ABSTRACT
Naphthenic acids are the most significant environmental pollutants created by the extraction of oil from oil sand deposits. Since the diffusion coefficient of naphthenic acid has a direct effect on the modeling of diffusion and advection and determining its behavior and movement in water, this number is needed for modeling work and future studies. In this study, the diffusion coefficient of this substance in water was determined experimentally and in a laboratory. The researchers used the device of the Armfield company, known as the device for determining the diffusion coefficient in liquids. In this research, after examining different methods of determining the concentration of naphthenic acid in the water, including UV–vis, chemical oxygen demand (COD), crystal violet, oxidation reduction potential, pH meter, and electrical conductivity meter, the COD method was the best method in determining the concentration at different times, which provided a suitable numerical range for the concentrations and a device was built for heavy oil pollutants with poor solubility in water to specify the diffusion coefficient, and for the first time, the diffusion coefficient of naphthenic acid in water was obtained with experiments and experimental equations as 0.69 × 10−9 m2/s which indicates the weak diffusion of this substance in water.
HIGHLIGHTS
Investigating the behavior of the diffusion of naphthenic acid in water.
Determination of the diffusion coefficient of naphthenic acid in water.
An experimental method designed to determine the diffusion coefficient.
INTRODUCTION
Naphthenic acids are a group of polar organic carboxylic acids naturally existing in crude oil, and they are primarily cycloaliphatic carboxylic acids of 10–16 carbons (McKay et al. 1975; Qian et al. 2001; Clemente et al. 2003; Brown & Ulrich 2015). Naphthenic acids are the most significant environmental pollutants resulting from the extraction of crude oil from tar sand reserves. Research has shown that toxicity is higher in fish, while it is lower for invertebrates and algae. Additionally, the high concentration of these acids in crude oil causes corrosion in oil transportation pipelines and exploration and refining equipment, resulting in a reduced lifespan of these facilities. Naphthenic acids, which are amber-yellow and have a molecular weight of 170, have a solubility of 50 mg/L of water. Analyzing naphthenic acids in crude oils is challenging. Electrospray ionization mass spectrometry (ESI-MS) offers a rapid and efficient method for this purpose due to its low information requirements (Lochte & Littmann 1955; Havre 2002; Rogers et al. 2002; Oliveira et al. 2004; Campos et al. 2005; Clemente & Fedorak 2005; Woo et al. 2009; Wang & Kasperski 2010; Damasceno et al. 2014; Kinley 2015; Shah et al. 2015; Swigert et al. 2015; Adams et al. 2019).
Sitaraman et al. (1963) found in a study that the Wick–Chang equation was not accurate in systems in which water is a substance dissolved in different organic solvents. Albery et al. (1967) developed a simple and rapid method for measuring diffusion coefficients using a Stokes cell and a pH stat and it was shown that the diffusion coefficients of different acids were mainly a function of their molecular weight. Schramke et al. (1999) in research investigated the water diffusion coefficients for organic compounds at 25 °C on 108 organic compounds, and the water diffusion coefficients predicted using molecular connectivity indices were statistically compared to the values calculated using the molar volume estimation and alkyl chain length methods (Othmer & Thakar 1953; Wilke & Chang 1955; Hayduk & Laudie 1974).
Miyabea & Isogai (2011) in a study experimentally led to the presentation of an equation developed from the Wick–Chang equation which had more favorable results than the previous equations. Bidstrup & Geankoplis (1963) in an experiment using the diaphragm cell method and at a temperature of 25 °C measured the diffusion coefficients for several groups of carboxylic acids. In a study, Gharagheizi (2012) presented a three-parameter equation to calculate the diffusion coefficient of non-electrolyte compounds in water. In an experimental study, Manouchehrian Fard & Beiki (2016) measured the molecular diffusion coefficient of benzoic acid in water-based nanofluids containing gamma alumina nanoparticles. Hamada & de Anna (2021) proposed a new method for direct measurement of the diffusion coefficient of solutes in liquids. Their method was based on direct measurement of the spatial profile of the concentration of a considered tracer by optical techniques in a single emission, and the diffusion coefficient can be estimated based on the Einstein–Stokes relationship.
Since naphthenic acid is the most common cause of corrosion in refinery equipment and is classified as the most important environmental pollutant during oil extraction, it has been the focus of researchers in the past few years (Sotoudeh et al. 2023).
In this research, various methods have been examined, and the best method for determining the diffusion coefficient of naphthenic acid in water has been presented experimentally and in the laboratory. In past studies, there were some limitations in estimating the diffusion coefficient of naphthenic acid using mathematical equations, and no precise experimental or laboratory method was used to determine the diffusion coefficient of this substance. For a better understanding and the high importance of this substance, precise information such as the diffusion coefficient of this substance in water for environmental modeling and examining its exact behavior in nature is needed. One of the major challenges of this study is finding a suitable indicator to determine different concentrations of naphthenic acid in water.
