Predictive neural network model and empirical equations for the physico–chemical properties and solvent characteristics of potassium carbonate solutions in carbon capture processes

Abolhasan Ameri

Front. Chem. Sci. Eng. ›› 2025, Vol. 19 ›› Issue (4) : 31

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Front. Chem. Sci. Eng. ›› 2025, Vol. 19 ›› Issue (4) : 31 DOI: 10.1007/s11705-025-2532-7
RESEARCH ARTICLE

Predictive neural network model and empirical equations for the physico–chemical properties and solvent characteristics of potassium carbonate solutions in carbon capture processes

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potassium carbonate solution / empirical equations / feed-forward neural network model / physico–chemical properties / solvent strength and loading

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Abolhasan Ameri. Predictive neural network model and empirical equations for the physico–chemical properties and solvent characteristics of potassium carbonate solutions in carbon capture processes. Front. Chem. Sci. Eng., 2025, 19(4): 31 DOI:10.1007/s11705-025-2532-7

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References

[1]

Wang J , Azam W . Natural resource scarcity, fossil fuel energy consumption, and total greenhouse gas emissions in top emitting countries. Geoscience Frontiers, 2024, 15(2): 101757

[2]

Al-Mamoori A , Krishnamurthy A , Rownaghi A A , Rezaei F . Carbon capture and utilization update. Energy Technology, 2017, 5(6): 834–849

[3]

Yang Y , Xu W , Wang Y , Shen J , Wang Y , Geng Z , Wang Q , Zhu T . Progress of CCUS technology in the iron and steel industry and the suggestion of the integrated application schemes for China. Chemical Engineering Journal, 2022, 450: 138438

[4]

Chu H , Huang Z , Zhang Z , Yan X , Qiu B , Xu N . Integration of carbon emission reduction policies and technologies: research progress on carbon capture, utilization and storage technologies. Separation and Purification Technology, 2024, 343: 127153

[5]

Bui M , Adjiman C S , Bardow A , Anthony E J , Boston A , Brown S , Fennell P S , Fuss S , Galindo A , Hackett L A . . Carbon capture and storage (CCS): the way forward. Energy & Environmental Science, 2018, 11(5): 1062–1176

[6]

Ekemezie I O , Digitemie W N . Carbon capture and utilization (CCU): a review of emerging applications and challenges. Engineering Science and Technology Journal, 2024, 5(3): 949–961

[7]

Wilberforce T , Baroutaji A , Soudan B , Al-Alami A H , Olabi A G . Outlook of carbon capture technology and challenges. Science of the Total Environment, 2019, 657: 56–72

[8]

Tiwari T , Kaur G A , Singh P K , Balayan S , Mishra A , Tiwari A . Emerging bio-capture strategies for greenhouse gas reduction: navigating challenges towards carbon neutrality. Science of the Total Environment, 2024, 929: 172433

[9]

Makepa D C , Chihobo C H . Sustainable pathways for biomass production and utilization in carbon capture and storage—a review. Biomass Conversion and Biorefinery, 2024, 1–23

[10]

Fajardy M , Mac Dowell N . Can BECCS deliver sustainable and resource efficient negative emissions. Energy & Environmental Science, 2017, 10(6): 1389–1426

[11]

Chao C , Deng Y , Dewil R , Baeyens J , Fan X . Post-combustion carbon capture. Renewable & Sustainable Energy Reviews, 2021, 138: 110490

[12]

Yeung F D , Sammarchi S , Wang E , Gao Q , Li J . Interdisciplinary challenges in bio-energy carbon capture utilization & storage deployment: a review. Carbon Capture Science & Technology, 2024, 13: 100283

[13]

Bui M , Gunawan I , Verheyen V , Artanto Y , Meuleman E , Feron P . Dynamic modeling and validation of post-combustion CO2 capture plants in Australian coal-fired power stations. Energy Procedia, 2013, 37: 2694–2702

[14]

Astuti A R A , Wenten I G , Ariono D , Sasongko D , Saputera W H , Khoiruddin K . Advances in carbon control technologies for flue gas cleaning. Separation and Purification Reviews, 2024, 53(4): 487–516

[15]

