Abstract
As global initiatives pivot toward more sustainable industrial processes, the conversion of carbon dioxide (CO2) into high-value chemicals offers a promising path forward. Ionic liquids (ILs), in particular, show the potential in boosting the efficacy of related reactions. However, their thermodynamic influence on the chemical equilibrium of reactive processes requires further exploration. This study presents a detailed assessment of three specific ILs—[BMIm][BF4], [BMIm][PF6], and [BMIm][NTf2]—on the equilibrium of the CO2 hydrogenation to carbon monoxide (CO) via the Reverse Water–Gas Shift (RWGS) reaction. Both predictive and non-predictive methods based on the Predictive Soave–Redlich–Kwong equation of state were employed to represent the pure ILs’ densities and vapor pressure. The non-predictive approach provided a more accurate representation, further utilized for describing the phase equilibria of mixtures encompassing ILs, CO2, H2, CO, and H2O. Through extensive evaluation, the effects of temperature, pressure, and IL content on CO2 hydrogenation were elucidated. Results indicate that higher molar ratios of ILs amplify the equilibrium conversion. Additionally, the system sensitivity to pressure changes was observed, leading to enhanced CO2 conversion at elevated pressures. With varying temperatures, systems containing hydrophobic ILs ([BMIm][PF6] or [BMIm][NTf2]) displayed increased conversion rates at high temperatures, while the hydrophilic IL [BMIm][BF4] demonstrated superior CO production at lower temperatures. This behavior is linked to temperature’s profound influence on water sorption in the IL. Notably, the system with hydrophilic IL [BMIm][BF4] exhibited a striking increase in CO2 conversion, from 1.1 to 54.1% at 348 K and 2.0 MPa, almost 50-fold higher than the original conversion. This study illuminates the pivotal role of thermodynamics in driving the future of IL-based CO2 conversion technology, highlighting the potential for further advancements in sustainable industry practices.
Graphical abstract
Similar content being viewed by others
Data availability
Enquiries about data availability should be directed to the authors.
Abbreviations
- AARD:
-
Average absolute relative deviation
- [BMIm][BF4]:
-
1-Butyl-3-methylimidazolium tetrafluoroborate
- [BMIm][PF6]:
-
1-Butyl-3-methylimidazolium hexafluorophosphate
- [BMIm][NTf2]:
-
1-Butyl-3-methylimidazolium bis[(trifluoromethyl)sulfonyl]imide
- [BMIm][Ac]:
-
1-Butyl-3-methylimidazolium acetate
- FTS:
-
Fischer–Tropsch synthesis
- GC:
-
Group contribution
- ILs:
-
Ionic liquids
- LLE:
-
Liquid–liquid equilibrium
- PSRK:
-
Predictive Soave–Redlich–Kwong equation of State
- RMSE:
-
Root-mean-square error
- RWGS:
-
Reverse water–gas shift
- UNIFAC:
-
Universal Functional-Group Activity Coefficient Model
- UNIQUAC:
-
Universal quasi-chemical model
- VLE:
-
Vapor–liquid equilibrium
- \(\omega_{i}\) :
-
Acentric factor of component i
- \(\gamma_{i}\) :
-
Activity coefficient of component i in the mixture
- \(\alpha_{i} \left( T \right)\) :
-
Alpha function
- \(R^{2}\) :
-
Coefficient of determination
- \(P_{{{\text{c}}_{i} }}\) :
-
Critical pressure of component i
- \(T_{{{\text{c}}_{i} }}\) :
-
Critical temperature of component i
- \(G^{{\text{E}}}\) :
-
Excess Gibbs energy
- \(v_{{\text{m}}}\) :
-
Molar volume of component i
References
Almeida HFD, Canongia Lopes JN, Rebelo LPN et al (2016) Densities and viscosities of mixtures of two ionic liquids containing a common cation. J Chem Eng Data 61:2828–2843. https://doi.org/10.1021/acs.jced.6b00178
