Relationship between paddy soil moisture and image texture
Different soil moisture content gives different soil texture. Texture of dry soil is rougher compared to the moist soil. In this paper, statistical analysis has been done to the paddy soil images to determine the relationship between soil moisture content and its texture. Two hundred and sixty five...
| Main Authors: | , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
Faculty of Engineering, Universiti Putra Malaysia
2012
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| Online Access: | http://psasir.upm.edu.my/id/eprint/50658/1/_TechnicalPapers_CAFEi2012_49.pdf |
| _version_ | 1796975376254107648 |
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| author | Sumgap, Nor Hafizah Bejo, Siti Khairunniza |
| author_facet | Sumgap, Nor Hafizah Bejo, Siti Khairunniza |
| author_sort | Sumgap, Nor Hafizah |
| collection | UPM |
| description | Different soil moisture content gives different soil texture. Texture of dry soil is rougher compared to the moist soil. In this paper, statistical analysis has been done to the paddy soil images to determine the relationship between soil moisture content and its texture. Two hundred and sixty five paddy soils samples with the soil moisture content range from 12% to 80% were used. Eight texture features namely mean, variance, homogeneity, dissimilarity, entropy, contrast, second moment and correlation were extracted from CIELuv soil image. CIELuv was used as it has the advantage as a device independent where the soil color is less affected by its surrounding. Results from the ANOVA test has shown that only mean did not give significant relationship. Entropy and second moment give the value of correlation greater than 0.5. Second moment give better performance in predicting the soil moisture content using linear regression model with the value of R2 = 0.4. |
| first_indexed | 2024-03-06T09:10:39Z |
| format | Conference or Workshop Item |
| id | upm.eprints-50658 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T09:10:39Z |
| publishDate | 2012 |
| publisher | Faculty of Engineering, Universiti Putra Malaysia |
| record_format | dspace |
| spelling | upm.eprints-506582017-03-02T06:11:08Z http://psasir.upm.edu.my/id/eprint/50658/ Relationship between paddy soil moisture and image texture Sumgap, Nor Hafizah Bejo, Siti Khairunniza Different soil moisture content gives different soil texture. Texture of dry soil is rougher compared to the moist soil. In this paper, statistical analysis has been done to the paddy soil images to determine the relationship between soil moisture content and its texture. Two hundred and sixty five paddy soils samples with the soil moisture content range from 12% to 80% were used. Eight texture features namely mean, variance, homogeneity, dissimilarity, entropy, contrast, second moment and correlation were extracted from CIELuv soil image. CIELuv was used as it has the advantage as a device independent where the soil color is less affected by its surrounding. Results from the ANOVA test has shown that only mean did not give significant relationship. Entropy and second moment give the value of correlation greater than 0.5. Second moment give better performance in predicting the soil moisture content using linear regression model with the value of R2 = 0.4. Faculty of Engineering, Universiti Putra Malaysia 2012 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/50658/1/_TechnicalPapers_CAFEi2012_49.pdf Sumgap, Nor Hafizah and Bejo, Siti Khairunniza (2012) Relationship between paddy soil moisture and image texture. In: International Conference on Agricultural and Food Engineering for Life (Cafei2012), 26-28 Nov. 2012, Palm Garden Hotel, Putrajaya. (pp. 777-782). http://cafei.upm.edu.my/download.php?filename=/TechnicalPapers/CAFEi2012_49.pdf |
| spellingShingle | Sumgap, Nor Hafizah Bejo, Siti Khairunniza Relationship between paddy soil moisture and image texture |
| title | Relationship between paddy soil moisture and image texture |
| title_full | Relationship between paddy soil moisture and image texture |
| title_fullStr | Relationship between paddy soil moisture and image texture |
| title_full_unstemmed | Relationship between paddy soil moisture and image texture |
| title_short | Relationship between paddy soil moisture and image texture |
| title_sort | relationship between paddy soil moisture and image texture |
| url | http://psasir.upm.edu.my/id/eprint/50658/1/_TechnicalPapers_CAFEi2012_49.pdf |
| work_keys_str_mv | AT sumgapnorhafizah relationshipbetweenpaddysoilmoistureandimagetexture AT bejositikhairunniza relationshipbetweenpaddysoilmoistureandimagetexture |