2022
DOI: 10.1002/aic.17698
|View full text |Cite
|
Sign up to set email alerts
|

Target high‐efficiency ionic liquids to promote H2SO4‐catalyzed C4 alkylation by machine learning

Abstract: To predict and rationally design high-efficiency ionic liquids (ILs) additives for H 2 SO 4catalyzed alkylation, the quantitative structure-activity relationship between 11,000 ILs and interfacial properties of H 2 SO 4 alkylation was established by combination of molecular dynamics simulation, semi-empirical density function theory, and machine learning. The results indicate that ILs additives with longer alkyl chain can significantly broaden interfacial thickness and decrease interfacial tension, in which th… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
4

Citation Types

0
4
0

Year Published

2023
2023
2024
2024

Publication Types

Select...
7

Relationship

2
5

Authors

Journals

citations
Cited by 7 publications
(4 citation statements)
references
References 63 publications
(105 reference statements)
0
4
0
Order By: Relevance
“…However, the redesign of the alkylation reactor requires high costs and cannot be directly implemented in an existing operational process. To enhance the catalytic performance of H 2 SO 4 on C4 alkylation, novel additives have received significant attention. The introduction of additives plays an important role in enhancing interfacial mass transfer on C4 alkylation with several advantages, such as low additive dosage, reduced formation of byproducts, and the feasibility of direct cofeeding with H 2 SO 4 . , Our recent work systematically investigated the catalytic performance and reaction kinetics of C4 alkylation catalyzed by the used H 2 SO 4 without and with the introduction of a novel formyl functional [N 1,1,1.1 ]­[C 10 SO 4 ] surfactant additive . The used H 2 SO 4 typically comprises 6.0–7.0 wt % organics, 1.0–3.0 wt % water, and 90.0–92.0 wt % H 2 SO 4 , which is distinct from the fresh H 2 SO 4 (98.3 wt %).…”
Section: Introductionmentioning
confidence: 99%
“…However, the redesign of the alkylation reactor requires high costs and cannot be directly implemented in an existing operational process. To enhance the catalytic performance of H 2 SO 4 on C4 alkylation, novel additives have received significant attention. The introduction of additives plays an important role in enhancing interfacial mass transfer on C4 alkylation with several advantages, such as low additive dosage, reduced formation of byproducts, and the feasibility of direct cofeeding with H 2 SO 4 . , Our recent work systematically investigated the catalytic performance and reaction kinetics of C4 alkylation catalyzed by the used H 2 SO 4 without and with the introduction of a novel formyl functional [N 1,1,1.1 ]­[C 10 SO 4 ] surfactant additive . The used H 2 SO 4 typically comprises 6.0–7.0 wt % organics, 1.0–3.0 wt % water, and 90.0–92.0 wt % H 2 SO 4 , which is distinct from the fresh H 2 SO 4 (98.3 wt %).…”
Section: Introductionmentioning
confidence: 99%
“…Apart from facilitating the prediction of IL properties (such as melting point, viscosity, ion conductivity, solubility of acid gases, etc .) and the discovery/screening of IL candidates, the ML-based intelligent chemistry is also able to solve Question 5 by rapidly evaluating the toxic effect of IL usage on the environment. , …”
Section: Introductionmentioning
confidence: 99%
“…The effects of ILs and DESs additives on the H 2 SO 4catalyzed C4 alkylation were investigated in details by Tang et al, 13 followed by Zhang et al, [14][15][16] Liu et al, 17 and our groups. [18][19][20][21] It has been well proven that the ILs and DESs additives can significantly intensify the interfacial properties and catalytic performance of H 2 SO 4 -catalyzed C4 alkylation. However, DESs additives, such as choline chlorides-phenol and choline chlorides-benzoic acid, contain halogen elements that can accelerate equipment corrosion, and ILs additives still suffer from limitations in industrial application owing to the high cost of raw materials and complicated preparation process.…”
Section: Introductionmentioning
confidence: 99%
“…Various additives including surfactants, deep eutectic solvents (DESs), and ILs have been successfully developed to enhance the catalytic performance of H 2 SO 4 ‐catalyzed C4 alkylation. The effects of ILs and DESs additives on the H 2 SO 4 ‐catalyzed C4 alkylation were investigated in details by Tang et al, 13 followed by Zhang et al, 14–16 Liu et al, 17 and our groups 18–21 . It has been well proven that the ILs and DESs additives can significantly intensify the interfacial properties and catalytic performance of H 2 SO 4 ‐catalyzed C4 alkylation.…”
Section: Introductionmentioning
confidence: 99%