Anthony JL, Maginn EJ, Brennecke JF (2001) Solution thermodynamics of imidazolium-based ionic liquids and water. J Phys Chem B 105:10942–10949. https://doi.org/10.1021/jp0112368
Bello TO, Bresciani AE, Nascimento CAO, Alves RMB (2021) Thermodynamic analysis of carbon dioxide hydrogenation to formic acid and methanol. Chem Eng Sci 242:116731. https://doi.org/10.1016/j.ces.2021.116731
Bohn PD, Anchieta CG, Kuhn KR et al (2022) Conversion of rice husk into reducing sugars: influence of pretreatment with water and [C16MIM][Br−] ionic liquid. Clean Technol Environ Policy 24:2117–2128. https://doi.org/10.1007/s10098-022-02302-4
Britt HI, Luecke RH (1973) The estimation of parameters in nonlinear, implicit models. Technometrics 15:233–247
Brunetti B, Ciccioli A, Gigli G et al (2014) Vaporization of the prototypical ionic liquid BMImNTf2 under equilibrium conditions: a multitechnique study. Phys Chem Chem Phys 16:15653. https://doi.org/10.1039/c4cp01673d
Cao Y, Mu T (2014) comprehensive investigation on the thermal stability of 66 ionic liquids by thermogravimetric analysis. Ind Eng Chem Res 53:8651–8664. https://doi.org/10.1021/ie5009597
Carvalho PJ, Kurnia KA, Coutinho JAP (2016) Dispelling some myths about the CO2 solubility in ionic liquids. Phys Chem Chem Phys 18:14757–14771. https://doi.org/10.1039/c6cp01896c
Cháfer A, de La Torre J, Font A, Lladosa E (2015) Liquid-liquid equilibria of water+ethanol+1-butyl-3-methylimidazolium bis(trifluoromethanesulfonyl)imide ternary system: measurements and correlation at different temperatures. J Chem Eng Data 60:2426–2433. https://doi.org/10.1021/acs.jced.5b00301
Cháfer A, de La Torre J, Montón JB, Lladosa E (2017) Experimental determination and correlation of liquid-liquid equilibria data for a system of water+ethanol+1-butyl-3-methylimidazolium hexafluorophosphate at different temperatures. J Chem Eng Data 62:773–779. https://doi.org/10.1021/acs.jced.6b00829
Cui X, Kær SK (2019) Thermodynamic analyses of a moderate-temperature process of carbon dioxide hydrogenation to methanol via reverse water–gas shift with in situ water removal. Ind Eng Chem Res 58:10559–10569. https://doi.org/10.1021/acs.iecr.9b01312
Cumplido MP, Cháfer A, de la Torre J, Montón JB (2018) Study of separation of water+2-propanol mixture using different ionic liquids: 1-butyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imide or 1-butyl-1-methylpyrrolidinium bis(trifluoromethylsulfonyl)imide. J Chem Thermodyn 116:32–41. https://doi.org/10.1016/j.jct.2017.08.020
de Castro CAN, Langa E, Morais AL et al (2010) Studies on the density, heat capacity, surface tension and infinite dilution diffusion with the ionic liquids [C4mim][NTf2], [C4mim][dca], [C2mim][EtOSO3] and [Aliquat][dca]. Fluid Phase Equilib 294:157–179. https://doi.org/10.1016/j.fluid.2010.03.010
ESRL (2022) Trends in atmospheric carbon dioxide. https://www.esrl.noaa.gov/gmd/ccgg/trends/gl_trend.html. Accessed 30 Jun 2022
Freire MG, Neves CMSS, Carvalho PJ et al (2007) Mutual solubilities of water and hydrophobic ionic liquids. J Phys Chem B 111:13082–13089. https://doi.org/10.1021/jp076271e
Freire MG, Carvalho PJ, Gardas RL et al (2008) Mutual solubilities of water and the [Cnmim][Tf2N] hydrophobic ionic liquids. J Phys Chem B 112:1604–1610. https://doi.org/10.1021/jp7097203
Gao J, Wagner NJ (2016) Non-ideal viscosity and excess molar volume of mixtures of 1-butyl-3-methylimidazolium tetrafluoroborate ([C4mim][BF4]) with water. J Mol Liq 223:678–686. https://doi.org/10.1016/j.molliq.2016.08.084
