Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface Methodology

Treatment and disposal are two main approaches for water cycle management in the oil and gas industry. Freeze concentration has been identified as one of the methods to separate water from wastewater samples. The conventional method used for solution movement in progressive freezing technique is sti...

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Main Authors: Wan Nur Athirah Mazli, Shafirah Samsuri, Nurul Aini Amran, Eduard Hernández Yáñez
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Crystals
Subjects:
Online Access:https://www.mdpi.com/2073-4352/11/2/103
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author Wan Nur Athirah Mazli
Shafirah Samsuri
Nurul Aini Amran
Eduard Hernández Yáñez
author_facet Wan Nur Athirah Mazli
Shafirah Samsuri
Nurul Aini Amran
Eduard Hernández Yáñez
author_sort Wan Nur Athirah Mazli
collection DOAJ
description Treatment and disposal are two main approaches for water cycle management in the oil and gas industry. Freeze concentration has been identified as one of the methods to separate water from wastewater samples. The conventional method used for solution movement in progressive freezing technique is stirring by a stirrer. However, the stirrer requires frequent maintenance as it needs to be cleaned and requires longer cleaning time due to the complex structure of a stirrer. Thus, the new solution movement for progressive freezing is proposed, which is circular moving progressive freezing. This study aims to remove water from the wastewater sample (i.e., produced water). To optimize and investigate the effect of coolant temperature, freezing time and rotation speed, response surface methodology (RSM) was applied to determine the efficiency of the process and central composite design (CCD) was used to design the experiment. From the results, the optimum parameters were determined at the freezing time of 22.79 min, coolant temperature of −14.89 °C and rotation speed of 59 rpm. To evaluate the accuracy of the optimization process, a validation experiment was performed and water removal value of 89.67% was achieved.
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spelling doaj.art-3bc6a6336e8e4e8bb5e0ed54374706b82023-12-03T14:35:28ZengMDPI AGCrystals2073-43522021-01-0111210310.3390/cryst11020103Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface MethodologyWan Nur Athirah Mazli0Shafirah Samsuri1Nurul Aini Amran2Eduard Hernández Yáñez3Chemical Engineering Department, Universiti Teknologi PETRONAS, Seri Iskandar 32610, MalaysiaChemical Engineering Department, Universiti Teknologi PETRONAS, Seri Iskandar 32610, MalaysiaChemical Engineering Department, Universiti Teknologi PETRONAS, Seri Iskandar 32610, MalaysiaAgri-Food Engineering and Biotechnology Department, Technical University of Catalonia-BarcelonaTech, C/Esteve Terradas, 8, 08860 Castelldefels, SpainTreatment and disposal are two main approaches for water cycle management in the oil and gas industry. Freeze concentration has been identified as one of the methods to separate water from wastewater samples. The conventional method used for solution movement in progressive freezing technique is stirring by a stirrer. However, the stirrer requires frequent maintenance as it needs to be cleaned and requires longer cleaning time due to the complex structure of a stirrer. Thus, the new solution movement for progressive freezing is proposed, which is circular moving progressive freezing. This study aims to remove water from the wastewater sample (i.e., produced water). To optimize and investigate the effect of coolant temperature, freezing time and rotation speed, response surface methodology (RSM) was applied to determine the efficiency of the process and central composite design (CCD) was used to design the experiment. From the results, the optimum parameters were determined at the freezing time of 22.79 min, coolant temperature of −14.89 °C and rotation speed of 59 rpm. To evaluate the accuracy of the optimization process, a validation experiment was performed and water removal value of 89.67% was achieved.https://www.mdpi.com/2073-4352/11/2/103Progressive freezingice crystalseffective partition constantwater removal
spellingShingle Wan Nur Athirah Mazli
Shafirah Samsuri
Nurul Aini Amran
Eduard Hernández Yáñez
Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface Methodology
Crystals
Progressive freezing
ice crystals
effective partition constant
water removal
title Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface Methodology
title_full Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface Methodology
title_fullStr Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface Methodology
title_full_unstemmed Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface Methodology
title_short Optimization of Progressive Freezing on Synthetic Produced Water by Circular Moving Cylindrical Crystallizer via Response Surface Methodology
title_sort optimization of progressive freezing on synthetic produced water by circular moving cylindrical crystallizer via response surface methodology
topic Progressive freezing
ice crystals
effective partition constant
water removal
url https://www.mdpi.com/2073-4352/11/2/103
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