Comparative Study of Techniques Used to Determine Asphaltene Stability

Abstract The condition of asphaltene deposition is poorly known, creating it one of the heaviest challenging flow assurance issues in oil production. An important stage of this problem is asphaltene stability, which indicates whether the asphaltene can be precipitated from a petroleum sample. This study investigated the efficiency of many forecasting models used to evaluate asphaltene stability in the petroleum depending only on SARA (Saturate, Aromatics, Resins and Asphaltene) fractions. To identify the precision of eight models of asphaltene stability, 298 crude oil samples from various worldwide sources were examined. By exhibiting obvious distinctions in sample sorting between the models, the findings showed the impact of methodological assumptions and fundamental factors. The factors of confusion matrix were utilized to statistically evaluate each prediction model’s performance. The Colloidal Stability Index (CSI) was selected as the most reliable technique as it is showed the highest overall accuracy among all the examined models. Additionally, CSI was conducted to examine the stability condition of asphaltene in Iraqi petroleum samples, and the predicted results were matched the experimental findings because they were all prone to asphaltene precipitation (unstable samples).

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Publication Details

Journal
Petroleum Chemistry
Published
2026-09-16
DOI
https://doi.org/10.1134/s0965544126120157
Primary Topic
Petroleum Processing and Analysis
Type
article
Field-Weighted Citation Impact
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article

Comparative Study of Techniques Used to Determine Asphaltene Stability

Ali A. Ali
Petroleum Chemistry
Petroleum Processing and Analysis
article

Comparative Study of Techniques Used to Determine Asphaltene Stability

Ali A. Ali
article en

Abstract

Abstract The condition of asphaltene deposition is poorly known, creating it one of the heaviest challenging flow assurance issues in oil production. An important stage of this problem is asphaltene stability, which indicates whether the asphaltene can be precipitated from a petroleum sample. This study investigated the efficiency of many forecasting models used to evaluate asphaltene stability in the petroleum depending only on SARA (Saturate, Aromatics, Resins and Asphaltene) fractions. To identify the precision of eight models of asphaltene stability, 298 crude oil samples from various worldwide sources were examined. By exhibiting obvious distinctions in sample sorting between the models, the findings showed the impact of methodological assumptions and fundamental factors. The factors of confusion matrix were utilized to statistically evaluate each prediction model’s performance. The Colloidal Stability Index (CSI) was selected as the most reliable technique as it is showed the highest overall accuracy among all the examined models. Additionally, CSI was conducted to examine the stability condition of asphaltene in Iraqi petroleum samples, and the predicted results were matched the experimental findings because they were all prone to asphaltene precipitation (unstable samples).

Petroleum Chemistry
University of Technology - Iraq (IQ)
Climate action
Openalex Percentile: Top 16%
Petroleum Processing and Analysis
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Comparative Study of Techniques Used to Determine Asphaltene Stability — Ali A. Ali · Petroleum Chemistry (2026) | TGRS Research Map | TGRS