Gardas RL, Freire MG, Carvalho PJ et al (2007) High-pressure densities and derived thermodynamic properties of imidazolium-based ionic liquids. J Chem Eng Data 52:80–88. https://doi.org/10.1021/je060247x
Harris KR, Woolf LA, Kanakubo M (2005) Temperature and pressure dependence of the viscosity of the ionic liquid 1-butyl-3-methylimidazolium hexafluorophosphate. J Chem Eng Data 50:1777–1782. https://doi.org/10.1021/je050147b
Holderbaum T, Gmehling J (1991) PSRK: a group contribution equation of state based on UNIFAC. Fluid Phase Equilib 70:251–265. https://doi.org/10.1016/0378-3812(91)85038-V
Iwasaki K, Yoshii K, Tsuda T, Kuwabata S (2017) Physicochemical properties of phenyltrifluoroborate-based room temperature ionic liquids. J Mol Liq 246:236–243. https://doi.org/10.1016/j.molliq.2017.09.067
Jacquemin J, Husson P, Mayer V, Cibulka I (2007) High-pressure volumetric properties of imidazolium-based ionic liquids: effect of the anion. J Chem Eng Data 52:2204–2211. https://doi.org/10.1021/je700224j
Koller TM, Lenahan FD, Schmidt PS et al (2020) Surface tension and viscosity of binary mixtures of the fluorinated and non-fluorinated ionic liquids [PFBMIm][PF6] and [C4C1Im][PF6] by the pendant drop method and surface light scattering. Int J Thermophys. https://doi.org/10.1007/s10765-020-02720-w
Krannich M, Heym F, Jess A (2016) Characterization of six hygroscopic ionic liquids with regard to their suitability for gas dehydration: density, viscosity, thermal and oxidative stability, vapor pressure, diffusion coefficient, and activity coefficient of water. J Chem Eng Data 61:1162–1176. https://doi.org/10.1021/acs.jced.5b00806
Kumełan J, Kamps ÁP-S, Tuma D, Maurer G (2005) Solubility of CO in the ionic liquid [bmim][PF6]. Fluid Phase Equilib 228–229:207–211. https://doi.org/10.1016/j.fluid.2004.07.015
Kumełan J, Pérez-Salado Kamps Á, Tuma D, Maurer G (2006) Solubility of H2 in the ionic liquid [bmim][PF6]. J Chem Eng Data 51:11–14. https://doi.org/10.1021/je050362s
Lamberts-Van Assche H, Compernolle T (2022) Economic feasibility studies for carbon capture and utilization technologies: a tutorial review. Clean Technol Environ Policy 24:467–491. https://doi.org/10.1007/s10098-021-02128-6
Lameh M, Al-Mohannadi DM, Linke P (2022) Minimum marginal abatement cost curves (Mini-MAC) for CO2 emissions reduction planning. Clean Technol Environ Policy 24:143–159. https://doi.org/10.1007/s10098-021-02095-y
Lei Z, Zhang J, Li Q, Chen B (2009) UNIFAC model for ionic liquids. Ind Eng Chem Res 48:2697–2704. https://doi.org/10.1021/ie801496e
Lei Z, Dai C, Chen B (2014a) Gas solubility in ionic liquids. Chem Rev 114:1289–1326. https://doi.org/10.1021/cr300497a
Lei Z, Dai C, Yang Q et al (2014b) UNIFAC model for ionic liquid-CO (H2) systems: an experimental and modeling study on gas solubility. AIChE J 60:4222–4231. https://doi.org/10.1002/aic.14606
Lei Z, Shen P, Dai C (2016) Solubility of CO in the mixture of ionic liquid and ZIF: an experimental and modeling study. J Chem Eng Data 61:846–855. https://doi.org/10.1021/acs.jced.5b00707
Li Y, Wang L-S, Cai S-F (2010) Mutual solubility of alkyl imidazolium hexafluorophosphate ionic liquids and water. J Chem Eng Data 55:5289–5293. https://doi.org/10.1021/je1003059
Lin H-M, Tien H-Y, Hone Y-T, Lee M-J (2007) Solubility of selected dibasic carboxylic acids in water, in ionic liquid of [Bmim][BF4], and in aqueous [Bmim][BF4] solutions. Fluid Phase Equilib 253:130–136. https://doi.org/10.1016/j.fluid.2007.02.011
