Application of machine learning approach to estimate the solubility of some solid drugs in supercritical CO2

Alwi, R. S. & Garlapati, C. New correlations for the solubility of anticancer drugs in supercritical carbon dioxide. Chem. Pap. 76, 1385–1399 (2022).
Google Scholar
Li, M. J., Zhu, H. H., Guo, J. Q., Wang, K. & Tao, W. Q. The development technology and applications of supercritical CO2 power cycle in nuclear energy, solar energy and other energy industries. Appl. Therm. Eng. 126, 255–275 (2017).
Google Scholar
Razmimanesh, F., Sodeifian, G. & Sajadian, S. A. An investigation into Sunitinib malate nanoparticle production by US- RESOLV method: Effect of type of polymer on dissolution rate and particle size distribution. J. Supercrit Fluids. 170, 105163 (2021).
Google Scholar
Wang, W. et al. Supercritical carbon dioxide applications in food processing. Food Eng. Rev. 13, 570–591 (2021).
Google Scholar
Sodeifian, G. & Sajadian, S. A. Saadati Ardestani, N. Experimental optimization and mathematical modeling of the supercritical fluid extraction of essential oil from Eryngium billardieri: Application of simulated annealing (SA) algorithm. J. Supercrit Fluids 127, 146–157 (2017).
Google Scholar
Sodeifian, G., Ardestani, N. S., Sajadian, S. A. & Moghadamian, K. Properties of Portulaca oleracea seed oil via supercritical fluid extraction: Experimental and optimization. J. Supercrit Fluids 135, 34–44 (2018).
Google Scholar
Sodeifian, G., Usefi, M. M. B. & Solubility extraction, and nanoparticles production in supercritical carbon dioxide: A mini-review. ChemBioEng Rev. 10, 133–166 (2023).
Google Scholar
Zhu, H., Zhu, L., Sun, Z. & Khan, A. Machine learning based simulation of an anti-cancer drug (busulfan) solubility in supercritical carbon dioxide: ANFIS model and experimental validation. J. Mol. Liq. 338, 116731 (2021).
Google Scholar
Ardestani, N. S., Majd, N. Y. & Amani, M. Experimental measurement and thermodynamic modeling of capecitabine (an Anticancer Drug) solubility in supercritical carbon dioxide in a ternary system: Effect of different cosolvents. J. Chem. Eng. Data. 65, 4762–4779 (2020).
Google Scholar
Fathi, M., Sodeifian, G. & Sajadian, S. A. Experimental study of ketoconazole impregnation into polyvinyl pyrrolidone and hydroxyl propyl methyl cellulose using supercritical carbon dioxide: Process optimization. J. Supercrit Fluids. 188, 105674 (2022).
Google Scholar
Sodeifian, G., Sajadian, S. A. & Honarvar, B. Mathematical modelling for extraction of oil from Dracocephalum Kotschyi seeds in supercritical carbon dioxide. Nat. Prod. Res. 32, 795–803 (2018).
Google Scholar
Lee, H. W. et al. Comparative pharmacokinetic profiles of a novel low-dose micronized formulation of raloxifene 45 mg (AD-101) and the conventional raloxifene 60 mg in healthy subjects. Clin. Pharmacol. Drug Dev. 12, 1204–1210 (2023).
Google Scholar
Wang, B. C. & Su, C. S. Solid solubility measurement of ipriflavone in supercritical carbon dioxide and microparticle production through the rapid expansion of supercritical solutions process. J. CO2 UTIL. 37, 285–294 (2020).
Google Scholar
Tabernero, A., del Valle, M., Galan, M. A. & E.M. & An empirical analysis of the solubility of pharmaceuticals in supercritical carbon dioxide using sublimation enthalpies. Ind. Eng. Chem. Res. 52, 18447–18457 (2013).
Google Scholar
Valderrama, J. O. & Zavaleta, J. Generalized binary interaction parameters in the Wong–Sandler mixing rules for mixtures containing n-alkanols and carbon dioxide. Fluid Ph Equilib. 234, 136–143 (2005).