MATERIALS AND METHODS
Materials
Commercial naphthenic acid technical grade (purity of 90–100%) was purchased from Sigma-Aldrich (with technical specifications in Table 1). For ultra-low range chemical oxygen demand (COD) determination by the Reactor Digestion Method. Hach Method 8000. Range: 0.7–40.0 mg/L COD. Pack of 150 vials. Distilled water was used in this experiment. No further purification of the chemicals was performed once they were received.
Technical and laboratory specifications of the applied naphthenic acid (Sigma-Aldrich)
Parameter . | General characteristic . |
---|---|
Code | 70,340 |
Molecular formula | C10H18O2 |
Quality | Level 100 |
Grade | Technical |
Refractive index | n20/D 1.45 |
Acid value | ∼230 |
Density | 0.92 g/mL at 20 °C (lit.) |
Parameter . | General characteristic . |
---|---|
Code | 70,340 |
Molecular formula | C10H18O2 |
Quality | Level 100 |
Grade | Technical |
Refractive index | n20/D 1.45 |
Acid value | ∼230 |
Density | 0.92 g/mL at 20 °C (lit.) |
Equipment and setup
Molecular diffusion, as the name suggests, occurs slowly due to the collision of molecules, but if a magnet is placed inside this container for stirring, the diffusion of molecules will be done much faster. Armfield company's device, known as the liquid diffusion coefficient apparatus, calculates the diffusion coefficient based on cyclic diffusion and concentration changes by changing the numbers on the display of the electrical conductivity meter. However, since the solubility of naphthenic acid in water is very weak and the changes in the numbers of the electrical conductivity meter are very small, it is necessary to build a new device and method with the ability to identify heavy oil pollutants with poor solubility. In this research, first, by making solutions with different concentrations of naphthenic acid, the calibration chart of COD over concentration was obtained, and then the COD over time graph was obtained by experimenting; as a result, with the help of these two graphs, the diagram of concentration over time was obtained.
Diffusion of naphthenic acid in water (1. pH meter, 2. pH meter electrode, 3. pipette for sampling, 4. magnet, 5. release funnel, 6. funnel holder, 7. distilled water tank, 8. naphthenic acid).
Diffusion of naphthenic acid in water (1. pH meter, 2. pH meter electrode, 3. pipette for sampling, 4. magnet, 5. release funnel, 6. funnel holder, 7. distilled water tank, 8. naphthenic acid).
Experiment to determine the diffusion coefficient of naphthenic acid in water.
Concentration measurements
After examining various methods in the laboratory, such as the electrical conductivity meter, pH meter, oxidation reduction potential (ORP), and the COD method to better observe the changes in the concentration of naphthenic acid in the water, the COD method showed the best concentration changes, and in this experiment, this method was used to determine the diffusion coefficient.
After several tests to find the time to stabilize the concentration, it was decided to take 10 samples from the device with a laboratory pipette every 30 min at intervals of 4 hours. Sampling points were fixed and in the middle of the beaker. The samples removed with a pipette were poured into special COD vials and analyzed with the help of a DRB200 digital reactor block for test ‘N’ tube (TNT) plus: 9 × 13 mm vial wells, 2 × 20 mm vial wells, 115 volts alternating current (VAC), and a Hach Lange DR5000 UV/VIS spectrophotometer, and the read numbers after comparing with the calibration chart showed different concentrations of naphthenic acid.
Diffusion coefficient calculation
In this regard, D is the diffusion coefficient in (cm2/s), V is the volume of the cylinder (cm3), X is the length of the diffusion layer (cm), d is the diameter of the mesh holes (cm), N is the number of holes in the mesh plate, M is the concentration of the solution in molar, dk/dt is the slope of the graph of change in electrical conductivity over time, and Cm is the conversion factor of the change in electrical conductivity to the change in solution concentration (slope of the COD/C diagram in molar).
RESULTS AND DISCUSSION
Diffusion coefficient determination
The total diffusion coefficient in hydraulics is shown by D and is defined as the sum of molecular diffusion and turbulent diffusion. Since the diffusion coefficient of naphthenic acid has a direct effect on the modeling of its diffusion and advection in water, therefore, this number is needed for modeling work and future studies, but since the diffusion coefficient has not been calculated for naphthenic acid so far, in this experiment, the diffusion coefficient of this substance in water was determined experimentally and in a laboratory. After examining different methods to observe the changes in the concentration of naphthenic acid in water, the COD method showed the best results, and this method was used to show the changes in the concentration of naphthenic acid in water.