Looney B (2020) Statistical Review of World Energy, BP
Makino T, Kanakubo M, Masuda Y, Mukaiyama H (2014) Physical and CO2-absorption properties of imidazolium ionic liquids with tetracyanoborate and bis(trifluoromethanesulfonyl)amide anions. J Solut Chem 43:1601–1613. https://doi.org/10.1007/s10953-014-0232-x
Manic MS, Queimada AJ, Macedo EA, Najdanovic-Visak V (2012) High-pressure solubilities of carbon dioxide in ionic liquids based on bis(trifluoromethylsulfonyl)imide and chloride. J Supercrit Fluids 65:1–10. https://doi.org/10.1016/j.supflu.2012.02.016
Marques FH, Guirardello R (2019) Gibbs energy minimization with cubic equation of state and Henry’s law to calculate thermodynamic equilibrium of Fischer–Tropsch synthesis. Fluid Phase Equilib 502:112290. https://doi.org/10.1016/j.fluid.2019.112290
Marsh KN, Boxall JA, Lichtenthaler R (2004) Room temperature ionic liquids and their mixtures—a review. Fluid Phase Equilib 219:93–98. https://doi.org/10.1016/j.fluid.2004.02.003
Martins MAR, Sharma G, Pinho SP et al (2020) Selection and characterization of non-ideal ionic liquids mixtures to be used in CO2 capture. Fluid Phase Equilib 518:112621. https://doi.org/10.1016/j.fluid.2020.112621
Mathias PM, Copeman TW (1983) Extension of the Peng–Robinson equation of state to complex mixtures: evaluation of the various forms of the local composition concept. Fluid Phase Equilib 13:91–108. https://doi.org/10.1016/0378-3812(83)80084-3
Müller K, Mokrushina L, Arlt W (2014) Thermodynamic constraints for the utilization of CO2. Chem Ing Tec 86:497–503. https://doi.org/10.1002/cite.201300152
Najdanovic-Visak V, Esperança JMSS, Rebelo LPN et al (2003) Pressure, isotope, and water co-solvent effects in liquid−liquid equilibria of (ionic liquid + alcohol) systems. J Phys Chem B 107:12797–12807. https://doi.org/10.1021/jp034576x
Neves CMSS, Rodrigues AR, Kurnia KA et al (2013) Solubility of non-aromatic hexafluorophosphate-based salts and ionic liquids in water determined by electrical conductivity. Fluid Phase Equilib 358:50–55. https://doi.org/10.1016/j.fluid.2013.07.061
Pérez-Salado Kamps Á, Tuma D, Xia J, Maurer G (2003) Solubility of CO2 in the ionic liquid [bmim][PF6]. J Chem Eng Data 48:746–749. https://doi.org/10.1021/je034023f
Qadir MI, Weilhard A, Fernandes JA et al (2018) Selective carbon dioxide hydrogenation driven by ferromagnetic RuFe nanoparticles in ionic liquids. ACS Catal 8:1621–1627. https://doi.org/10.1021/acscatal.7b03804
Qadir MI, Bernardi F, Scholten JD et al (2019) Synergistic CO2 hydrogenation over bimetallic Ru/Ni nanoparticles in ionic liquids. Appl Catal B 252:10–17. https://doi.org/10.1016/j.apcatb.2019.04.005
Qiao Y, Yan F, Xia S et al (2011) Densities and viscosities of [Bmim][PF6] and binary systems [Bmim][PF6] + ethanol, [Bmim][PF6] + benzene at several temperatures and pressures: determined by the falling-ball method. J Chem Eng Data 56:2379–2385. https://doi.org/10.1021/je1012444
Raeissi S, Peters CJ (2012) Understanding temperature dependency of hydrogen solubility in ionic liquids, including experimental data in [bmim][Tf2N]. AIChE J 58:3553–3559. https://doi.org/10.1002/aic.13742
Raeissi S, Florusse LJ, Peters CJ (2013) Purification of flue gas by ionic liquids: carbon monoxide capture in [bmim][Tf2N]. AIChE J 59:3886–3891. https://doi.org/10.1002/aic.14125
Riedel T, Claeys M, Schulz H et al (1999) Comparative study of Fischer–Tropsch synthesis with H2/CO and H2/CO2 syngas using Fe- and Co-based catalysts. Appl Catal A Gen 186:201–213. https://doi.org/10.1016/S0926-860X(99)00173-8
