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Osei H, Bavoh CB, Lal B. Research Advances in Machine Learning Techniques in Gas Hydrate Applications. ACS OMEGA 2024; 9:4210-4228. [PMID: 38313490 PMCID: PMC10831969 DOI: 10.1021/acsomega.3c04825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 10/25/2023] [Accepted: 10/31/2023] [Indexed: 02/06/2024]
Abstract
The complex modeling accuracy of gas hydrate models has been recently improved owing to the existence of data for machine learning tools. In this review, we discuss most of the machine learning tools used in various hydrate-related areas such as phase behavior predictions, hydrate kinetics, CO2 capture, and gas hydrate natural distribution and saturation. The performance comparison between machine learning and conventional gas hydrate models is also discussed in detail. This review shows that machine learning methods have improved hydrate phase property predictions and could be adopted in current and new gas hydrate simulation software for better and more accurate results.
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Affiliation(s)
- Harrison Osei
- Department
of Petroleum Engineering, University of
Mines and Technology, P.O. Box 237, Tarkwa, Ghana
- School
of Petroleum Studies, University of Mines
and Technology, P.O.
Box 237, Tarkwa, Ghana
| | - Cornelius B. Bavoh
- School
of Petroleum Studies, University of Mines
and Technology, P.O.
Box 237, Tarkwa, Ghana
- Chemical
Engineering Department, Universiti Teknologi
PETRONAS, Bandar
Seri Iskandar, 32610 Perak Darul Ridzuan, Malaysia
| | - Bhajan Lal
- Chemical
Engineering Department, Universiti Teknologi
PETRONAS, Bandar
Seri Iskandar, 32610 Perak Darul Ridzuan, Malaysia
- Research
Centre for CO2 Capture (CO2RES), Universiti
Teknologi PETRONAS, Bandar Seri
Iskandar, 32610 Perak, Malaysia
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2
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Nkosi N, Nkazi D, Tumba K. A review of thermodynamic and kinetic studies relevant to gas hydrate-based fruit juice concentration. J FOOD ENG 2023. [DOI: 10.1016/j.jfoodeng.2022.111323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Li JR, Chen C, Liu XB, Hu YL. Novel and sustainable carboxylation of terminal alkynes and CO 2 to alkynyl carboxylic acids using triazolium ionic liquid-modified PMO-supported transition metal acetylacetonate as effective cooperative catalysts. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:83247-83261. [PMID: 35761139 DOI: 10.1007/s11356-022-21630-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 06/19/2022] [Indexed: 06/15/2023]
Abstract
Efficient and sustainable chemical fixation of CO2 into value-added chemicals is one of the most promising objectives in environmental chemistry. In this work, transition metal acetylacetonate immobilized onto triazolium ionic liquid-modified periodic mesoporous organosilica PMO-IL-M(x) was successfully prepared and investigated as an effective and heterogeneous catalyst in the direct carboxylation of terminal alkynes and CO2 to the desired alkynyl carboxylic acids. It was found that the catalyst PMO-IL-Sn(0.3) exhibited extraordinary catalytic performance in terms of excellent activity, stability, productivity, and excellent yields under mild reaction conditions. Moreover, the catalyst PMO-IL-Sn(0.3) could be easily recovered and reused at least six times without considerable loss in catalytic activity. This work provides a sustainable and efficient synergistic strategy for the chemical fixation of carbon dioxide into valuable alkynyl carboxylic acids.
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Affiliation(s)
- Jing-Rui Li
- College of Chemistry and Chemical Engineering, Anshun University, Anshun, 561000, People's Republic of China
| | - Chen Chen
- College of Environmental and Chemical Engineering, Jiangsu University of Science and Technology, Zhenjiang, 212003, People's Republic of China
| | - Xiao-Bing Liu
- College of Chemistry and Chemical Engineering, Jinggangshan University, Ji'an, 343009, People's Republic of China
| | - Yu-Lin Hu
- College of Chemistry and Chemical Engineering, Anshun University, Anshun, 561000, People's Republic of China.
