentage was 80.0%, and the equilibrium adsorption capacity was 4.0 mg/g.
On the other hand, at an initial concentration of 100.0 mg/L, the equilibrium concentration was 58.0 mg/L, the removal percentage was 42.0%, and the equilibrium adsorption capacity was 42.0 mg/g.
As the initial concentration increased, the equilibrium adsorption capacity increased, but the removal percentage decreased.
This was considered to result from the fact that increasing the amount of dye in the solution increased the total amount adsorbed onto the activated carbon, while the number of adsorption sites on the activated carbon was limited and therefore the dye could not be sufficiently removed in the high-concentration region.
Points for Connecting the Results to the Discussion
In a discussion of an adsorption isotherm experiment, it is important to note that the removal percentage and adsorption capacity do not necessarily change in the same manner when the concentration changes.
Under high-concentration conditions, the adsorption capacity may be large even though the removal percentage is low.
- Did the equilibrium adsorption capacity increase as the initial concentration increased?
- Did the removal percentage decrease as the initial concentration increased?
- Did the increase in adsorption capacity become more gradual in the high-concentration region, showing a tendency to approach saturation?
- Can the number of adsorption sites on the activated-carbon surface be considered limited?
- Which explanation, Langmuir-type or Freundlich-type, better fits the results?
- Could insufficient filtration or contamination by fine activated-carbon particles have affected the absorbance?
- Was the contact time sufficient for adsorption to approach equilibrium?
Example Discussion
In this experiment, the equilibrium adsorption capacity qe per 1 g of activated carbon increased as the initial concentration increased.
At an initial concentration of 5.0 mg/L, qe was 4.0 mg/g, whereas at an initial concentration of 100.0 mg/L, it was 42.0 mg/g.
This was considered to result from the greater number of dye molecules present in the solution at higher initial concentrations, increasing the opportunity for contact with the activated-carbon surface.
On the other hand, the removal percentage decreased as the initial concentration increased.
Under low-concentration conditions, the number of dye molecules was small relative to the adsorption sites on the activated carbon, so a large proportion of the dye was removed.
However, under high-concentration conditions, the amount of dye was large and the adsorption sites on the activated-carbon surface approached saturation, so more dye remained in the solution and the removal percentage was considered to have decreased.
When viewed as an adsorption isotherm, the equilibrium adsorption capacity qe increased as the equilibrium concentration Ce increased, but the increase became somewhat more gradual in the high-concentration region.
This was considered to result from the adsorption sites on the activated-carbon surface gradually becoming occupied and the adsorption approaching saturation.
Therefore, these results can be readily explained by the concept of saturation adsorption such as the Langmuir model.
However, the activated-carbon surface is not uniform, and adsorption sites with different affinities are considered to exist because of differences in pore structure and surface functional groups.
Therefore, the results can also be interpreted as adsorption onto a heterogeneous surface, as in the Freundlich model.
In an actual report, it is important to plot the measured points and examine which adsorption-isotherm equation the trend more closely resembles.
Summary
In an adsorption isotherm experiment, the adsorption characteristics of activated carbon can be evaluated by varying the initial concentration and determining the equilibrium concentration and equilibrium adsorption capacity.
In this reference example, the equilibrium adsorption capacity increased as the initial concentration increased, but the removal percentage decreased.
In a report, organizing the relationships among concentration, adsorption capacity, and removal percentage and relating them to saturation of adsorption sites and heterogeneity of the activated-carbon surface makes the discussion easier.
Why Activated Carbon Is Used as an Adsorbent
Activated carbon is a porous material composed mainly of carbon.
Because it contains numerous fine pores and has an extremely large surface area, it can efficiently adsorb substances from solution.
It is often used particularly for removal of organic substances, dyes, odor components, hydrophobic substances, and similar materials.
The adsorption capacity of activated carbon changes depending on pore diameter, specific surface area, surface functional groups, particle size, pretreatment conditions, and other factors.
Even for the same mass of activated carbon, the adsorption capacity changes if the surface area or pore structure differs.
Therefore, when discussing activated-carbon adsorption results, it is useful to consider not only that “adsorption occurred because activated carbon was added” but also the roles of surface structure and pores.