Rocha MAA, Lima CFRAC, Gomes LR et al (2011) High-accuracy vapor pressure data of the extended [CnC1im][Ntf2] Ionic liquid series: trend changes and structural shifts. J Phys Chem B 115:10919–10926. https://doi.org/10.1021/jp2049316
Safarov J, Suleymanli K, Aliyev A et al (2020) (p, ρ, T) data of 1-butyl-3-methylimidazolium hexafluorophosphate. J Chem Thermodyn 141:105954. https://doi.org/10.1016/j.jct.2019.105954
Salgado J, Regueira T, Lugo L et al (2014) Density and viscosity of three (2,2,2-trifluoroethanol + 1-butyl-3-methylimidazolium) ionic liquid binary systems. J Chem Thermodyn 70:101–110. https://doi.org/10.1016/j.jct.2013.10.027
Sandler SI (1989) Chemical and engineering thermodynamics, 2nd edn. Wiley, New York
Santos D, Góes M, Franceschi E et al (2015) Phase equilibria for binary systems containing ionic liquid with water or hydrocarbons. Braz J Chem Eng 32:967–974. https://doi.org/10.1590/0104-6632.20150324s00003609
Shen X, Meng Q, Dong M et al (2019) Low-temperature reverse water–gas shift process and transformation of renewable carbon resources to value-added chemicals. Chemsuschem 12:5149–5156. https://doi.org/10.1002/cssc.201902404
Shiflett MB, Maginn EJ (2017) The solubility of gases in ionic liquids. AIChE J 63:4722–4737. https://doi.org/10.1002/aic.15957
Shiflett MB, Yokozeki A (2005) Solubilities and diffusivities of carbon dioxide in ionic liquids: [bmim][PF6] and [bmim][BF4]. Ind Eng Chem Res 44:4453–4464. https://doi.org/10.1021/ie058003d
Soave G (1972) Equilibrium constants from a modified Redlich–Kwong equation of state. Chem Eng Sci 27:1197–1203. https://doi.org/10.1016/0009-2509(72)80096-4
Součková M, Klomfar J, Pátek J (2016) Surface tension and 0.1 MPa density of 1-alkyl-3-methylimidazolium tetrafluoroborates in a homologous series perspective. J Chem Thermodyn 100:79–88. https://doi.org/10.1016/j.jct.2016.04.008
Tariq M, Serro AP, Mata JL et al (2010) High-temperature surface tension and density measurements of 1-alkyl-3-methylimidazolium bistriflamide ionic liquids. Fluid Phase Equilib 294:131–138. https://doi.org/10.1016/j.fluid.2010.02.020
Toussaint VA, Kühne E, Shariati A, Peters CJ (2013) Solubility measurements of hydrogen in 1-butyl-3-methylimidazolium tetrafluoroborate and the effect of carbon dioxide and a selected catalyst on the hydrogen solubility in the ionic liquid. J Chem Thermodyn 59:239–242. https://doi.org/10.1016/j.jct.2012.12.013
Valderrama JO, Forero LA (2012) An analytical expression for the vapor pressure of ionic liquids based on an equation of state. Fluid Phase Equilib 317:77–83. https://doi.org/10.1016/j.fluid.2011.12.021
Valderrama JO, Rojas RE (2009) Critical properties of ionic liquids. Ind Eng Chem Res 48:6890–6900. https://doi.org/10.1021/ie900250g
Volpe V, Brunetti B, Gigli G et al (2017) Toward the elucidation of the competing role of evaporation and thermal decomposition in ionic liquids: a multitechnique study of the vaporization behavior of 1-butyl-3-methylimidazolium hexafluorophosphate under effusion conditions. J Phys Chem B 121:10382–10393. https://doi.org/10.1021/acs.jpcb.7b08523
Weilhard A, Qadir MI, Sans V, Dupont J (2018) Selective CO2 hydrogenation to formic acid with multifunctional ionic liquids. ACS Catal 8:1628–1634. https://doi.org/10.1021/acscatal.7b03931
Wertz C, Lehmann JK, Heintz A (2013) Liquid-liquid phase equilibria of the binary ionic liquid systems [CnMIM][NTf2] + n-butanol, + n-pentanol, + H2O Using UV spectroscopic and densimetric analytical methods. J Chem Eng Data 58:2375–2380. https://doi.org/10.1021/je300672q
