Determination of moisture content in rice using non-destructive short-wave near infrared spectroscopy
Determination of indices of the indigenous west Sumatran rice varieties was done to rapidly evaluate its moisture contents (MC) by means of non-destructive evaluation. The objective of this study was to identify the MC of two indigenous rice from west Sumatra, Indonesia, namely Junjuangan and Mundam...
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description | Determination of indices of the indigenous west Sumatran rice varieties was done to rapidly evaluate its moisture contents (MC) by means of non-destructive evaluation. The objective of this study was to identify the MC of two indigenous rice from west Sumatra, Indonesia, namely Junjuangan and Mundam, cultivars. The evaluation was rapidly performed by means of non-destructive evaluation using 1000-2500 nm short wave infrared (SWIR) spectral assessment. The paddy grains samples with identical MC were put into 10 cm petri dish and measured using SWIR spectrophotometer. The grains’ actual MC was then measured by primary method, based on weight measurement. In this study, the spectral data of the grains was then processed by means of Principal Component Analysis (PCA) before correlated with its MCs by Partial Least Square (PLS) method. The model calibration obtained for SWIR spectrophotometer showed correlation of 0.826 and 0.955, with root mean squared error calibration (RMSEC) of 2.97 and 1.4 for Junjuangan and Mundam rice respectively. Moreover, model validation produced correlation of 0.788 and 0.968, RMSEP of 3.8 and 1.29, and bias of 0.193 and 0.171 for Junjuangan and Mundam rice, respectively. The results indicated that the MC of paddy grains could be precisely identified by means of non-destructive evaluation using spectral analysis. |
doi_str_mv | 10.1063/1.5125518 |
format | Conference Proceeding |
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The objective of this study was to identify the MC of two indigenous rice from west Sumatra, Indonesia, namely Junjuangan and Mundam, cultivars. The evaluation was rapidly performed by means of non-destructive evaluation using 1000-2500 nm short wave infrared (SWIR) spectral assessment. The paddy grains samples with identical MC were put into 10 cm petri dish and measured using SWIR spectrophotometer. The grains’ actual MC was then measured by primary method, based on weight measurement. In this study, the spectral data of the grains was then processed by means of Principal Component Analysis (PCA) before correlated with its MCs by Partial Least Square (PLS) method. The model calibration obtained for SWIR spectrophotometer showed correlation of 0.826 and 0.955, with root mean squared error calibration (RMSEC) of 2.97 and 1.4 for Junjuangan and Mundam rice respectively. Moreover, model validation produced correlation of 0.788 and 0.968, RMSEP of 3.8 and 1.29, and bias of 0.193 and 0.171 for Junjuangan and Mundam rice, respectively. The results indicated that the MC of paddy grains could be precisely identified by means of non-destructive evaluation using spectral analysis.</description><identifier>ISSN: 0094-243X</identifier><identifier>EISSN: 1551-7616</identifier><identifier>DOI: 10.1063/1.5125518</identifier><identifier>CODEN: APCPCS</identifier><language>eng</language><publisher>Melville: American Institute of Physics</publisher><subject>Calibration ; Correlation analysis ; Destructive testing ; Infrared spectroscopy ; Moisture content ; Near infrared radiation ; Nondestructive testing ; Principal components analysis ; Short wave radiation ; Spectra ; Spectrum analysis ; Weight measurement</subject><ispartof>AIP Conference Proceedings, 2019, Vol.2155 (1)</ispartof><rights>Author(s)</rights><rights>2019 Author(s). Published by AIP Publishing.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c328t-3d772c79069575dd80f100eb554241c3b083c4c8fc052757211a6fa59c8399753</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://pubs.aip.org/acp/article-lookup/doi/10.1063/1.5125518$$EHTML$$P50$$Gscitation$$H</linktohtml><link.rule.ids>309,310,314,780,784,789,790,794,4512,23930,23931,25140,27924,27925,76384</link.rule.ids></links><search><contributor>Huyop, Fahrul Zaman</contributor><contributor>Keyon, Aemi Syazwani Abdul</contributor><contributor>Gunam, Ida Bagus Wayan</contributor><contributor>Attan, Nursyafreena Binti</contributor><contributor>Chandren, Sheela</contributor><contributor>Mahat, Naji Arafat</contributor><contributor>Wahab, Roswanira Ab</contributor><creatorcontrib>Makky, Muhammad</creatorcontrib><creatorcontrib>Santosa</creatorcontrib><creatorcontrib>Putri, Renny Eka</creatorcontrib><creatorcontrib>Nakano, Kohei</creatorcontrib><title>Determination of moisture content in rice using non-destructive short-wave near infrared spectroscopy</title><title>AIP Conference Proceedings</title><description>Determination of indices of the indigenous west Sumatran rice varieties was done to rapidly evaluate its moisture contents (MC) by means of non-destructive evaluation. The objective of this study was to identify the MC of two indigenous rice from west Sumatra, Indonesia, namely Junjuangan and Mundam, cultivars. The evaluation was rapidly performed by means of non-destructive evaluation using 1000-2500 nm short wave infrared (SWIR) spectral assessment. The paddy grains samples with identical MC were put into 10 cm petri dish and measured using SWIR spectrophotometer. The grains’ actual MC was then measured by primary method, based on weight measurement. In this study, the spectral data of the grains was then processed by means of Principal Component Analysis (PCA) before correlated with its MCs by Partial Least Square (PLS) method. The model calibration obtained for SWIR spectrophotometer showed correlation of 0.826 and 0.955, with root mean squared error calibration (RMSEC) of 2.97 and 1.4 for Junjuangan and Mundam rice respectively. Moreover, model validation produced correlation of 0.788 and 0.968, RMSEP of 3.8 and 1.29, and bias of 0.193 and 0.171 for Junjuangan and Mundam rice, respectively. The results indicated that the MC of paddy grains could be precisely identified by means of non-destructive evaluation using spectral analysis.