Google Scholar
Huang, C. Y., Lee, L. S. & Su, C. S. Correlation of solid solubilities of pharmaceutical compounds in supercritical carbon dioxide with solution model approach. J. Taiwan. Inst. Chem. Eng. 44, 349–358 (2013).
Google Scholar
Sodeifian, G., Razmimanesh, F. & Sajadian, S. A. Solubility measurement of a chemotherapeutic agent (Imatinib mesylate) in supercritical carbon dioxide: Assessment of new empirical model. J. Supercrit Fluids. 146, 89–99 (2019).
Google Scholar
Housaindokht, M. R. & Bozorgmehr, M. Calculation of solubility of methimazole, phenazopyridine and propranolol in supercritical carbon dioxide. J. Supercrit Fluids 43, 390–397 (2008).
Google Scholar
Huang, Z., Chiew, Y. C., Lu, W. D. & Kawi, S. Solubility of aspirin in supercritical carbon dioxide/alcohol mixtures. Fluid Ph Equilib. 237, 9–15 (2005).
Google Scholar
Jeon, P. R. & Lee, C. H. Artificial neural network modelling for solubility of carbon dioxide in various aqueous solutions from pure water to brine. J. CO2 UTIL. 47, 101500 (2021).
Google Scholar
Yang, G., Li, Z., Shao, Q. & Feng, N. Measurement and correlation study of silymarin solubility in supercritical carbon dioxide with and without a cosolvent using semi-empirical models and back-propagation artificial neural networks. Asian J. Pharm. 12, 456–463 (2017).
Google Scholar
Mehdizadeh, B. & Movagharnejad, K. A comparison between neural network method and semi empirical equations to predict the solubility of different compounds in supercritical carbon dioxide. Fluid Ph Equilib. 303, 40–44 (2011).
Google Scholar
Dadkhah, M. R. et al. Prediction of solubility of solid compounds in supercritical CO2 using a connectionist smart technique. J. Supercrit Fluids. 120, 181–190 (2017).
Google Scholar
Pishnamazi, M. et al. Measuring solubility of a chemotherapy-anti cancer drug (busulfan) in supercritical carbon dioxide. J. Mol. Liq. 317, 113954 (2020).
Google Scholar
Garlapati, C. & Madras, G. New empirical expressions to correlate solubilities of solids in supercritical carbon dioxide. Thermochim Acta 500, 123–127 (2010).
Google Scholar
Chrastil, J. Solubility of solids and liquids in supercritical gases. J. Phys. Chem. 86, 3016–3021 (1982).
Google Scholar
Méndez-Santiago, J. & Teja, A. S. The solubility of solids in supercritical fluids. Fluid Ph Equilib. 158–160, 501–510 (1999).
Google Scholar
Rezaei, T. et al. A universal methodology for reliable predicting the non-steroidal anti-inflammatory drug solubility in supercritical carbon dioxide. Sci. Rep. 12, 1043 (2022).
Google Scholar
Amani, M. Saadati Ardestani, N. Investigation of the solubility of anticancer drugs in the supercritical solvent for development of innovative drug delivery systems; artificial intelligence paradigms (MLP-ANN) and thermodynamic correlations. J. Mol. Liq. 394, 123701 (2024).
Google Scholar
Nateghi, H., Sodeifian, G. & Razmimanesh, F. Mohebbi Najm Abad, J. A machine learning approach for thermodynamic modeling of the statically measured solubility of nilotinib hydrochloride monohydrate (anti-cancer drug) in supercritical CO2. Sci. Rep. 13, 12906 (2023).
Google Scholar
Zhong, J., Feng, L. & Ong, Y. Gene expression programming: A survey [Review article]. IEEE Comput. Intell. Mag. 12, 54–72 (2017).
Google Scholar
Yamini, Y. et al. Solubility of capecitabine and docetaxel in supercritical carbon dioxide: Data and the best correlation. Thermochim Acta 549, 95–101 (2012).