Wong DSH, Chen JP, Chang JM, Chou CH (2002) Phase equilibria of water and ionic liquids [emim][PF6] and [bmim][PF6]. Fluid Phase Equilib 194–197:1089–1095. https://doi.org/10.1016/S0378-3812(01)00790-7
Yasuda T, Uchiage E, Fujitani T et al (2018) Reverse water gas shift reaction using supported ionic liquid phase catalysts. Appl Catal B 232:299–305. https://doi.org/10.1016/j.apcatb.2018.03.057
Zaitsau DH, Kabo GJ, Strechan AA et al (2006) Experimental vapor pressures of 1-alkyl-3-methylimidazolium bis(trifluoromethylsulfonyl)imides and a correlation scheme for estimation of vaporization enthalpies of ionic liquids. J Phys Chem A 110:7303–7306. https://doi.org/10.1021/jp060896f
Zaitsau DH, Yermalayeu AV, Emel’yanenko VN et al (2016) Thermodynamics of imidazolium-based ionic liquids containing PF6 anions. J Phys Chem B 120:7949–7957. https://doi.org/10.1021/acs.jpcb.6b06081
Zhang L, Han J, Wang R et al (2007) Isobaric vapor-liquid equilibria for three ternary systems: water + 2-propanol + 1-ethyl-3-methylimidazolium tetrafluoroborate, water + 1-propanol + 1-ethyl-3-methylimidazolium tetrafluoroborate, and water + 1-propanol + 1-butyl-3-methylimidazolium tetraf. J Chem Eng Data 52:1401–1407. https://doi.org/10.1021/je700092d
Zhou T, Chen L, Ye Y et al (2012) An overview of mutual solubility of ionic liquids and water predicted by COSMO-RS. Ind Eng Chem Res 51:6256–6264. https://doi.org/10.1021/ie202719z
Zhou L, Fan J, Shang X, Wang J (2013) Solubilities of CO2, H2, N2 and O2 in ionic liquid 1-n-butyl-3-methylimidazolium heptafluorobutyrate. J Chem Thermodyn 59:28–34. https://doi.org/10.1016/j.jct.2012.11.030
Zhu M, Ge Q, Zhu X (2020) Catalytic reduction of CO2 to CO via reverse water gas shift reaction: recent advances in the design of active and selective supported metal catalysts. Trans Tianjin Univ 26:172–187. https://doi.org/10.1007/s12209-020-00246-8
Acknowledgements
The authors gratefully acknowledge REPSOL Sinopec Brasil for its financial and technical support and ANP (Brazilian National Agency for Petroleum, Natural Gas and Biofuels) for the strategic importance of its support through the R&D levy regulation. The authors also acknowledge the São Paulo Research Foundation (FAPESP) (#2021/07155-6) and the National Council for Scientific and Technological Development—CNPQ (#314598/2021-9, # 155735/2022-5). This study was financed in part by The Coordination for the Improvement of Higher Education Personnel (CAPES), Brazil—Finance Code 001.
Author information
Authors and Affiliations
Contributions
VAA contributed to methodology, formal analysis, investigation, and writing original; MLA contributed to methodology, formal analysis, supervision, and writing & review; NLF contributed to software support; AEB contributed to formal analysis and review; CAON contributed to conceptualization and resources; GSB contributed to review and resources; RMBA contributed to methodology, resources, formal analysis, writing & review, and supervision.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Declarations
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Abreu, V.A., Alcantara, M.L., Ferreira, N.L. et al. Thermodynamic insights on the influence of ionic liquids on the reverse water–gas shift reaction. Clean Techn Environ Policy 26, 197–215 (2024). https://doi.org/10.1007/s10098-023-02652-7
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10098-023-02652-7