Example Discussion:
Activated carbon is a porous material with numerous pores and an extremely large surface area per unit mass.
Therefore, adsorbate molecules in the solution were considered to have been taken up onto the activated-carbon surface and into its pores, reducing the concentration.
The adsorption capacity of activated carbon is strongly affected by its specific surface area, pore structure, and surface functional groups.
What Can Be Learned from Concentration Changes?
When the solution concentration decreases after activated carbon is added, the decrease mainly corresponds to the amount of substance adsorbed onto the activated carbon.
The larger the difference between the initial concentration and equilibrium concentration, the greater the amount of adsorbate removed from the solution.
By calculating the adsorption capacity, it is possible to evaluate how much substance was adsorbed per 1 g of activated carbon.
However, a decrease in concentration is not necessarily caused entirely by adsorption.
Sample loss during filtration, adsorption onto the container, decomposition, precipitation, measurement errors, and other factors may also cause concentration decreases.
Therefore, performing blank tests and control experiments makes it possible to more accurately judge changes caused by activated-carbon adsorption.
Example Discussion:
Because the solution concentration decreased after activated-carbon treatment, the adsorbate was considered to have been adsorbed onto the activated-carbon surface.
A larger difference between the initial concentration and equilibrium concentration indicates that a larger amount of adsorbate was removed from the solution.
However, because concentration decreases may also be affected by adsorption onto the container or loss during filtration, the result must be judged by comparison with a control experiment.
How to Determine Adsorption Capacity
Adsorption capacity is determined from the concentration difference before and after adsorption, the solution volume, and the mass of the adsorbent.
If the initial concentration is C0, equilibrium concentration is Ce, solution volume is V, and adsorbent mass is m, the adsorption capacity qe per unit mass is expressed as follows.
It is important to use consistent units for concentration and volume.
qe = (C0 – Ce)V / m
C0: initial concentration, Ce: equilibrium concentration, V: solution volume, m: adsorbent mass
A larger qe indicates that more substance was adsorbed per 1 g of activated carbon.
When comparing adsorption capacities, the mass of activated carbon and solution volume must be standardized.
In addition, the unit of adsorption capacity, such as mg/g or mol/g, must be clearly stated.
Example Discussion:
The adsorption capacity qe can be determined from the difference between the initial concentration and equilibrium concentration.
In this experiment, because the concentration decreased after activated carbon was added, the adsorption capacity per unit mass was calculated by multiplying the concentration difference by the solution volume and dividing by the mass of activated carbon.
Under conditions with a larger qe, more adsorbate was considered to have been retained on the activated-carbon surface.
Discussion of Adsorption Percentage
Adsorption percentage is the proportion of the adsorbate initially present in the solution that was removed by activated carbon.
It can be determined from the initial concentration and equilibrium concentration.
A higher adsorption percentage means that activated carbon had a greater removal effect.
Adsorption percentage = (C0 – Ce) / C0 × 100
However, adsorption percentage and adsorption capacity do not mean the same thing.
At low concentrations, the adsorption percentage may be high even though the absolute adsorption capacity is small.
At high concentrations, the adsorption capacity may be large, but the adsorption percentage may decrease because the activated-carbon surface approaches saturation.
It is important to distinguish between these two indicators in the discussion.
Example Discussion:
The adsorption percentage is the proportion of the adsorbate removed relative to the initial concentration.
Under low-concentration conditions, adsorption sites on the activated-carbon surface are sufficiently available, so the adsorption percentage tends to be high.
On the other hand, under high-concentration conditions, even if the adsorption capacity itself increases, the adsorption percentage may decrease because the surface adsorption sites approach saturation.
What Is Adsorption Equilibrium?
Adsorption equilibrium is the state in which the rate at which adsorbate in the solution is adsorbed onto the activated-carbon surface and the rate at which it desorbs from the surface back into the solution are balanced.
Adsorption does not continue indefinitely in one direction, but approaches an equilibrium state after a certain period.
The solution concentration at this time is called the equilibrium concentration Ce.
If the concentration is measured before equilibrium is reached, the adsorption capacity may be underestimated.
This is because when the contact time is too short, the adsorbate has not moved sufficiently to the activated-carbon surface or into the pores.
