NIR reflectance spectroscopy and SIMCA for classification of crops flour
Creators
- 1. Department of Agricultural and Biosystems Engineering, Faculty of Agricultural Technology, Universitas Gadjah Mada (Indonesia)
Description
The potential of SIMCA technique for crops flour classification was studied based on FT-NIR spectroscopy in this research. A total of 72 spectra of flour samples taken from 6 types of crops, i.e. of banana, breadfruit, taro, arrowroot, purple sweet potato, and modified cassava (mocaf). The reflectance data were measured using the NIRFlex N500 Fiber Optic Solids Cell at 4000 – 10, 000 cm−1. The spectral obtained were pre-processed and analyzed using The Unscrambler X version 10.5.1. A 2nd derivative Savitzky-Golay (polynomial order 2, 25 smoothing points) followed by a Standard Normal Variate (SNV) were used for pre-treatment data. Characterization of the flours was done using chemometric models based on principal component analysis (PCA) and soft independent modeling of class analogy (SIMCA) explained for each group of flour samples of banana, breadfruit, taro, arrowroot, purple sweet potato, and modified cassava (mocaf). SIMCA calibration models were constructed using 6 spectral measurements for each type of flours; classification set were constructed using 6 spectral measurements. The SIMCA accuracy classification were 100% for mocaf, banana, arrowroot, bread fruit, and taro, and 67% for purple sweet potato. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1755-1315/355/1/012004Additional details
Identifiers
Publishing Information
- Journal Title
- IOP Conference Series: Earth and Environmental Science (Online)
- Journal Volume
- 355
- Journal Issue
- 1
- Journal Page Range
- [6 p.]
- ISSN
- 1755-1315
Conference
- Title
- 3. International Symposium on Agricultural and Biosystem Engineering
- Dates
- 6-8 Aug 2019
- Place
- South Sulawesi (Indonesia)
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 53070408
- Subject category
- S46: INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY; S37: INORGANIC, ORGANIC, PHYSICAL AND ANALYTICAL CHEMISTRY;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- CALIBRATION; CASSAVA; COMPUTERIZED SIMULATION; CROPS; FIBER OPTICS; FLOUR; POLYNOMIALS; POTATOES; PRINCIPAL COMPONENT ANALYSIS; SPECTROSCOPY
- Descriptors DEC
- FOOD; FUNCTIONS; MAGNOLIOPHYTA; MAGNOLIOPSIDA; MATHEMATICS; OPTICS; PLANTS; SIMULATION; STATISTICS; TUBERS; VEGETABLES