Google Scholar
Sodeifian, G. & Sajadian, S. A. Solubility measurement and preparation of nanoparticles of an anticancer drug (letrozole) using rapid expansion of supercritical solutions with solid cosolvent (RESS-SC). J. Supercrit Fluids. 133, 239–252 (2018).
Google Scholar
Hojjati, M., Vatanara, A., Yamini, Y., Moradi, M. & Najafabadi, A. R. Supercritical CO2 and highly selective aromatase inhibitors: Experimental solubility and empirical data correlation. J. Supercrit Fluids 50, 203–209 (2009).
Google Scholar
Sodeifian, G., Razmimanesh, F., Sajadian, S. A. & Hazaveie, S. M. Experimental data and thermodynamic modeling of solubility of Sorafenib tosylate, as an anti-cancer drug, in supercritical carbon dioxide: Evaluation of Wong-Sandler mixing rule. J. Chem. Thermodyn. 142, 105998 (2020).
Google Scholar
Sodeifian, G., Razmimanesh, F., Saadati Ardestani, N. & Sajadian, S. A. Experimental data and thermodynamic modeling of solubility of azathioprine, as an immunosuppressive and anti-cancer drug, in supercritical carbon dioxide. J. Mol. Liq. 299, 112179 (2020).
Google Scholar
Sodeifian, G., Razmimanesh, F. & Sajadian, S. A. Prediction of solubility of sunitinib malate (an anti-cancer drug) in supercritical carbon dioxide (SC–CO2): Experimental correlations and thermodynamic modeling. J. Mol. Liq. 297, 111740 (2020).
Google Scholar
Vandana, V. & Teja, A. S. The solubility of paclitaxel in supercritical CO2 and N2O. Fluid Ph Equilib. 135, 83–87 (1997).
Google Scholar
Yamini, Y. et al. Solubilities of flutamide, dutasteride, and finasteride as antiandrogenic agents, in supercritical carbon dioxide: Measurement and correlation. J. Chem. Eng. Data 55, 1056–1059 (2010).
Google Scholar
Yamini, Y., Tayyebi, M., Moradi, M. & Vatanara, A. Solubility of megestrol acetate and levonorgestrel in supercritical carbon dioxide. Thermochim Acta. 569, 48–54 (2013).
Google Scholar
Pishnamazi, M. et al. Thermodynamic modelling and experimental validation of pharmaceutical solubility in supercritical solvent. J. Mol. Liq. 319, 114120 (2020).
Google Scholar
Sodeifian, G., Sajadian, S. A. & Ardestani, N. S. Determination of solubility of aprepitant (an antiemetic drug for chemotherapy) in supercritical carbon dioxide: Empirical and thermodynamic models. J. Supercrit Fluids. 128, 102–111 (2017).
Google Scholar
Zhan, S. et al. Solubility and partition coefficients of 5-Fluorouracil in ScCO2 and ScCO2/Poly (l-lactic acid). J. Chem. Eng. Data. 59, 1158–1164 (2014).
Google Scholar
Hazaveie, S. M., Sodeifian, G. & Sajadian, S. A. Measurement and thermodynamic modeling of solubility of Tamsulosin drug (anti cancer and anti-prostatic tumor activity) in supercritical carbon dioxide. J. Supercrit Fluids. 163, 104875 (2020).
Google Scholar
Pishnamazi, M. et al. Experimental and thermodynamic modeling decitabine anti cancer drug solubility in supercritical carbon dioxide. Sci. Rep. 11, 1–8 (2021).
Google Scholar
Zabihi, S. et al. Thermodynamic study on solubility of brain tumor drug in supercritical solvent: Temozolomide case study. J. Mol. Liq. 321, 114926 (2021).
Google Scholar
Sodeifian, G., Alwi, R. S., Razmimanesh, F. & Roshanghias, A. Solubility of pazopanib hydrochloride (PZH, anticancer drug) in supercritical CO2: Experimental and thermodynamic modeling. J. Supercrit Fluids 190, 105759 (2022).