To create an adsorption isotherm, each concentration condition must be allowed sufficient contact time and measured under conditions close to equilibrium.
Example Discussion:
Adsorption equilibrium is the state in which the rate at which the adsorbate is adsorbed onto the activated-carbon surface and the rate at which it desorbs from the surface are balanced.
If measurement is performed before equilibrium is reached, adsorption is still progressing and the adsorption capacity may be underestimated.
Therefore, to prepare an adsorption isotherm, it is important to allow each sample sufficient contact time and measure the equilibrium concentration.
What Is an Adsorption Isotherm?
An adsorption isotherm is a graph showing the relationship between equilibrium concentration Ce and adsorption capacity qe at a constant temperature.
It is called an “isotherm” because the measurement is performed at a constant temperature.
By examining an adsorption isotherm, it is possible to determine how the adsorption capacity changes from low to high concentrations.
In general, adsorption capacity increases as equilibrium concentration increases.
However, because the number of adsorption sites on the adsorbent surface is limited, the increase in adsorption capacity becomes more gradual once the concentration becomes sufficiently high.
From this shape, it is possible to discuss whether the adsorption is close to monolayer adsorption or adsorption onto a heterogeneous surface.
Example Discussion:
An adsorption isotherm shows the relationship between equilibrium concentration and adsorption capacity per unit mass at a constant temperature.
In this experiment, the adsorption capacity increased as the equilibrium concentration increased.
However, because the increase in adsorption capacity became more gradual in the high-concentration region, the adsorption sites on the activated-carbon surface may have approached saturation.
Concept of the Langmuir Adsorption Isotherm Equation
The Langmuir adsorption isotherm equation is a model that assumes that the adsorbent surface has a fixed number of adsorption sites and that one molecule is adsorbed at each site.
In other words, monolayer adsorption is assumed.
At low concentrations, many adsorption sites are vacant, so the adsorption capacity increases readily, whereas at high concentrations the adsorption sites become occupied and the adsorption capacity approaches a maximum value.
In Langmuir-type adsorption, the adsorption isotherm initially increases steeply and then approaches saturation.
Although it is an idealized model assuming a uniform activated-carbon surface and identical adsorption sites, it is useful for considering the maximum adsorption capacity.
When experimental results level off at high concentration, the Langmuir concept can be applied.
qe = qmaxKCe / (1 + KCe)
qmax: maximum adsorption capacity, K: constant related to adsorption strength
Example Discussion:
Because the increase in adsorption capacity became more gradual in the high-concentration region, the adsorption sites on the activated-carbon surface may have approached saturation.
This type of behavior can be explained by the Langmuir adsorption isotherm equation, which assumes a finite number of adsorption sites on the adsorbent surface and monolayer adsorption.
Therefore, the adsorption in this experiment was considered to show, to some extent, Langmuir-type behavior.
Concept of the Freundlich Adsorption Isotherm Equation
The Freundlich adsorption isotherm equation is an empirical equation representing adsorption onto a heterogeneous surface.
The activated-carbon surface is not completely uniform, and pore sizes, surface functional groups, and adsorption sites with different affinities are present.
Therefore, the Freundlich equation is often used for actual activated-carbon adsorption.
In the Freundlich equation, adsorption capacity qe is considered proportional to a power of the equilibrium concentration Ce.
A linear relationship may be obtained when a log-log plot is made.
If the experimental results do not show clear Langmuir-type saturation and adsorption capacity continues to increase with concentration, the Freundlich model can be examined.
qe = KCe1/n
log qe = log K + (1/n)log Ce
Example Discussion:
Because the activated-carbon surface is heterogeneous in terms of pore structure and surface functional groups, it is unlikely that all adsorption sites have the same properties.
Therefore, when the adsorption capacity increases continuously with equilibrium concentration, the behavior may be explained by the Freundlich adsorption isotherm equation.
If a linear relationship is obtained in a log-log plot, the adsorption behavior can be considered Freundlich-type.
Difference Between Langmuir-Type and Freundlich-Type Adsorption
The Langmuir model assumes uniform adsorption sites, monolayer adsorption, and an approach to a maximum adsorption capacity.
In contrast, the Freundlich model is an empirical equation that assumes a heterogeneous adsorbent surface with differences in ease of adsorption among sites.
