Paul R Armstrong
Research Agricultural Engineer
Publications
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will take you to the publication reprint.)
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Real-time stored product insect detection and identification using deep learning: System integration and extensibility to mobile platforms
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(Peer Reviewed Journal)
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Badgujar, C., Armstrong, P.R., Gerken, A.R., Pordesimo, L.O., Campbell, J.F. 2023. Real-time stored product insect detection and identification using deep learning: System integration and extensibility to mobile platforms. Journal of Stored Products Research. 104. Article 102196. https://doi.org/10.1016/j.jspr.2023.102196.
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[RA] NIR spectral imaging for animal feed quality and safety
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(Peer Reviewed Journal)
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Identifying common stored product insects using automated deep learning methods
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(Peer Reviewed Journal)
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Badgujar, C., Armstrong, P.R., Gerken, A.R., Pordesimo, L.O., Campbell, J.F. 2023. Identifying common stored product insects using automated deep learning methods. Journal of Stored Products Research. 103. Article 102166. https://doi.org/10.1016/j.jspr.2023.102166.
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Assessment of oil quantification methods for high oil seeds
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(Peer Reviewed Journal)
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Al-Bakri, A., Al-Amery, M., Su, K., Anderson, H., Geneve, R., Crocker, M., Teets, N., Armstrong, P.R., Kachroo, P., Hildebrand, D. 2023. Assessment of oil quantification methods for high oil seeds. Analytical Chemistry. 50. Article 102715. https://doi.org/10.1016/j.bcab.2023.102715.
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Application of machine learning for insect monitoring in grain facilities
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(Peer Reviewed Journal)
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Mendoza, Q.A., Pordesimo, L.O., Nielsen, M.L., Armstrong, P.R., Campbell, J.F. 2023. Application of machine learning for insect monitoring in grain facilities. Artificial Intelligence. 4:348-360. https://doi.org/10.3390/ai4010017.
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Crop seed phenomics: Enabling nondestructive phenotyping approaches for characterization of functional and quality traits
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(Peer Reviewed Journal)
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Hacisalihoglu, G., Armstrong, P.R. 2023. Crop seed phenomics: Enabling nondestructive phenotyping approaches for characterization of functional and quality traits. Plants. 12(5):1177. https://doi.org/10.3390/plants12051177.
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Prediction of sorghum oil and kernel weight using near-infrared hyperspectral imaging
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(Peer Reviewed Journal)
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Mendoza, P.D., Armstrong, P.R., Peiris, K.H., Siliveru, K., Bean, S.R., Pordesimo, L.O. 2023. Prediction of sorghum oil and kernel weight using near-infrared hyperspectral imaging. Cereal Chemistry. 100(3):775-783. https://doi.org/10.1002/cche.10656.
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Compositional analysis in sorghum (Sorghum bicolor) NIR spectral techniques based on mean spectra from single seeds
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(Peer Reviewed Journal)
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Gokhan, H., Armstrong, P.R., Mendoza, P.D., Seabourn, B.W. 2022. Compositional analysis in sorghum (Sorghum bicolor) NIR spectral techniques based on mean spectra from single seeds. Frontiers in Plant Science. 13:995328. https://doi.org/10.3389/fpls.2022.995328.
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Predicting single kernel and bulk milled rice alkali spreading value and gelatinization temperature class using nir spectroscopy
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(Peer Reviewed Journal)
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Armstrong, P.R., Maghirang, E.B., Chen, M., McClung, A.M., Yaptenco, K.F., Brabec, D.L., Wu, T., Wei, Y. 2022. Predicting single kernel and bulk milled rice alkali spreading value and gelatinization temperature class using nir spectroscopy. Cereal Chemistry. 99(6):1234-1245. https://doi.org/10.1002/cche.10587.
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NIR spectroscopy for rapid measurement of moisture and cannabinoid contents of industrial hemp (Cannabis sativa)
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(Peer Reviewed Journal)
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Su, K., Maghirang, E.B., Tan, J., Yoon, J., Armstrong, P.R., Kachroo, P., Hildebrand, D. 2022. NIR spectroscopy for rapid measurement of moisture and cannabinoid contents of industrial hemp (Cannabis sativa). Industrial Crops and Products. https://doi.org/10.1016/j.indcrop.2022.115007.
