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Exploration of the Optimal Model for Raman Spectral Characterization of Bituminous Coal Structure: Based on Multipeak
Pengfei Ran1, Shah Zaman Ali1, Shoule Zhao1
1Anhui Province Intelligent Underground Exploration and Environmental Geotechnical Engineering Research Center, College of Civil Engineering, Anhui Jianzhu University, Hefei 230601, China.
Choosing the right peak-fitting model is crucial for accurate coal structure analysis using Raman spectroscopy. The Gaussian-LorenCross (GLC) four-peak model offers the best balance of statistical fit and physical interpretability for bituminous coal.
Area of Science:
- Geochemistry
- Analytical Chemistry
- Materials Science
Background:
- Raman spectroscopy is vital for coal structure characterization.
- Lack of standardized peak-fitting models leads to inconsistent results.
- Overfitting undermines the physical significance of coal analysis.
Purpose of the Study:
- To compare four peak-fitting models (GaussAmp, GLC, Lorentz, Voigt) for Raman spectroscopy of bituminous coal.
- To determine the optimal number of subpeaks for accurate analysis.
- To establish a framework combining statistical and physical interpretability.
Main Methods:
- Two bituminous coal samples of varying metamorphic grades were analyzed.
- Peak fitting was performed using 2-5 subpeaks for each model.
- Statistical indicators (F-test, AIC, BIC) and physical reasonableness of parameters were used for evaluation.
Main Results:
- Increasing subpeaks improved statistical fit but led to overfitting in the five-peak model.
- The Gaussian-LorenCross (GLC) four-peak model yielded R² > 0.999 and low RSS.
- Fitting parameters were physically reasonable, indicating mixed line-shape characteristics.
Conclusions:
- The GLC four-peak model is optimal for Raman spectroscopy of the studied bituminous coals.
- A combined statistical and physical interpretability framework is proposed.
- Further research will include a wider range of coal samples.
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