Because porous materials such as activated carbon have heterogeneous surfaces, the results may sometimes be closer to Freundlich-type behavior.
If the experimental results clearly approach saturation at high concentration, the Langmuir model can be examined, while if the log-log plot shows good linearity, the Freundlich model can be considered.
However, the results cannot always be completely explained by only one of the two models.
Depending on the experimental range and measurement error, the results may appear to resemble both.
| Model | Concept | Characteristics |
|---|---|---|
| Langmuir type | Monolayer adsorption onto uniform adsorption sites | Approaches a maximum adsorption capacity at high concentration |
| Freundlich type | Empirical adsorption onto a heterogeneous surface | Linearity is examined in a log-log plot |
Example Discussion:
In the Langmuir model, the number of adsorption sites is finite and the adsorption capacity approaches saturation at high concentrations.
In contrast, the Freundlich model reflects the heterogeneity of the activated-carbon surface and expresses an empirical relationship between adsorption capacity and equilibrium concentration.
In this experiment, if the increase in adsorption capacity became more gradual in the high-concentration region, the behavior can be discussed as Langmuir-type, while if the log-log plot shows high linearity, it can be discussed as Freundlich-type.
Effect of Initial Concentration
The higher the initial concentration, the more adsorbate molecules are present in the solution and the greater the driving force for movement toward the activated-carbon surface.
Therefore, adsorption capacity tends to increase as the initial concentration increases.
At low concentrations, adsorption sites are sufficiently available, so the adsorption percentage may become high.
However, at higher concentrations, adsorption sites on the activated-carbon surface gradually become occupied and the increase in adsorption capacity becomes more gradual.
At still higher concentrations, the adsorption sites approach saturation and additional adsorbate tends to remain in the solution.
Therefore, adsorption capacity and adsorption percentage must be discussed separately.
Example Discussion:
The adsorption capacity increased as the initial concentration increased because the number of adsorbate molecules in the solution increased and the amount moving to the activated-carbon surface became larger.
However, in the high-concentration region, the adsorption sites approached saturation and the increase in adsorption capacity became more gradual.
Therefore, increasing the initial concentration may increase adsorption capacity while decreasing the adsorption percentage.
Effect of the Amount of Activated Carbon
Increasing the amount of activated carbon increases the available adsorption surface area and number of adsorption sites, so more adsorbate is removed from the solution.
Therefore, for a solution with the same initial concentration, increasing the amount of activated carbon tends to lower the equilibrium concentration and increase the adsorption percentage.
However, the adsorption capacity qe per unit mass does not necessarily increase when the amount of activated carbon is increased.
If too much activated carbon is used, the adsorbate may not be distributed sufficiently among all adsorption sites and the adsorption capacity per 1 g of activated carbon may appear smaller.
When considering the effect of adsorbent amount, total removal and adsorption capacity per unit mass must be distinguished.
Example Discussion:
Increasing the amount of activated carbon increased the number of adsorption sites and therefore increased the removal percentage of the adsorbate from the solution.
However, if too much activated carbon is added, adsorption sites become excessive relative to the amount of adsorbate and the adsorption capacity qe per unit mass may become smaller.
Therefore, the effect of activated-carbon amount must be discussed separately in terms of adsorption percentage and qe.
Effect of Contact Time
Adsorption does not finish completely at the moment activated carbon is added.
The adsorbate moves from the solution to the external surface of the activated carbon and then diffuses into the pores and becomes adsorbed.
Therefore, if the contact time is short, equilibrium may not have been reached and the adsorption capacity may be measured as smaller.
In general, the concentration difference is large in the initial stage of adsorption and the adsorption rate is high.
As time passes, adsorption sites become occupied and the system approaches equilibrium, so the adsorption rate becomes slower.
When preparing an adsorption isotherm, it is important to set the same contact time for all samples and, if possible, confirm beforehand the time required to reach equilibrium.
Example Discussion:
If the adsorption capacity was small under conditions with a short contact time, adsorption equilibrium may not have been reached.
Because the adsorbate moves not only to the activated-carbon surface but also into the pores, sufficient time is required.
Adsorption proceeds rapidly at first, but as time passes the adsorption sites become occupied and the adsorption rate decreases as equilibrium is approached.