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The Effect of Nonionic Surfactants on the Kinetics of Methane Hydrate Formation in Multiphase System. COLLOIDS AND INTERFACES 2022. [DOI: 10.3390/colloids6030048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Gas hydrate inhibitors have proven to be the most feasible approach to controlling hydrate formation in flow assurance operational facilities. Due to the unsatisfactory performance of the traditional inhibitors, novel effective inhibitors are needed to replace the existing ones for safe operations within constrained budgets. This work presents experimental and modeling studies on the effects of nonionic surfactants as kinetic hydrate inhibitors. The kinetic methane hydrate inhibition impact of Tween-20, Tween-40, Tween-80, Span-20, Span-40, and Span-80 solutions was tested in a 1:1 mixture of a water and oil multiphase system at a concentration of 1.0% (v/v) and 2.0% (v/v), using a high-pressure autoclave cell at 8.70 MPa and 274.15 K. The results showed that Tween-80 effectively delays the hydrate nucleation time at 2.5% (v/v) by 868.1% compared to the blank sample. Tween-80 is more effective than PVP (a commercial kinetic hydrate inhibitor) in delaying the hydrate nucleation time. The adopted models could predict the methane hydrate induction time and rate of hydrate formation in an acceptable range with an APE of less than 6%. The findings in this study are useful for safely transporting hydrocarbons in multiphase oil systems with fewer hydrate plug threats.
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Valadan Zoj AM, Javanmardi J, Rasoolzadeh A, Mohammadi AH. Experimental Measurement and Thermodynamic Modeling of Methane Hydrate Dissociation Conditions in the Presence of Diglycolamine Aqueous Solution. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Ali Mohammad Valadan Zoj
- Department of Chemical, Petroleum and Gas Engineering, Shiraz University of Technology, Shiraz 71557-13876, Iran
| | - Jafar Javanmardi
- Department of Chemical, Petroleum and Gas Engineering, Shiraz University of Technology, Shiraz 71557-13876, Iran
| | - Ali Rasoolzadeh
- Faculty of Engineering, Behbahan Khatam Alanbia University of Technology, Behbahan 47189-63616, Iran
| | - Amir H. Mohammadi
- Discipline of Chemical Engineering, School of Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
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Almashwali A, Bavoh CB, Lal B, Khor SF, Jin QC, Zaini D. Gas Hydrate in Oil-Dominant Systems: A Review. ACS OMEGA 2022; 7:27021-27037. [PMID: 35967034 PMCID: PMC9366985 DOI: 10.1021/acsomega.2c02278] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 07/14/2022] [Indexed: 05/04/2023]
Abstract
Gas hydrate risks minimization in deepsea hydrocarbon flowlines, especially in high water to oil ratios, and is critical for the oil and gas flow assurance industry. Although there are several reviews on gas hydrate mitigation in gas-dominated systems, limited reviews have been dedicated to the understanding and mechanism of hydrate formation and mitigation in oil-dominated systems. Hence, this review article discusses and summarizes the prior studies on the hydrate formation behavior and mitigation in oil-dominated multiphase systems. The factors (such as oil volume or water cut, bubble point, and hydrate formers) that affect hydrate formation in oil systems are also discussed in detail. Furthermore, insight into the hydrate mitigation and mechanism in oil systems is also presented in this review. Also, a detailed table on the various studied hydrate tests in oil systems, including the experimental methods, inhibitor type, conventions, and testing conditions, is provided in this work. The findings presented in this work are relevant for developing the best solution to manage hydrate formation in oil-dominated systems for the oil and gas industry.
