Bitumen-water interfacial tension modeling by using subtractive clustering method |
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Authors: | Hamidreza Asaadian Hosein Zanbouri |
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Affiliation: | 1. Department of Petroleum Engineering, Petroleum University of Technology (PUT), Ahwaz, Khuzestan, Iran;2. Department of Instrumentation and Automation Engineering, Petroleum University of Technology (PUT), Khuzestan, Ahwaz, Iran |
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Abstract: | Calculation of interfacial tension during bitumen production is a crucial issue in heavy crude oil history. Upon variation in pressure, temperature and phases composition, interfacial tension between bitumen and water change. In this work a sophisticated method called subtractive clustering was utilized to predict dynamic interfacial tension between bitumen and water. The subtractive clustering method is composed of optimized fuzzy logic algorithm. A data bank which is collected from open-source literature, is used to create a reliable model. Then the prediction accuracy of the measured dynamic interfacial tension using subtractive clustering have been examined. Results state that the comparison of measured interfacial tension and predicted interfacial tension indicate acceptable accuracy of proposed model. Also more than 90 percent of data points have less than 3 percent absolute error. |
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Keywords: | bitumen fuzzy modeling interfacial tension subtractive clustering water-bitumen emulsion |
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