Effect of Stirring
Stirring is important for transporting the adsorbate in the solution to the activated-carbon surface.
If stirring is insufficient, the concentration boundary layer around the activated carbon becomes thicker and it becomes more difficult for the adsorbate to move to the surface.
As a result, the adsorption rate may decrease and the adsorption capacity within a fixed period may become smaller.
Appropriate stirring makes the concentration throughout the solution more uniform and promotes mass transfer to the activated-carbon surface.
However, if stirring conditions differ among samples, comparison of adsorption capacities becomes inaccurate.
In addition, excessively strong stirring may break the activated carbon into finer particles, changing the surface area and affecting the results.
Example Discussion:
If stirring is insufficient, the adsorbate may have difficulty moving to the activated-carbon surface and the adsorption rate may decrease.
Appropriate stirring makes the concentration in the solution more uniform and promotes mass transfer to the activated-carbon surface.
Therefore, when comparing adsorption capacities, the stirring time and stirring speed must be kept constant.
Effect of Activated-Carbon Particle Size
The smaller the particle size of activated carbon, the larger the external surface area and the easier it is for the adsorbate to reach the surface.
Therefore, activated carbon with a smaller particle size may show a faster adsorption rate.
In addition, the diffusion distance into the pores becomes shorter, so the time required to reach equilibrium may also become shorter.
On the other hand, smaller particle sizes make filtration more difficult and fine activated-carbon particles may remain in the filtrate.
If fine particles remain, turbidity may affect absorbance measurement or adsorption may continue even after the intended measurement time.
The effect of particle size must be discussed from both the adsorption rate and the separation operation.
Example Discussion:
Activated carbon with a smaller particle size was considered to have a faster adsorption rate because it has a larger external surface area and the adsorbate can reach the surface more easily.
However, if the particle size is too small, fine activated-carbon particles may enter the filtrate during filtration and affect absorbance measurement.
Therefore, the particle size of activated carbon is an important condition affecting not only adsorption capacity but also measurement accuracy.
Effect of Temperature
Adsorption is affected by temperature.
In general, for physical adsorption, adsorption may become weaker and adsorption capacity may decrease as temperature increases.
This is because increasing the temperature increases molecular thermal motion and makes desorption from the surface easier.
However, increasing the temperature may also increase the diffusion rate in the solution and make the adsorption rate faster.
Adsorption capacity and adsorption rate must be considered separately.
Because adsorption isotherms are measured at a constant temperature, comparison among samples becomes difficult if the temperature differs among them.
Example Discussion:
Temperature affects both adsorption equilibrium and adsorption rate.
In physical adsorption, higher temperature increases molecular thermal motion and makes it easier for the adsorbate to desorb from the activated-carbon surface, so the equilibrium adsorption capacity may decrease.
Therefore, the measurement temperature must be kept constant when comparing adsorption isotherms.
Effect of pH
pH affects the charge state of the adsorbate and the charge state of the activated-carbon surface.
If the adsorbate contains acidic or basic functional groups, its ionization state changes with pH and its interaction with activated carbon changes.
Functional groups on the activated-carbon surface may also become charged depending on pH.
If the adsorbate and activated-carbon surface have charges of the same sign, electrostatic repulsion may occur and adsorption may become more difficult.
If the charges have opposite signs, electrostatic attraction may make adsorption easier.
Therefore, pH is an important factor affecting adsorption capacity and the shape of the adsorption isotherm.
Example Discussion:
When pH changes, the charge states of the adsorbate and activated-carbon surface change, affecting adsorption capacity.
Under conditions where the adsorbate and activated-carbon surface have opposite charges, electrostatic attraction makes adsorption easier.
On the other hand, when they have charges of the same sign, repulsion occurs and the adsorption capacity may decrease.
Effect of the Molecular Structure of the Adsorbate
Ease of adsorption is also affected by the molecular structure of the adsorbate.
Highly hydrophobic molecules, planar dye molecules, organic substances containing aromatic rings, and similar species may adsorb readily onto the activated-carbon surface.
This is because hydrophobic interactions, π-π interactions, and other interactions are involved.
On the other hand, strongly hydrated ions or substances that are extremely soluble in water may have difficulty moving to the activated-carbon surface.
