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All Journal Jurnal Ilmu Pertanian Indonesia Jurnal Hortikultura Indonesia Teknotan: Jurnal Industri Teknologi Pertanian Jurnal AGROTEKNOLOGI Jurnal Keteknikan Pertanian Jurnal Keteknikan Pertanian Tropis dan Biosistem agriTECH Agrokreatif Jurnal Ilmiah Pengabdian kepada Masyarakat Warta IHP (Warta Industri Hasil Pertanian) Jurnal Penelitian Pertanian Tanaman Pangan ILKOM Jurnal Ilmiah JURNAL PANGAN Jurnal Teknologi Pertanian Andalas Jurnal Ilmu Kehutanan
Aris Purwanto
Bogor Agricultural University
Aerospace Engineering Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Energy Environmental Science Industrial & Manufacturing Engineering Mechanical Engineering Social Sciences Other

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Journal : ILKOM Jurnal Ilmiah

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Effects of spectral transformations in support vector machine on predicting 'Arumanis' mango ripeness using near-infrared spectroscopy Ali Khumaidi; Y. Aris Purwanto; Heru Sukoco; Sony Hartono Wijaya
ILKOM Jurnal Ilmiah Vol 13, No 3 (2021)
Publisher : Prodi Teknik Informatika FIK Universitas Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33096/ilkom.v13i3.856.206-215

Abstract

One of the challenges of exporting Arumanis mangoes is their accurate grading ability because the mangoes do not change color during ripening. Near-Infrared (NIR) spectroscopy is a non-destructive method for detecting the internal ripeness of fruit which is quite reliable. However, NIR absorbance bands are often nonspecific, extensive, and overlapping. Although SVM modeling is quite good in performance, it can still be improved by spectral transformation. In this study, 11 spectral transformation operations were compared with their combinations to find the best input model. Spectral transformation operations include SAVGOL, RNV, BASELINE, MSC, EMSC, NORML, CLIP, RESAMPLE, DETREND, SNV, and LSNV. In the 2 class classification model, the highest accuracy is obtained using RNV and SAVGOL. The prediction model for SSC content with the best MSE value uses 3 combinations of spectral transformation operations, namely DETREND, LSNV, and SAVGOL with parameter values: 'deriv_order': 0, 'filter_win': 31, 'poly_order': 6. As for the prediction model of mango hardness with The best MSE value uses 2 combinations of spectral transformation operations, namely LSNV and SAVGOL with parameter values: deriv_order ': 0,' filter_win ': 15,' poly_order ': 6.
Co-Authors . Sutrisno Akeme Cyril Njume Akhirudin Maddu Akrom, Akrom Ali Khumaidi Alvita Sekar Sarjani Andi Muhammad Akram Mukhlis Armansyah H. Tambunan Ayu Putri Ana Bruce A. Welt, Bruce A. Chusnul Arief Cicih Sugianti Desrial Desrial Dewi Apri Astuti Dondy A Setyabudi Dwi Dian Novita Edy Hartulistiyoso Emmy Darmawati Endah Retno Palupi Enrico Syaefullah Erizal Hambali Evi Savitri Iriani Fandra Wiratama Farkhan . Hadi Karia Purwadaria, Hadi Karia Hari Wijayanto Herna Permata Sari HERRY SUHARDIYANTO Heru Sukoco I Nyoman Jaya Wistara I Wayan Budiastra Indah Kurniasari Iriani, Evi Savitri Ismi M.Idris Iswara, Vidya Kukuh Murtilaksono Kurniawan Yuniarto Lina Karlinasari Merry Sabed Mohamad Rahmad Suhartanto Musdalifah, Nuzlul Nanik Purwanti Nisa, Khaerun Novriaman Pakpahan Nurul Khumaida Olly S. Hutabarat Palupi, Endah R. Paulus Sukusno Priyantono, Eko Putri Wulandari Zainal Radite Praeko Agus Setiawan Ririn Noerianty Effendi ROEDHY POERWANTO Rokhani Hasbullah Sandro Pangidoan Siahaan Sandro Pangidoan Siahaan Seiichi Oshita Setiawan, Asep Setyo Purwanto Setyo Purwanto Siti Nikmatin Slamet Budijanto Slamet Widodo Slamet Widodo Sobir Sobir Sony Hartono Wijaya Sri Citra Yuliana Madi Sukrisno Widyotomo Supijatno, . Suryani, Ani Sut risno Sutrisno . Sutrisno Mardjan Tengku Mia Rahmiati Tieneke Mandang Titi Candra Sunarti dan Michael (E-Jurnal Agro-Industri Indonesia) Ummah, Narjisul Usman Ahmad Wawan Hermawan Weliana Rudi Widyaningrum Widyaningrum Widyaningrum Widyaningrum Wulandari Zainal, Putri Yose Rizal Kurniawan Yoshinori Kawagoe Yoshio Makino Yudi Chadirin Yusuf, Sri Malahayati