Please use this identifier to cite or link to this item:
https://repository.unej.ac.id/xmlui/handle/123456789/128115Full metadata record
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.author | FEBRILIA, Alianda Eva Nuryana | |
| dc.date.accessioned | 2025-09-11T01:28:56Z | |
| dc.date.available | 2025-09-11T01:28:56Z | |
| dc.date.issued | 2025-07-14 | |
| dc.identifier.nim | 212210101147 | en_US |
| dc.identifier.uri | https://repository.unej.ac.id/xmlui/handle/123456789/128115 | |
| dc.description | Finalisasi oleh Taufik_Reva Tgl 9 Oktober 2025 | |
| dc.description.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 | en_US |
| dc.description.sponsorship | apt. Lestyo Wulandari, S.Si., M.Farm | en_US |
| dc.language.iso | other | en_US |
| dc.publisher | Fakultas Farmasi | en_US |
| dc.subject | Coffee powder | en_US |
| dc.subject | Near-Infrared Spectroscopy (NIR) | en_US |
| dc.subject | Thin-Layer Chromatography-Densitometry (TLC-Densitometry) | en_US |
| dc.subject | chemometrics | en_US |
| dc.subject | Partial Least Squares (PLS) | en_US |
| dc.title | Penetapan Kadar Kafein pada Sampel Bubuk Kopi dengan Menggunakan Metode Nir-Kemometrik | en_US |
| dc.type | Skripsi | en_US |
| dc.identifier.prodi | Farmasi | en_US |
| dc.identifier.pembimbing1 | apt. Lestyo Wulandari, S.Si., M.Farm | en_US |
| dc.identifier.validator | reva | en_US |
| 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 |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.
Admin Tools