Large molecules may also have difficulty entering the pores of activated carbon.
Molecular size, polarity, charge, and functional groups of the adsorbate are important factors when discussing differences in adsorption capacity.
Example Discussion:
Differences in adsorption capacity among adsorbates arise because their molecular structures, polarity, charge, and molecular size differ.
Highly hydrophobic organic molecules and molecules containing aromatic rings may interact strongly with the activated-carbon surface and therefore be readily adsorbed.
On the other hand, strongly hydrated ions or large molecules that cannot easily enter the pores may show lower adsorption capacities.
Determining Concentration by Absorbance Measurement
In adsorption experiments using dyes, the concentrations before and after adsorption may be determined from absorbance.
A calibration curve is prepared, and the equilibrium concentration is determined by measuring the absorbance of the filtrate.
A higher absorbance indicates a higher dye concentration in the solution, and a decrease in absorbance after activated-carbon treatment indicates that the dye was adsorbed.
However, if fine activated-carbon particles remain in the filtrate, light scattering may cause the absorbance to appear higher.
In addition, accurate concentration determination becomes difficult when the concentration exceeds the range of the calibration curve.
In absorbance measurement, it is important to perform sufficient filtration and measure within the linear range of the calibration curve.
Example Discussion:
Because the absorbance decreased after activated-carbon treatment, the dye concentration in the solution was considered to have decreased and the dye to have been adsorbed onto the activated carbon.
To determine concentration from absorbance, measurement must be performed within the linear range of the calibration curve.
In addition, if fine activated-carbon particles remain in the filtrate, light scattering may cause the absorbance to be overestimated, so sufficient filtration is important.
Effect of the Filtration Operation
In an adsorption experiment, activated carbon and solution are brought into contact, after which the activated carbon is removed by filtration or centrifugation and the concentration in the filtrate is measured.
If filtration is insufficient, fine activated-carbon particles may remain in the filtrate, causing adsorption to continue during measurement or turbidity to affect absorbance measurement.
On the other hand, if the adsorbate is adsorbed onto the filter paper or container, the concentration may be measured lower than the actual value.
Adsorption onto filter paper is particularly important for dyes and hydrophobic substances.
Because the filtration operation directly affects calculation of the adsorption capacity, the conditions must be standardized.
Example Discussion:
If filtration is insufficient and fine activated-carbon particles remain in the filtrate, turbidity may affect the absorbance measurement.
In addition, if the remaining activated carbon continues to adsorb the adsorbate before measurement, the equilibrium concentration will be underestimated.
On the other hand, if the adsorbate is adsorbed onto the filter paper, the concentration will also be measured as lower, so it is important to standardize the filtration conditions.
Causes of Error in Adsorption Isotherm Experiments
Causes of error in adsorption isotherm experiments include errors in concentration preparation, errors in activated-carbon mass, insufficient contact time, insufficient stirring, temperature changes, insufficient filtration, adsorption onto filter paper, variation in activated-carbon particle size, errors in the calibration curve, and turbidity during absorbance measurement.
Because adsorption capacity is calculated from the concentration difference, errors in concentration measurement directly affect the adsorption capacity.
Under low-concentration conditions in particular, the concentration difference is small, so measurement errors have a large effect.
Under high-concentration conditions, the concentration may exceed the linear range of the calibration curve or the activated-carbon surface may approach saturation and the change may become small.
Causes of error are easier to organize when divided into preparation, adsorption operation, separation operation, concentration measurement, and analysis.
Example Discussion:
Possible causes of variation in adsorption capacity include errors in measuring the activated-carbon mass, insufficient contact time, insufficient filtration, and errors in absorbance measurement.
Because adsorption capacity is determined from the difference between the initial concentration and equilibrium concentration, errors in concentration measurement may greatly change the qe value.
In addition, if measurement is performed before equilibrium is reached, the adsorption capacity may be underestimated.
When the Results Can Be Considered Good
An adsorption isotherm experiment can be considered to have produced good results when the equilibrium concentration decreases below the initial concentration after activated carbon is added and the adsorption capacity changes systematically as the initial or equilibrium concentration increases.
