TY - JOUR
T1 - Experimental study of bentonite-free water based mud reinforced with carboxymethylated tapioca starch
T2 - Rheological modeling and optimization using response surface methodology (RSM)
AU - Ali, Imtiaz
AU - Ahmad, Maqsood
AU - Ganat, Tarek
N1 - Funding Information:
Author Contributions: Conceptualization, I.A.; methodology, I.A.; software, I.A.; validation, I.A.; formal analysis, I.A.; investigation, I.A.; data curation, I.A.; writing—original draft preparation, I.A.; writing—review and editing, M.A. and T.G.; supervision, M.A. and T.G.; project administration, M.A.; funding acquisition, M.A. All authors have read and agreed to the published version of the manuscript.” Funding: The authors would like to thank the Ministry of Higher Education (MOHE), Malaysia for providing financial assistance under Grant No. FRGS/1/2020/TK0/UTP/02/3 and YUTP-Grant No. 015LC0-085 for providing financial assistance and Universiti Teknologi PETRONAS for providing the required facilities to conduct this research work.
Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2021/10/1
Y1 - 2021/10/1
N2 - Drilling mud’s rheological characteristics, such as plastic viscosity and yield point, are adversely affected with an inappropriate mud formulation. Native starch is one of the most important components in water-based mud because it improves the rheological and filtration characteristics of the mud. The native starch stability under various temperature and exposure time re-gimes is an important concern for utilizing starch in oil and gas drilling operations. In this work, tapioca starch was modified using carboxymethylation for the first time in order to improve its performance in non-damaging water-based muds. The modified starch was characterized by Fou-rier-transform infrared spectroscopy and X-ray diffraction. The thermal stability was tested using thermal gravimetric analysis. Various mud blends were formulated based on the experimental design using response surface methodology (RSM) to investigate their performance at various temperature conditions. Thirty experimental runs were carried out based on the selected factors and responses considering the optimal (custom) design, and the results were analyzed through ANOVA. The Fourier-transform infrared spectroscopy and X-ray diffraction results confirmed the carboxymethylation of starch. The TGA analysis revealed strong thermal stability after modifica-tion. Additionally, the Power law model (PLM) described the obtained rheological data for the selected formulations, resulting in determination coefficients of more than 0.95. Furthermore, the examined samples showed a reduction in the flow behavior index from 0.30 to 0.21 and an increase in the consistency index from 5.6 to 15.1. Optimization and confirmation results revealed the adequacy of the generated empirical models for both plastic viscosity and yield point. The obtained consistency index values provided a direct relationship with the modified starch concentration, indi-cating an improvement in the cutting carrying capacity of mud. Based on the current literature sur-vey, the studied formulation has not been reported in the literature.
AB - Drilling mud’s rheological characteristics, such as plastic viscosity and yield point, are adversely affected with an inappropriate mud formulation. Native starch is one of the most important components in water-based mud because it improves the rheological and filtration characteristics of the mud. The native starch stability under various temperature and exposure time re-gimes is an important concern for utilizing starch in oil and gas drilling operations. In this work, tapioca starch was modified using carboxymethylation for the first time in order to improve its performance in non-damaging water-based muds. The modified starch was characterized by Fou-rier-transform infrared spectroscopy and X-ray diffraction. The thermal stability was tested using thermal gravimetric analysis. Various mud blends were formulated based on the experimental design using response surface methodology (RSM) to investigate their performance at various temperature conditions. Thirty experimental runs were carried out based on the selected factors and responses considering the optimal (custom) design, and the results were analyzed through ANOVA. The Fourier-transform infrared spectroscopy and X-ray diffraction results confirmed the carboxymethylation of starch. The TGA analysis revealed strong thermal stability after modifica-tion. Additionally, the Power law model (PLM) described the obtained rheological data for the selected formulations, resulting in determination coefficients of more than 0.95. Furthermore, the examined samples showed a reduction in the flow behavior index from 0.30 to 0.21 and an increase in the consistency index from 5.6 to 15.1. Optimization and confirmation results revealed the adequacy of the generated empirical models for both plastic viscosity and yield point. The obtained consistency index values provided a direct relationship with the modified starch concentration, indi-cating an improvement in the cutting carrying capacity of mud. Based on the current literature sur-vey, the studied formulation has not been reported in the literature.
KW - Nondamaging water-based muds
KW - Response surface methodology
KW - Rheological mod-eling
KW - Tapioca starch carboxymethylation
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U2 - 10.3390/polym13193320
DO - 10.3390/polym13193320
M3 - Article
C2 - 34641136
AN - SCOPUS:85116011323
SN - 2073-4360
VL - 13
JO - Polymers
JF - Polymers
IS - 19
M1 - 3320
ER -