</description><subject>Calibration</subject><subject>Correlation analysis</subject><subject>Destructive testing</subject><subject>Infrared spectroscopy</subject><subject>Moisture content</subject><subject>Near infrared radiation</subject><subject>Nondestructive testing</subject><subject>Principal components analysis</subject><subject>Short wave radiation</subject><subject>Spectra</subject><subject>Spectrum analysis</subject><subject>Weight measurement</subject><issn>0094-243X</issn><issn>1551-7616</issn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2019</creationdate><recordtype>conference_proceeding</recordtype><recordid>eNp9kE1LAzEYhIMoWKsH_0HAm5Caj80mOUr9hIIXBW8hzSaaYpM1yVb6711twZunmcPDzPsOAOcEzwhu2RWZcUI5J_IATMioSLSkPQQTjFWDaMNej8FJKSuMqRJCToC7cdXldYimhhRh8nCdQqlDdtCmWF2sMESYg3VwKCG-wZgi6lypebA1bBws7ylX9GVGG53JI-2zya6DpXe25lRs6ren4Mibj-LO9joFL3e3z_MHtHi6f5xfL5BlVFbEOiGoFQq3igvedRJ7grFbct7Qhli2xJLZxkpvMaeCC0qIab3hykqmlOBsCi52uX1On8N4pV6lIcexUlMqOWtZw_FIXe6oYkP9_Vv3OaxN3mqC9c-Mmuj9jP_Bm5T_QN13nn0DVIpzzw</recordid><startdate>20190906</startdate><enddate>20190906</enddate><creator>Makky, Muhammad</creator><creator>Santosa</creator><creator>Putri, Renny Eka</creator><creator>Nakano, Kohei</creator><general>American Institute of Physics</general><scope>8FD</scope><scope>H8D</scope><scope>L7M</scope></search><sort><creationdate>20190906</creationdate><title>Determination of moisture content in rice using non-destructive short-wave near infrared spectroscopy</title><author>Makky, Muhammad ; Santosa ; Putri, Renny Eka ; Nakano, Kohei</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c328t-3d772c79069575dd80f100eb554241c3b083c4c8fc052757211a6fa59c8399753</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Calibration</topic><topic>Correlation analysis</topic><topic>Destructive testing</topic><topic>Infrared spectroscopy</topic><topic>Moisture content</topic><topic>Near infrared radiation</topic><topic>Nondestructive testing</topic><topic>Principal components analysis</topic><topic>Short wave radiation</topic><topic>Spectra</topic><topic>Spectrum analysis</topic><topic>Weight measurement</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Makky, Muhammad</creatorcontrib><creatorcontrib>Santosa</creatorcontrib><creatorcontrib>Putri, Renny Eka</creatorcontrib><creatorcontrib>Nakano, Kohei</creatorcontrib><collection>Technology Research Database</collection><collection>Aerospace Database</collection><collection>Advanced Technologies Database with Aerospace</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Makky, Muhammad</au><au>Santosa</au><au>Putri, Renny Eka</au><au>Nakano, Kohei</au><au>Huyop, Fahrul Zaman</au><au>Keyon, Aemi Syazwani Abdul</au><au>Gunam, Ida Bagus Wayan</au><au>Attan, Nursyafreena Binti</au><au>Chandren, Sheela</au><au>Mahat, Naji Arafat</au><au>Wahab, Roswanira Ab</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Determination of moisture content in rice using non-destructive short-wave near infrared spectroscopy</atitle><btitle>AIP Conference Proceedings</btitle><date>2019-09-06</date><risdate>2019</risdate><volume>2155</volume><issue>1</issue><issn>0094-243X</issn><eissn>1551-7616</eissn><coden>APCPCS</coden><abstract>Determination of indices of the indigenous west Sumatran rice varieties was done to rapidly evaluate its moisture contents (MC) by means of non-destructive evaluation. The objective of this study was to identify the MC of two indigenous rice from west Sumatra, Indonesia, namely Junjuangan and Mundam, cultivars. The evaluation was rapidly performed by means of non-destructive evaluation using 1000-2500 nm short wave infrared (SWIR) spectral assessment. The paddy grains samples with identical MC were put into 10 cm petri dish and measured using SWIR spectrophotometer. The grains’ actual MC was then measured by primary method, based on weight measurement. In this study, the spectral data of the grains was then processed by means of Principal Component Analysis (PCA) before correlated with its MCs by Partial Least Square (PLS) method. The model calibration obtained for SWIR spectrophotometer showed correlation of 0.826 and 0.955, with root mean squared error calibration (RMSEC) of 2.97 and 1.4 for Junjuangan and Mundam rice respectively. Moreover, model validation produced correlation of 0.788 and 0.968, RMSEP of 3.8 and 1.29, and bias of 0.193 and 0.171 for Junjuangan and Mundam rice, respectively. The results indicated that the MC of paddy grains could be precisely identified by means of non-destructive evaluation using spectral analysis.</abstract><cop>Melville</cop><pub>American Institute of Physics</pub><doi>10.1063/1.5125518</doi><tpages>8</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Calibration Correlation analysis Destructive testing Infrared spectroscopy Moisture content Near infrared radiation Nondestructive testing Principal components analysis Short wave radiation Spectra Spectrum analysis Weight measurement |
title | Determination of moisture content in rice using non-destructive short-wave near infrared spectroscopy |
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