In addition, if the graph of adsorption capacity versus equilibrium concentration shows a smooth curve and can be explained using the concepts of Langmuir-type or Freundlich-type adsorption, the results can be considered reasonable.
If the adsorption capacity tends to approach saturation in the high-concentration region, this may indicate that the number of adsorption sites is finite.
If a linear relationship is obtained in a log-log plot, the results can be discussed as Freundlich-type adsorption onto a heterogeneous surface.
Even if the results do not completely agree with the ideal equation, it is sufficient if they can be explained by considering the heterogeneity of the activated-carbon surface and measurement errors.
Example Discussion:
In this experiment, the equilibrium concentration decreased after activated carbon was added, confirming adsorption by activated carbon.
In addition, the adsorption capacity increased as the equilibrium concentration increased, but the increase became more gradual in the high-concentration region.
This suggests that the adsorption sites on the activated-carbon surface gradually approached saturation and that the adsorption behavior may be Langmuir-type.
Example Discussions When the Experiment Did Not Go Well
When an adsorption isotherm experiment does not go well, possible causes should be considered from results such as almost no decrease in concentration, a negative adsorption capacity, failure of the adsorption capacity to increase in concentration order, large scatter in the graph, or disagreement with literature values.
Organizing the causes according to the amount of activated carbon, concentration preparation, contact time, filtration, absorbance measurement, calibration curve, and temperature makes the discussion easier.
Example Discussion:
Possible reasons why the adsorption capacity did not increase in concentration order include failure to accurately standardize the mass of activated carbon among samples and insufficient stirring or contact time, preventing adsorption equilibrium from being reached.
In addition, if fine activated-carbon particles remained in the filtrate during filtration, the absorbance may have been measured too high and the equilibrium concentration overestimated.
Another Example Discussion:
If the concentration after activated-carbon treatment was estimated to be higher than the initial concentration and the adsorption capacity became negative, an error in concentration measurement or calibration-curve preparation was likely.
Possible causes include an incorrect dilution factor, measurement at an absorbance outside the range of the calibration curve, or residual turbidity in the filtrate.
Therefore, measurement must be performed within the calibration-curve range and the filtrate must be made sufficiently clear before measurement.
How to Write Points for Improvement
In a discussion of an adsorption isotherm experiment, writing not only the causes of error but also points for improvement makes the report easier to organize.
Points for improvement can be organized according to solution preparation, adsorption operation, separation operation, concentration measurement, and analytical method.
Improvements to Solution Preparation
- Prepare the initial concentration accurately
- Set the concentration series appropriately
- Measure the solution volume accurately
- Keep pH and temperature constant
- Dissolve the adsorbate completely
- Perform a blank test
Improvements to the Adsorption Operation
- Measure the mass of activated carbon accurately
- Standardize the particle size of the activated carbon
- Allow sufficient contact time
- Keep the stirring conditions constant
- Confirm the time required to reach adsorption equilibrium
- Eliminate temperature differences among samples
Improvements to Separation and Measurement
- Perform sufficient filtration
- Check for adsorption onto the filter paper
- Prevent fine activated-carbon particles from remaining in the filtrate
- Measure within the linear range of the calibration curve
- Avoid turbidity and bubbles during absorbance measurement
- Perform multiple measurements and calculate the average value
Improvements to Analysis
- Clearly state the unit of qe
- Create a graph of equilibrium concentration Ce versus adsorption capacity qe
- Consider a Langmuir plot
- Consider a Freundlich plot
- Check the causes of outliers
- When comparing with literature values, match the conditions
Example of How to Write Points for Improvement:
To accurately determine an adsorption isotherm, the mass of activated carbon, particle size, contact time, stirring conditions, and temperature must be kept constant.
In addition, the equilibrium concentration should be measured after adsorption equilibrium has been reached, and sufficient filtration is important so that fine activated-carbon particles do not remain in the filtrate.
In concentration measurement, the sample should be measured within the linear range of the calibration curve, and the relationship between qe and Ce should be graphed to confirm its correspondence with adsorption models.
Difference Between a Superficial Discussion and a Good Discussion
In a discussion of an adsorption isotherm experiment, simply writing that “the concentration decreased” or “activated carbon adsorbed the substance” results in a superficial discussion.