Google Scholar
Sodeifian, G., Bagheri, H., Bargestan, M. & Ardestani, N. S. Determination of Gefitinib hydrochloride anti-cancer drug solubility in supercritical CO2: Evaluation of sPC-SAFT EoS and semi-empirical models. J. Taiwan. Inst. Chem. Eng. 161, 105569 (2024).
Google Scholar
Sodeifian, G., Alwi, R. S., Arbab Nooshabadi, M., Razmimanesh, F. & Roshanghias, A. Solubility measurement of Triamcinolone acetonide (steroid medication) in supercritical CO2: Experimental and thermodynamic modeling. J. Supercrit Fluids 204, 106119 (2024).
Google Scholar
Sodeifian, G., Behvand Usefi, M. M., Razmimanesh, F. & Roshanghias, A. Determination of the solubility of rivaroxaban (anticoagulant drug, for the treatment and prevention of blood clotting) in supercritical carbon dioxide: Experimental data and correlations. Arab. J. Chem. 16, 104421 (2023).
Google Scholar
Sodeifian, G., Nateghi, H. & Razmimanesh, F. Measurement and modeling of dapagliflozin propanediol monohydrate (an anti-diabetes medicine) solubility in supercritical CO2: Evaluation of new model. J. CO2 UTIL. 80, 102687 (2024).
Google Scholar
Sodeifian, G., Hazaveie, S. M. & Sodeifian, F. Determination of galantamine solubility (an anti-alzheimer drug) in supercritical carbon dioxide (CO2): Experimental correlation and thermodynamic modeling. J. Mol. Liq. 330, 115695 (2021).
Google Scholar
Sodeifian, G., Derakhsheshpour, R. & Sajadian, S. A. Experimental study and thermodynamic modeling of Esomeprazole (proton-pump inhibitor drug for stomach acid reduction) solubility in supercritical carbon dioxide. J. Supercrit Fluids. 154, 104606 (2019).
Google Scholar
Sodeifian, G., Bagheri, H., Ashjari, M. & Noorian-Bidgoli, M. Solubility measurement of ceftriaxone sodium in SC-CO2 and thermodynamic modeling using PR-KM EoS and vdW mixing rules with semi-empirical models. Case Stud. Therm. Eng. 61, 105074 (2024).
Google Scholar
Abadian, M., Sodeifian, G., Razmimanesh, F. & Zarei Mahmoudabadi, S. Experimental measurement and thermodynamic modeling of solubility of Riluzole drug (neuroprotective agent) in supercritical carbon dioxide. Fluid Ph Equilib. 567, 113711 (2023).
Google Scholar
Sodeifian, G., Hsieh, C. M., Derakhsheshpour, R., Chen, Y. M. & Razmimanesh, F. Measurement and modeling of metoclopramide hydrochloride (anti-emetic drug) solubility in supercritical carbon dioxide. Arab. J. Chem. 15, 103876 (2022).
Google Scholar
Sodeifian, G., Nasri, L., Razmimanesh, F. & Abadian, M. CO2 utilization for determining solubility of teriflunomide (immunomodulatory agent) in supercritical carbon dioxide: Experimental investigation and thermodynamic modeling. J. CO2 UTIL. 58, 101931 (2022).
Google Scholar
Sodeifian, G., Hazaveie, S. M. & Sajadian, S. A. Saadati Ardestani, N. Determination of the solubility of the repaglinide drug in supercritical carbon dioxide: Experimental data and thermodynamic modeling. J. Chem. Eng. Data. 64, 5338–5348 (2019).
Google Scholar
Sodeifian, G., Hazaveie, S. M., Sajadian, S. A. & Razmimanesh, F. Experimental investigation and modeling of the solubility of oxcarbazepine (an anticonvulsant agent) in supercritical carbon dioxide. Fluid Ph Equilib. 493, 160–173 (2019).
