Komunikasi Fisika Indonesia
Vol 21, No 1 (2024)

Classification of maturity levels of oil palm fresh fruit bunches using LED-based multispectral imaging methods and principal component analysis

Mohammad Fisal Rabin (Unknown)
Minarni Shiddiq (Jurusan Fisika FMIPA Universitas Riau)
Rahmondia Nanda Setiadi (Jurusan Fisika FMIPA Universitas Riau)
Ihsan Okta Harmailil (Jurusan Fisika FMIPA Universitas Riau)
Ramdani Ramdani (Jurusan Teknik Elektro FT Universitas Riau)
Dedi Permana (Jurusan Teknik Elektro FT Universitas Riau)



Article Info

Publish Date
31 Mar 2024

Abstract

Multispectral imaging (MSI) is one of the optical methods used for the classification of fruits and vegetables based on ripeness levels. MSI is simpler than hyperspectral imaging due to fewer wavelength bands used hence less processing time. In this study, MSI is used to classify the ripeness of oil palm fresh fruit bunch (FFB). The MSI system consists of three main components, namely a VIS-NIR camera, a camera lens, an LED array, and a current control unit. The use of the LED array as a light source in the MSI system aims to minimize the use of bandwidth filters. The LEDs used are arranged in a circular pattern with 8 wavelengths, namely 680, 700, 750, 780, 810, 850, 880, and 900 nm. FFB samples were recorded using the MSI system and then processed using Python language to obtain relative reflectance intensity values. The purposes of this research are to analyze the relationship between relative reflectance intensity and wavelength and to classify the ripeness level of oil palm FFB using principal component analysis (PCA). We used two categories of ripeness, unripe and ripe FFBs.The results of the PCA analysis showed that the classification carried out was able to group into two levels of ripenesses with a total variant percentage value for PC1 and PC2 of 90.95%.

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Journal Info

Abbrev

JKFI

Publisher

Subject

Earth & Planetary Sciences Electrical & Electronics Engineering Energy Materials Science & Nanotechnology Physics

Description

KFI mempublikasikan artikel hasil penelitian dan review pada bidang fisika, namun tidak terbatas, yang meliputi fisika murni, geofisika, plasma, optik dan fotonik, instrumentasi, dan elektronika, dan fisika terapan (aplikasi ...