A good discussion relates concentration changes, adsorption capacity, equilibrium concentration, adsorption sites, adsorption-isotherm equations, and the surface structure of activated carbon.
| Superficial Discussion | Good Discussion |
|---|---|
| The concentration decreased. | The equilibrium concentration became lower than the initial concentration because the adsorbate was adsorbed onto the activated-carbon surface and into its pores, reducing the amount of adsorbate remaining in the solution. |
| More adsorption occurred at higher concentration. | At higher initial concentrations, the driving force for mass transfer to the activated-carbon surface became greater and the adsorption capacity increased, but in the high-concentration region the increase became more gradual as the adsorption sites approached saturation. |
| The graph curved. | Because the adsorption isotherm became more gradual in the high-concentration region, the adsorption sites on the activated-carbon surface were considered to have gradually become occupied and the system to have approached the maximum adsorption capacity. |
| The results varied. | Errors in activated-carbon mass, particle size, contact time, filtration conditions, absorbance measurement, and the calibration curve may have affected the equilibrium concentration and calculated adsorption capacity. |
Examples of Expressions That Can Be Used in Reports
The following expressions can be used when writing the results and discussion of adsorption isotherm experiments.
Adjust the necessary parts according to your own experimental results.
- Adsorption is a phenomenon in which molecules or ions in a solution are retained on a solid surface.
- Activated carbon is effective as an adsorbent because it is porous and has a large specific surface area.
- The decrease in concentration after activated carbon was added indicates that the adsorbate was adsorbed onto the activated carbon.
- Adsorption capacity can be determined from the difference between the initial concentration and equilibrium concentration.
- As the equilibrium concentration increases, the adsorption capacity per unit mass tends to increase.
- If the increase in adsorption capacity becomes more gradual in the high-concentration region, saturation of adsorption sites may be considered.
- The Langmuir equation assumes monolayer adsorption onto uniform adsorption sites.
- The Freundlich equation empirically represents adsorption onto a heterogeneous surface.
- If the contact time is too short, adsorption equilibrium may not be reached and the adsorption capacity may be underestimated.
- Insufficient filtration or contamination by fine activated-carbon particles causes errors in concentration measurement.
Points to Check When Discussing Adsorption Isotherms
Checking the following points before writing the report makes the discussion easier to write.
- Is the definition of adsorption explained?
- Is the reason why activated carbon is effective as an adsorbent described?
- Are the differences between the initial concentration and equilibrium concentration organized?
- Is the concentration decrease related to adsorption capacity?
- Are the equation and unit for calculating qe clearly stated?
- Are adsorption percentage and adsorption capacity distinguished?
- Is it considered whether adsorption equilibrium was reached?
- Is the shape of the adsorption isotherm explained?
- Is the relationship with Langmuir-type or Freundlich-type adsorption considered?
- Are the effects of contact time, particle size, stirring, and temperature considered?
- Are errors in filtration and absorbance measurement considered?
- Do the points for improvement correspond to the causes of error?
Summary
An adsorption isotherm experiment is an experiment that investigates how much adsorbate in solution is taken up by an adsorbent such as activated carbon.
When activated carbon is added, the adsorbate is adsorbed onto the activated-carbon surface and into its pores, causing the concentration in the solution to decrease.
From the difference between the initial concentration and equilibrium concentration, the adsorption capacity qe per unit mass can be determined.
An adsorption isotherm shows the relationship between equilibrium concentration Ce and adsorption capacity qe at a constant temperature.
As the equilibrium concentration increases, the adsorption capacity increases, but at high concentrations the adsorption sites on the activated-carbon surface may approach saturation and the increase in adsorption capacity may become more gradual.
This behavior can be discussed in relation to the Langmuir adsorption isotherm equation and the Freundlich adsorption isotherm equation.
In a report, rather than simply writing that “the concentration decreased,” organize and discuss the pore structure of activated carbon, concentration changes, adsorption capacity, equilibrium concentration, adsorption equilibrium, the shape of the adsorption isotherm, Langmuir-type and Freundlich-type adsorption, contact time, particle size, filtration operation, causes of error, and points for improvement.
Adsorption isotherm experiments are important experiments for quantitatively connecting surface phenomena with concentration changes.