Google Scholar
Sodeifian, G., Saadati Ardestani, N., Sajadian, S. A., Golmohammadi, M. R. & Fazlali, A. Prediction of solubility of sodium valproate in supercritical carbon dioxide: Experimental study and thermodynamic modeling. J. Chem. Eng. Data. 65, 1747–1760 (2020).
Google Scholar
Sodeifian, G., Surya Alwi, R., Razmimanesh, F. & Abadian, M. Solubility of Dasatinib monohydrate (anticancer drug) in supercritical CO2: Experimental and thermodynamic modeling. J. Mol. Liq. 346, 117899 (2022).
Google Scholar
Sodeifian, G., Garlapati, C., Razmimanesh, F. & Sodeifian, F. The solubility of Sulfabenzamide (an antibacterial drug) in supercritical carbon dioxide: Evaluation of a new thermodynamic model. J. Mol. Liq. 335, 116446 (2021).
Google Scholar
Sodeifian, G., Razmimanesh, F., Sajadian, S. A. & Soltani Panah, H. Solubility measurement of an antihistamine drug (loratadine) in supercritical carbon dioxide: Assessment of qCPA and PCP-SAFT equations of state. Fluid Ph Equilib. 472, 147–159 (2018).
Google Scholar
Sodeifian, G., Garlapati, C., Razmimanesh, F. & Nateghi, H. Solubility measurement and thermodynamic modeling of pantoprazole sodium sesquihydrate in supercritical carbon dioxide. Sci. Rep. 12, 7758 (2022).
Google Scholar
Sodeifian, G., Hsieh, C. M., Tabibzadeh, A. & Wang, H. C. Arbab Nooshabadi, M. Solubility of palbociclib in supercritical carbon dioxide from experimental measurement and Peng–Robinson equation of state. Sci. Rep. 13, 2172 (2023).
Google Scholar
Sodeifian, G., Garlapati, C., Arbab Nooshabadi, M., Razmimanesh, F. & Roshanghias, A. Studies on solubility measurement of codeine phosphate (pain reliever drug) in supercritical carbon dioxide and modeling. Sci. Rep. 13, 21020 (2023).
Google Scholar
Sodeifian, G. & Sajadian, S. A. Experimental measurement of solubilities of sertraline hydrochloride in supercriticalcarbon dioxide with/without menthol: Data correlation. J. Supercrit Fluids. 149, 79–87 (2019).
Google Scholar
Sodeifian, G., Garlapati, C., Hazaveie, S. M. & Sodeifian, F. Solubility of 2,4,7-Triamino-6-phenylpteridine (Triamterene, Diuretic Drug) in supercritical carbon dioxide: Experimental data and modeling. J. Chem. Eng. Data. 65, 4406–4416 (2020).
Google Scholar
Sodeifian, G., Nasri, L., Razmimanesh, F. & Arbab Nooshabadi, M. Solubility of ibrutinib in supercritical carbon dioxide (Sc-CO2): Data correlation and thermodynamic analysis. J. Chem. Thermodyn. 182, 107050 (2023).
Google Scholar
Sodeifian, G., Sajadian, S. A. & Razmimanesh, F. Solubility of an antiarrhythmic drug (amiodarone hydrochloride) in supercritical carbon dioxide: Experimental and modeling. Fluid Ph Equilib. 450, 149–159 (2017).
Google Scholar
Sodeifian, G., Sajadian, S. A. & Derakhsheshpour, R. Experimental measurement and thermodynamic modeling of Lansoprazole solubility in supercritical carbon dioxide: Application of SAFT-VR EoS. Fluid Ph Equilib. 507, 112422 (2020).
Google Scholar
Sodeifian, G., Garlapati, C., Razmimanesh, F. & Ghanaat-Ghamsari, M. Measurement and modeling of clemastine fumarate (antihistamine drug) solubility in supercritical carbon dioxide. Sci. Rep. 11, 24344 (2021).