Solution preparation
Since the solubility of naphthenic acid in water is 50 mg per liter, first 0.05 g of naphthenic acid is dissolved in 1 L of distilled water to make a solution of 50 mg/L, and then with the help of the obtained solution (Table 2), the solutions needed for calibration are made as discussed below.
Different concentrations made from the naphthenic acid solution
Concentration made (mg/L) . | Solution 50 mg/L (cc) . | Water (cc) . |
---|---|---|
5 | 10 | 90 |
10 | 20 | 80 |
20 | 40 | 60 |
30 | 60 | 40 |
40 | 80 | 20 |
50 | 100 | 0 |
Concentration made (mg/L) . | Solution 50 mg/L (cc) . | Water (cc) . |
---|---|---|
5 | 10 | 90 |
10 | 20 | 80 |
20 | 40 | 60 |
30 | 60 | 40 |
40 | 80 | 20 |
50 | 100 | 0 |
Calibration and concentration measurement
COD calibration graph for different concentrations of naphthenic acid.
To prepare the standard solution, first, 2 cc of distilled water should be poured into a COD vial, and before placing the concentration vials in the DR5000 spectrophotometer, this standard vial should be placed in the device, and the ZERO option should be selected. The COD codes used in the device were 430 and 150 in the low range mode. Before placing the vials in the device, make sure they are clean and dry.

Graph of naphthenic acid concentration changes in water at different times.
Diffusion coefficient calculation
COD calibration graph for different concentrations of naphthenic acid to molar.
By placing the obtained variables in Equation (4), the diffusion coefficient of naphthenic acid in water was obtained as 0.69 × 10−9 m2/s.
pH changes
Graph of pH changes in water during the experiment to determine the diffusion coefficient of naphthenic acid.
Graph of pH changes in water during the experiment to determine the diffusion coefficient of naphthenic acid.
Finally, according to the diffusion coefficients of similar acids such as citric acid 0.68 × 10−9 m2/s, succinic acid 0.93 × 10−9 m2/s, propionic acid 1.18 × 10−9 m2/s, and stearic acid 0.61 × 10−9 m2/s, it is possible to understand the accuracy of the diffusion coefficient of naphthenic acid in water. Of course, this small number means the solubility and poor diffusion of naphthenic acid in water (Liu et al. 2004; Xu & Yang 2019).
CONCLUSION
In this research, for the first time, the diffusion coefficient of naphthenic acid in water was obtained using experimental and laboratory methods to serve as a precursor for future studies on the modeling and behavior of this substance in the natural environment. The diffusion coefficient of naphthenic acid in distilled water at a temperature of 25 °C was found to be 0.69 × 10 m²/s, indicating the weak penetration of this substance in water. The innovation of our research was the introduction of a new laboratory method for determining the diffusion coefficient of polar organic compounds that have poor solubility in water. This research also led to the development of the laboratory diffusion coefficient empirical equation in the Unit Operations textbook (McCabe et al. 2005). After examining the diffusion coefficients of substances similar to naphthenic acid, which have nearly similar properties and carbon rings, one can ascertain the accuracy of the diffusion coefficient of naphthenic acid in water. It is worth mentioning that in this research, three other methods, such as ORP, pH meter, and electrical conductivity meter, were used, but the chemical oxygen demand (COD) method provided the best range of concentration changes over different times within an appropriate numerical range.
Since naphthenic acid is one of the most important oil pollutants during the crude oil extraction phase, a large amount of this substance enters the environment and seas along with the water that is extracted from the well during crude oil extraction. Therefore, for environmental research such as modeling its advection, behavior, and fate in the natural environment, precise information like the diffusion coefficient of this substance in water is required. However, in the past, due to a lack of understanding of the importance of the subject, researchers only used mathematical equations to estimate the diffusion coefficient of this substance. For future studies, it is suggested to work on modeling the diffusion and advection of naphthenic acid in aquatic environments and seas.
AUTHORS CONTRIBUTIONS
Y.S. conceptualized and validated the project, performed in experiment, investigated the process, contributed to software, wrote the original draft, visualized the work, developed the methodology, reviewed the article; M.H.N. supervised the work, developed the methodology, conceptualized the project, investigated the process, wrote and reviewed and edited the article; A.K. supervised the work, developed the methodology, conceptualized the project, wrote and reviewed and edited the article; M.B. developed the methodology and performed in experiment.
FUNDING
The authors received no funding for this study.
DATA AVAILABILITY STATEMENT
All relevant data are included in the paper or its Supplementary Information.
CONFLICT OF INTEREST
The authors declare there is no conflict.