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Affiliation(s)
- Abdulrab
Abdulwahab Almashwali
- Chemical
Engineering Department, Universiti Teknologi
PETRONAS, Bandar
Seri Iskandar, 32610 Perak Darul Ridzuan, Malaysia
- Research
Centre for CO2 Capture (RCCO2C), Universiti Teknologi PETRONAS, Bandar Seri Iskandar, 32610 Perak, Malaysia
| | - Cornelius B. Bavoh
- Chemical
Engineering Department, Universiti Teknologi
PETRONAS, Bandar
Seri Iskandar, 32610 Perak Darul Ridzuan, Malaysia
- Research
Centre for CO2 Capture (RCCO2C), Universiti Teknologi PETRONAS, Bandar Seri Iskandar, 32610 Perak, Malaysia
| | - Bhajan Lal
- Chemical
Engineering Department, Universiti Teknologi
PETRONAS, Bandar
Seri Iskandar, 32610 Perak Darul Ridzuan, Malaysia
- Research
Centre for CO2 Capture (RCCO2C), Universiti Teknologi PETRONAS, Bandar Seri Iskandar, 32610 Perak, Malaysia
- . Tel.: +6053687619
| | - Siak Foo Khor
- Chemical
Engineering Department, Universiti Teknologi
PETRONAS, Bandar
Seri Iskandar, 32610 Perak Darul Ridzuan, Malaysia
- PTTEP,
Petronas Twin Towers, Kuala Lumpur, 50450 Salangor, Malaysia
| | - Quah Chong Jin
- Numit
Enterprise, Seri Kembangan, 43300 Salongor, Malaysia
| | - Dzulkarnain Zaini
- Chemical
Engineering Department, Universiti Teknologi
PETRONAS, Bandar
Seri Iskandar, 32610 Perak Darul Ridzuan, Malaysia
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Effect of Thiouronium-Based Ionic Liquids on the Formation and Growth of CO 2 (sI) and THF (sII) Hydrates. Int J Mol Sci 2022; 23:ijms23063292. [PMID: 35328713 PMCID: PMC8955390 DOI: 10.3390/ijms23063292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 03/15/2022] [Accepted: 03/17/2022] [Indexed: 11/21/2022] Open
Abstract
In this manuscript, two thiouronium-based ionic liquids (ILs), namely 2-ethylthiouronium bromide [C2th][Br] and 2-(hydroxyethyl)thiouronium bromide [C2OHth][Br], were tested at different concentrations (1 and 10 wt%) for their ability to affect CO2 (sI) and tetrahydrofuran (THF) (sII) hydrate formation and growth. Two different methods were selected to perform a thermodynamic and kinetic screening of the CO2 hydrates using a rocking cell apparatus: (i) an isochoric pressure search method to map the hydrate phase behavior and (ii) a constant ramping method to obtain the hydrate formation and dissociation onset temperatures. A THF hydrate crystal growth method was also used to determine the effectiveness of the ILs in altering the growth of type sII hydrates at atmospheric pressure. Hydrate–liquid–vapor equilibrium measurements revealed that both ILs act as thermodynamic inhibitors at 10 wt% and suppress the CO2 hydrate equilibria ~1.2 °C. The constant ramping methodology provides interesting results and reveals that [C2OHth][Br] suppresses the nucleation onset temperature and delays the decomposition onset temperatures of CO2 hydrates at 1 wt%, whereas suppression by [C2th][Br] was not statistically significant. Normalized pressure plots indicate that the presence of the ILs slowed down the growth as well as the decomposition rates of CO2 hydrates due to the lower quantity of hydrate formed in the presence of 1 wt% ILs. The ILs were also found to be effective in inhibiting the growth of type sII THF hydrates without affecting their morphology. Therefore, the studied thiouronium ILs can be used as potential dual-function hydrate inhibitors. This work also emphasizes the importance of the methods and conditions used to screen an additive for altering hydrate formation and growth.
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Ul Haq I, Lal B, Zaini DB. Experimental and modelling study of ammonium based ionic liquids in the absence and presence of methanol for CO2 hydrates. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2021.118214] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Rasoolzadeh A, Bakhtyari A, Sedghamiz MR, Javanmardi J, Nasrifar K, Mohammadi AH. A thermodynamic framework for determination of gas hydrate stability conditions and water activity in ionic liquid aqueous solution. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2021.118358] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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