Google Scholar
Sodeifian, G., Garlapati, C., Razmimanesh, F. & Nateghi, H. Experimental solubility and thermodynamic modeling of empagliflozin in supercritical carbon dioxide. Sci. Rep. 12, 9008 (2022).
Google Scholar
Sodeifian, G., Garlapati, C., Arbab Nooshabadi, M., Razmimanesh, F. & Tabibzadeh, A. Solubility measurement and modeling of hydroxychloroquine sulfate (antimalarial medication) in supercritical carbon dioxide. Sci. Rep. 13, 8112 (2023).
Google Scholar
Sodeifian, G. et al. Determination of morphine sulfate anti-pain drug solubility in supercritical CO2 with machine learning method. Sci. Rep. 14, 22370 (2024).
Google Scholar
Sodeifian, G., Nateghi, H. & Razmimanesh, F. Mohebbi Najm Abad, J. Thermodynamic modeling and solubility assessment of oxycodone hydrochloride in supercritical CO2: Semi-empirical, EoSs models and machine learning algorithms. Case Stud. Therm. Eng. 55, 104146 (2024).
Google Scholar
Sodeifian, G., Bagheri, H., Arbab Nooshabadi, M., Razmimanesh, F. & Roshanghias, A. Experimental solubility of fexofenadine hydrochloride (antihistamine) drug in SC-CO2: Evaluation of cubic equations of state. J. Supercrit Fluids 200, 106000 (2023).
Google Scholar
Sodeifian, G., Alwi, R. S. & Razmimanesh, F. Solubility of Pholcodine (antitussive drug) in supercritical carbon dioxide: Experimental data and thermodynamic modeling. Fluid Ph Equilib. 556, 113396 (2022).
Google Scholar
Sodeifian, G., Bagheri, H., Razmimanesh, F. & Bargestan, M. Supercritical CO2 utilization for solubility measurement of tramadol hydrochloride drug: Assessment of cubic and non-cubic EoSs. J. Supercrit Fluids. 206, 106185 (2024).
Google Scholar
Sodeifian, G., Arbab Nooshabadi, M., Razmimanesh, F. & Tabibzadeh, A. Solubility of buprenorphine hydrochloride in supercritical carbon dioxide: Study on experimental measuring and thermodynamic modeling. Arab. J. Chem. 16, 105196 (2023).
Google Scholar
Sodeifian, G. et al. Determination of Regorafenib monohydrate (colorectal anticancer drug) solubility in supercritical CO2: Experimental and thermodynamic modeling. Heliyon 10, e29049 (2024).
Google Scholar
Sodeifian, G., Saadati Ardestani, N., Razmimanesh, F. & Sajadian, S. A. Experimental and thermodynamic analyses of supercritical CO2-Solubility of minoxidil as an antihypertensive drug. Fluid Ph Equilib. 522, 112745 (2020).
Google Scholar
Sodeifian, G., Nasri, L., Razmimanesh, F. & Abadian, M. Measuring and modeling the solubility of an antihypertensive drug (losartan potassium, Cozaar) in supercritical carbon dioxide. J. Mol. Liq. 331, 115745 (2021).
Google Scholar
Sodeifian, G., Garlapati, C., Razmimanesh, F. & Sodeifian, F. Solubility of amlodipine besylate (calcium channel blocker drug) in supercritical carbon dioxide: Measurement and correlations. J. Chem. Eng. Data. 66, 1119–1131 (2021).
Google Scholar
Sodeifian, G., Alwi, R. S., Razmimanesh, F. & Tamura, K. Solubility of Quetiapine hemifumarate (antipsychotic drug) in supercritical carbon dioxide: Experimental, modeling and Hansen solubility parameter application. Fluid Ph Equilib. 537, 113003 (2021).
Google Scholar
Sodeifian, G., Saadati Ardestani, N., Sajadian, S. A. & Panah, H. S. Measurement, correlation and thermodynamic modeling of the solubility of Ketotifen fumarate (KTF) in supercritical carbon dioxide: Evaluation of PCP-SAFT equation of state. Fluid Ph Equilib. 458, 102–114 (2018).
