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https://repository.unej.ac.id/xmlui/handle/123456789/128115| Title: | Penetapan Kadar Kafein pada Sampel Bubuk Kopi dengan Menggunakan Metode Nir-Kemometrik |
| Authors: | FEBRILIA, Alianda Eva Nuryana |
| Keywords: | Coffee powder Near-Infrared Spectroscopy (NIR) Thin-Layer Chromatography-Densitometry (TLC-Densitometry) chemometrics Partial Least Squares (PLS) |
| Issue Date: | 14-Jul-2025 |
| Publisher: | Fakultas Farmasi |
| Abstract: | This study aims to determine the caffeine content in ground coffee samples from three major species Arabica, Robusta, and Liberica using Near-Infrared (NIR) Spectroscopy combined with chemometric approaches. The optimal calibration model was obtained using the Partial Least Squares (PLS) method based on the original spectrum without transformation, yielding a coefficient of determination (R²) of 0.960 and a Root Mean Square Error (RMSE) of 0.057 during calibration. Validation was performed using Leave-One-Out Cross Validation (LOOCV) and external testing with a test set, demonstrating stable and accurate model performance. Caffeine quantification in real samples using the NIR method showed no statistically significant difference (p > 0.05) compared to the reference method, KLTKT-Densitometry, for both the original PLS model and the smoothed spectrum. These findings confirm that the NIR-chemometric approach can serve as a reliable, non-destructive, efficient, and accurate alternative for coffee quality analysis, and offers potential for species classification based on spectral characteristics |
| Description: | Finalisasi oleh Taufik_Reva Tgl 9 Oktober 2025 |
| URI: | https://repository.unej.ac.id/xmlui/handle/123456789/128115 |
| Appears in Collections: | UT-Faculty of Pharmacy |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| Alianda Eva N.F Draft Skripsi Final.pdf Until 2030-08-08 | 18.63 MB | Adobe PDF | View/Open Request a copy |
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