Estimation of the refractive indices of imidazolium-based ionic liquids using their polarisability values
Literature Information
Pablo Díaz-Rodríguez, John C. Cancilla, Natalia V. Plechkova, Gemma Matute, Kenneth R. Seddon, José S. Torrecilla
Statistical models have been used to estimate the refractive index of 72 imidazolium-based ionic liquids using the electronic polarisability of their ions as the data for two different mathematical approaches: artificial neural networks, in the form of multi-layer perceptrons, and multiple linear regression models. Although the artificial neural networks and linear models have been able to accomplish this task, the multi-layer perceptron model has been shown to be a more accurate method, thanks to its ability of determining non-linear relationships between different dependent variables. Additionally, it is clear that the multiple linear regression presents a systematic deviation in the estimated refractive index values, which confirms that it is an inappropriate model for this system.
Related Literature
Correction: A tutorial on asymmetric electrocatalysis
Jonas Rein, Samson B. Zacate, Kaining Mao, Song Lin
DOI: 10.1039/D3CS90096G
Electron transport through supercrystals of atomically precise gold nanoclusters: a thermal bi-stability effect
Tatsuya Higaki, Jake C. Russell, Daniel W. Paley, Xavier Roy, Rongchao Jin
DOI: 10.1039/D3SC02753H
Unveiling practical considerations for reliable and standardized SERS measurements: lessons from a comprehensive review of oblique angle deposition-fabricated silver nanorod array substrates
Yiping Zhao, Amit Kumar, Yanjun Yang
DOI: 10.1039/D3CS00540B
Strengths of covalent bonds in LnO2 determined from O K-edge XANES spectra using a Hubbard model
Wayne W. Lukens, Jr, Stefan G. Minasian, Corwin H. Booth
DOI: 10.1039/D3SC03304J
Nucleic acid degradation as barrier to gene delivery: a guide to understand and overcome nuclease activity
DOI: 10.1039/D3CS00194F
Pursuing excitonic energy transfer with programmable DNA-based optical breadboards
Divita Mathur, Sebastián A. Díaz, Ryan D. Pensack, Bernard Yurke, Austin Biaggne, Joseph S. Melinger, William B. Knowlton, Igor L. Medintz
DOI: 10.1039/D0CS00936A
Chalcogen bonding catalysis
Govindasamy Sekar, Vysakh Venugopalan Nair, Jieping Zhu
DOI: 10.1039/D3CS00503H
Recent progress in SERS monitoring of photocatalytic reactions
Xinlu Zheng, Ziwei Ye, Zeeshan Akmal, Chun He, Jinlong Zhang, Lingzhi Wang
DOI: 10.1039/D3CS00462G
You might also like
How should waste containing 6-Chloro-5-(2'-hydroxy-3'-methoxy-4-biphenylyl)-3-(3-methoxyphenyl)-1H-pyrrolo[3,2-d]pyrimidine-2,4(3H,5H)-dione (CAS: 1346607-05-3) be handled?
Waste containing 6-Chloro-5-(2'-hydroxy-3'-methoxy-4-biphenylyl)-3-(3-methoxyphe...
What are the main uses of (3alpha,5alpha)-3-Hydroxypregnane-11,20-dione (CAS: 23930-19-0)?
(3alpha,5alpha)-3-Hydroxypregnane-11,20-dione is primarily used in the pharmaceu...
What is the market or research trend for 4-Amino-6-chloro-2-pyridinecarboxylic acid (CAS: 546141-56-4)?
The market for 4-Amino-6-chloro-2-pyridinecarboxylic acid (CAS: 546141-56-4) is ...
Are there alternatives to (2-Benzoylethyl)trimethylammonium chloride (CAS: 24472-88-6) in synthesis?
Alternatives to (2-Benzoylethyl)trimethylammonium chloride (CAS: 24472-88-6) in ...
Is N-[4-Nitro-3-(trifluoromethyl)phenyl]acetamide (CAS: 393-12-4) safe?
N-[4-Nitro-3-(trifluoromethyl)phenyl]acetamide (CAS: 393-12-4) is generally safe...
Are there alternatives to [(4R,5R,6S)-5-hydroxy-10-imino-3,7-dioxa-1,9-diazatricyclo[6.4.0.02,6]dodeca-8,11-dien-4-yl]methyl dihydrogen phosphate (CAS: 39679-56-6) in synthesis?
Alternative reagents such as other phosphates or similar functional groups can b...
Are there alternatives to N,N'-Bis(3-aminopropyl)-1,3-propanediamine (CAS: 4605-14-5) in synthesis?
There are alternatives to N,N'-Bis(3-aminopropyl)-1,3-propanediamine (CAS: 4605-...
What precautions should be taken when handling Aluminium trihexadecanoate (CAS: 555-35-1)?
When handling Aluminium trihexadecanoate, it is important to use appropriate per...
What is (1,1-Dioxido-3-oxo-1,2-benzothiazol-2(3H)-yl)acetic acid (CAS: 52188-11-1)?
(1,1-Dioxido-3-oxo-1,2-benzothiazol-2(3H)-yl)acetic acid is a chemical compound ...
Are there alternatives to 5,5-dimethyloxolan-2-one (CAS: 3123-97-5) in synthesis?
Several alternatives to 5,5-dimethyloxolan-2-one (CAS: 3123-97-5) can be used in...
Source Journal
Physical Chemistry Chemical Physics

Physical Chemistry Chemical Physics (PCCP) is an international journal co-owned by 19 physical chemistry and physics societies from around the world. This journal publishes original, cutting-edge research in physical chemistry, chemical physics and biophysical chemistry. To be suitable for publication in PCCP, articles must include significant innovation and/or insight into physical chemistry; this is the most important criterion that reviewers and Editors will judge against when evaluating submissions. The journal has a broad scope and welcomes contributions spanning experiment, theory, computation and data science. Topical coverage includes spectroscopy, dynamics, kinetics, statistical mechanics, thermodynamics, electrochemistry, catalysis, surface science, quantum mechanics, quantum computing and machine learning. Interdisciplinary research areas such as polymers and soft matter, materials, nanoscience, energy, surfaces/interfaces, and biophysical chemistry are welcomed if they demonstrate significant innovation and/or insight into physical chemistry. Joined experimental/theoretical studies are particularly appreciated when complementary and based on up-to-date approaches.












![(3-{[4-(Aminomethyl)-6-(trifluoromethyl)-2-pyridinyl]oxy}phenyl)[(3R,4R)-3-fluoro-4-hydroxy-1-pyrrolidinyl]methanone structure (3-{[4-(Aminomethyl)-6-(trifluoromethyl)-2-pyridinyl]oxy}phenyl)[(3R,4R)-3-fluoro-4-hydroxy-1-pyrrolidinyl]methanone structure](https://static.chemtradehub.com/structs/200/2007885-39-2-affc.webp)