Lu G , Wang Z , Bhatti U H , Fan X . Recent progress in carbon dioxide capture technologies: a review. Clean Energy Science and Technology, 2023, 1(1): 32

[16]

Amann J M G , Bouallou C . A new aqueous solvent based on a blend of N-methyldiethanolamine and triethylene tetramine for CO2 recovery in post-combustion: kinetics study. Energy Procedia, 2009, 1(1): 901–908

[17]

Patiño-Echeverri D , Hoppock D C . Reducing the energy penalty costs of postcombustion CCS systems with amine-storage. Environmental Science & Technology, 2012, 46(2): 1243–1252

[18]

Bahman N , Al-Khalifa M , Al Baharna S , Abdulmohsen Z , Khan E . Review of carbon capture and storage technologies in selected industries: potentials and challenges. Reviews in Environmental Science and Biotechnology, 2023, 22(2): 451–470

[19]

Sultan H , Quach T Q , Muhammad H A , Bhatti U H , Lee Y D , Hong M G , Baek I H , Chan N S . Advanced post combustion CO2 capture process—a systematic approach to minimize thermal energy requirement. Applied Thermal Engineering, 2021, 184: 116285

[20]

Strojny M , Gładysz P , Hanak D P , Nowak W . Comparative analysis of CO2 capture technologies using amine absorption and calcium looping integrated with natural gas combined cycle power plant. Energy, 2023, 284: 128599

[21]

Yagmur Goren A , Erdemir D , Dincer I . Comprehensive review and assessment of carbon capturing methods and technologies: an environmental research. Environmental Research, 2024, 240: 117503

[22]

Wu H , Zhang X , Wu Q . Research progress of carbon capture technology based on alcohol amine solution. Separation and Purification Technology, 2024, 333: 125715

[23]

He X , He H , Barzagli F , Amer M W , Li C , Zhang R . Analysis of the energy consumption in solvent regeneration processes using binary amine blends for CO2 capture. Energy, 2023, 270: 126903

[24]

Matin N S , Remias J E , Neathery J K , Liu K . Facile method for determination of amine speciation in CO2 capture solutions. Industrial & Engineering Chemistry Research, 2012, 51(19): 6613–6618

[25]

Vasiliu D , Yazdani A , McCann N , Irfan M , Schneider R , Rolker J , Maurer G , von Harbou E , Hasse H . Thermodynamic study of a complex system for carbon capture: butyltriacetonediamine plus water plus carbon dioxide. Journal of Chemical & Engineering Data, 2016, 61(11): 3814–3826

[26]

Kejla L , Svoboda P , Sedlácek J , Simácek P . Gravimetric titrations in a modern analytical laboratory: evaluation of performance and practicality in everyday use. Chemicke Zvesti, 2022, 76(4): 2051–2058

[27]

KaraméIShayaJSrourH. Process Analytical Technology for CO2 Capture. 1st ed. London: IntechOpen, 2018, 185–210

[28]

Smith K , Xiao G , Mumford K , Gouw J , Indrawan I , Thanumurthy N , Quyn D , Cuthbertson R , Rayer A , Nicholas N . . Demonstration of a concentrated potassium carbonate process for CO2 capture. Energy & Fuels, 2014, 28(1): 299–306

[29]

Hu G , Nicholas N J , Smith K H , Mumford K A , Kentish S E , Stevens G W . Carbon dioxide absorption into promoted potassium carbonate solutions: a review. International Journal of Greenhouse Gas Control, 2016, 53: 28–40

[30]

Ameri A . Density, refractive index, electrical conductivity, pH, FTIR and UV-Vis spectra of potassium carbonate-potassium bicarbonate-water system. Journal of Chemical & Engineering Data, 2025, 70(2): 766–786

[31]

Li C X , Park S B , Kim J S , Lee H . A new generalized model for predicting the density of single- and mixed-electrolyte solutions. Fluid Phase Equilibria, 1998, 145(1): 1–14

[32]

Li C , Lee H . Density calculation of electrolyte solutions with the solution osmotic pressure. Chemical Engineering Science, 2000, 55(3): 655–665

[33]

Laliberté M , Cooper W E . Model for calculating the density of aqueous electrolyte solutions. Journal of Chemical & Engineering Data, 2004, 49(5): 1141–1151

[34]

