期刊
PHYSICAL CHEMISTRY CHEMICAL PHYSICS
卷 16, 期 1, 页码 128-134出版社
ROYAL SOC CHEMISTRY
DOI: 10.1039/c3cp53685h
关键词
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资金
- European Union [HEALTH-F4-2011-258868]
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.
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