Google Scholar
Sodeifian, G., Sajadian, S. A., Razmimanesh, F. & Hazaveie, S. M. Solubility of Ketoconazole (antifungal drug) in SC-CO2 for binary and ternary systems: Measurements and empirical correlations. Sci. Rep. 11, 7546 (2021).
Google Scholar
Sodeifian, G., Garlapati, C. & Roshanghias, A. Experimental solubility and modeling of Crizotinib (anti-cancer medication) in supercritical carbon dioxide. Sci. Rep. 12, 17494 (2022).
Google Scholar
Sodeifian, G., Surya Alwi, R., Razmimanesh, F. & Sodeifian, F. Solubility of prazosin hydrochloride (alpha blocker antihypertensive drug) in supercritical CO2: Experimental and thermodynamic modelling. J. Mol. Liq. 362, 119689 (2022).
Google Scholar
Ferreira, C. Gene expression programming: A new adaptive algorithm for solving problems. arXiv preprint cs/0102027 (2001).
Akanbi, O., Sadegh Amiri, I. & Fazeldehkordi, E. A machine learning approach to phishing detection and defense. (2014).
Hosseini, S. A. & Maleki Toulabi, H. Presenting a novel approach for predicting the compressive strength of structural lightweight concrete based on pattern recognition and gene expression programming. Arab. J. Sci. Eng. 48, 14169–14181 (2023).
Google Scholar
Shanmugapriya, M., Sundareswaran, R., Kumar, P. S. & Elayarani, M. An ANFIS approach for predicting MHD radiative hybrid nanofluid flow attributes with activation energy effect. Arab. J. Sci. Eng. 48, 16373–16387 (2023).
Google Scholar
Nafees, A. et al. Predictive modeling of Mechanical properties of silica fume-based green concrete using Artificial Intelligence approaches: MLPNN, ANFIS, and GEP. Mater. (Basel Switzerland) 14 (2021).
Gandomi, A. H. & Alavi, A. H. Expression programming techniques for formulation of structural engineering systems, Vol. 18 chapter,. (2013).
Ferreira, C. Gene Expression Programming: Mathematical Modeling by an Artificial Intelligence Vol. 21 (Springer, 2006).
Rashidi, S. & Ranjitkar, P. Bus dwell time modeling using gene expression programming. Aided Civ. Infrastruct. Eng. 30, 478–489 (2015).
Google Scholar
Bagheri, H. & Shariati, A. Prediction of the Solubility of Benzoic Acid in Supercritical CO2 Using the PC-SAFT EoS. Sat 1, P1 (2014).
Baghban, A., Sasanipour, J. & Zhang, Z. A new chemical structure-based model to estimate solid compound solubility in supercritical CO2. J. CO2 UTIL. 26, 262–270 (2018).
Google Scholar
Fulton, J. L., Yee, G. G. & Smith, R. D. Hydrogen bonding of methyl alcohol-d in supercritical carbon dioxide and supercritical ethane solutions. J. Am. Chem. Soc. 113, 8327–8334 (1991).
Google Scholar
Shi, Q., Jing, L. & Qiao, W. Solubility of n-alkanes in supercritical CO2 at diverse temperature and pressure. J. CO2 UTIL. 9, 29–38 (2015).
Google Scholar
Nguyen, H. C. et al. Computational prediction of drug solubility in supercritical carbon dioxide: Thermodynamic and artificial intelligence modeling. J. Mol. Liq. 354, 118888 (2022).
Google Scholar
Chang, F., Jin, J., Zhang, N., Wang, G. & Yang, H. J. The effect of the end group, molecular weight and size on the solubility of compounds in supercritical carbon dioxide. Fluid Ph Equilib. 36–42 (2012).
Su, C. S. & Chen, Y. P. Measurement and correlation for the solid solubility of non-steroidal anti-inflammatory drugs (NSAIDs) in supercritical carbon dioxide. J. Supercrit Fluids 43, 438–446 (2008).
Google Scholar
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