Lam E J , Alvarez M N , Galvez M E , Alvarez E B . A model for calculating the density of aqueous multicomponent electrolyte solutions. Journal of the Chilean Chemical Society, 2008, 53(1): 1393–1398

[35]

Tang I N , Munkelwitz H R . Simultaneous determination of refractive index and density of an evaporating aqueous solution droplet. Aerosol Science and Technology, 1991, 15(3): 201–207

[36]

Leyendekkers J V , Hunter R J . Refractive index of aqueous electrolyte solutions. Extrapolations to other temperatures, pressures, and wavelengths and to multicomponent systems. Journal of Chemical & Engineering Data, 1977, 22(4): 427–431

[37]

Leyendekkers J V , Hunter R J . The Tammann-Tait-Gibson model for aqueous electrolyte solutions. Application to the refractive index. Journal of Physical Chemistry, 1977, 81(17): 1657–1663

[38]

Alavia W , Soto I , Lovera J A . Modeling of the refractive index for the systems MX + H2O, M2X + H2O, H3BO3 + MX + H2O, and H3BO3 + M2X + H2O. Processes, 2021, 9(3): 525

[39]

Farooque U , Singh S K , Rashid T , Alam M I . Simple model for the calculation of concentration and temperature dependent refractive index of different solutions. Turkish Computational and Theoretical Chemistry, 2023, 7(3): 17–23

[40]

Bernard O , Kunz W , Turq P , Blum L . Conductance in electrolyte solutions using the mean spherical approximation. Journal of Physical Chemistry, 1992, 96(9): 3833–3840

[41]

de Diego A , Madariaga J M , Chapela E . Empirical model of general application to fit (k, c, T) experimental data from concentrated aqueous electrolyte solutions. Electrochimica Acta, 1997, 42(9): 1449–1456

[42]

de Diego A , Usobiaga A , Madariaga J M . Modification of the Falkenhagen equation to fit conductimetric data for concentrated electrolyte solutions. Journal of Electroanalytical Chemistry, 1997, 430(1-2): 263–268

[43]

Chandra A , Bagchi B . Ion conductance in electrolyte solutions. Journal of Chemical Physics, 1999, 110(20): 10024–10034

[44]

Wang P , Anderko A , Young R D . Modeling electrical conductivity in concentrated and mixed-solvent electrolyte solutions. Industrial & Engineering Chemistry Research, 2004, 43(25): 8083–8092

[45]

Ding M S . Casteel-Amis equation: its extension from univariate to multivariate and its use as a two-parameter function. Journal of Chemical & Engineering Data, 2004, 49(5): 1469–1474

[46]

Ding M S , von Cresce A , Xu K . Conductivity, viscosity, and their correlation of a super-concentrated aqueous electrolyte. Journal of Physical Chemistry C, 2017, 121(4): 2149–2153

[47]

Bernard O , Aupiais J . Conductivity of weak electrolytes for buffer solutions: modeling within the mean spherical approximation. Journal of Molecular Liquids, 2018, 272: 631–637

[48]

Zhang W , Chen X , Wang Y , Wu L , Hu Y . Experimental and modeling of conductivity for electrolyte solution systems. ACS Omega, 2020, 5(35): 22465–22474

[49]

Boroujeni S N , Liang X , Maribo-Mogensen B , Kontogeorgis G M . Comparison of models for the prediction of the electrical conductivity of electrolyte solutions. Industrial & Engineering Chemistry Research, 2022, 61(8): 3168–3185

[50]

Kell G S . Density, thermal expansivity, and compressibility of liquid water from 0 to 150 °C: correlations and tables for atmospheric pressure and saturation reviewed and expressed on 1968 temperature scale. Journal of Chemical & Engineering Data, 1975, 20(1): 97–105

[51]

Schiebener P , Straub J , Levelt Sengers J M H , Gallagher J S . Refractive index of water and steam as function of wavelength, temperature and density. Journal of Physical and Chemical Reference Data, 1990, 19(3): 677–717

[52]

Danckwerts P V , Sharma M M . The absorption of carbon dioxide into solutions of alkalis and amines (with some notes on hydrogen sulfide and carbonyl sulfide). Chemical Engineering, 1966, 44(3): 244–256

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