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Flax and sorghum: Multi-elemental contents and nutritional values within 210 varieties and potential selection for future climates to sustain food security
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(Peer Reviewed Journal)
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Gokhan, H., Armstrong, P.R. 2022. Flax and Sorghum: Multi-Elemental Contents and Nutritional Values within 210 Varieties and Potential Selection for Future Climates to Sustain Food Security.. Plants. 11(3). Article 541. https://doi.org/10.3390/plants11030451.
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Predicting single kernel moisture and protein content of mushroom popcorn using NIR spectroscopy: Tool for detecting their effect on popping performance
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(Peer Reviewed Journal)
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Wu, X., Maghirang, E.B., Armstrong, P.R. 2022. Predicting single kernel moisture and protein content of mushroom popcorn using NIR spectroscopy: Tool for detecting their effect on popping performance. Applied Engineering in Agriculture. 38(3):469-476. https://doi.org/10.13031/aea.14875.
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Classification approaches for sorting maize (Zea mays subsp. mays) haploid using single-kernel near-infrared spectroscopy
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(Peer Reviewed Journal)
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Gustin, J.L., Frei, U.K., Baier, J., Armstrong, P.R., Lubberstedt, T., Settles, A.M. 2020. Classification approaches for sorting maize (Zea mays subsp. mays) haploid using single-kernel near-infrared spectroscopy. Plant Breeding. 139(6):1103-1112. https://doi.org/10.1111/pbr.12857.
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Developing a multi-spectral NIR LED-based instrument for detection of pesticide residues containing chlorpyrifos-methyl in rough, brown and milled rice
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(Peer Reviewed Journal)
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Rodriguez, F.S., Armstrong, P.R., Maghirang, E.B., Yaptenco, K.F., Scully, E.D., Arthur, F.H., Brabec, D.L., Adviento-Borbe, A.A., Suministrado, D.C. 2020. Developing a multi-spectral NIR LED-based instrument for detection of pesticide residues containing chlorpyrifos-methyl in rough, brown and milled rice. Transactions of the ASABE. 36(6):983-993. https://doi.org/10.13031/aea.14001.
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NIR spectroscopy detects chlorpyrifos-methyl pesticide residues in rough, brown, and milled rice
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(Peer Reviewed Journal)
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Rodriguez, F.S., Armstrong, P.R., Maghirang, E.B., Yaptenco, K.F., Scully, E.D., Arthur, F.H., Brabec, D.L., Adviento-Borbe, A.A., Suministrado, D.C. 2020. NIR spectroscopy detects chlorpyrifos-methyl pesticide residues in rough, brown, and milled rice. Transactions of the ASABE. 36(6):983-993. https://doi.org/10.13031/aea.14001.
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Generation and characterization of a soybean line with a Vernonia galamensis diacylglycerol acyltransferase-1 gene and a myo-inositol 1-phosphate synthase knockout mutation
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(Peer Reviewed Journal)
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Al-Amery, M., Fowler, A., Unrine, J.M., Armstrong, P.R., Maghirang, E.B., Su, K., De Melo, J., Yuan, F., Shu, Q., Hildebrand, D. 2020. Generation and characterization of a soybean line with a Vernonia galamensis diacylglycerol acyltransferase-1 gene and a myo-inositol 1-phosphate synthase knockout mutation. Lipids. 12253. https://doi.org/10.1002/lipd.12253.
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Development of whole and ground seed near-infrared spectroscopy calibrations for oil, protein, moisture and fatty acids in Salvia hispanica
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(Peer Reviewed Journal)
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Serson, W., Armstrong, P.R., Maghirang, E.B., AL-Bakri, A., Phillips, T., AL-Amery, M., Su, K., Hildebrand, D. 2020. Development of whole and ground seed near-infrared spectroscopy calibrations for oil, protein, moisture and fatty acids in Salvia hispanica. Journal of the American Oil Chemists' Society. 97(1):3-13. https://doi.org/10.1002/aocs.12300.
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Detection of chalk in single kernels of long-grain milled rice using imaging and visible/near infrared instruments
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(Peer Reviewed Journal)
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Armstrong, P.R., McClung, A.M., Maghirang, E.B., Chen, M., Brabec, D.L., Yaptenco, K.F., Famoso, A.N., Addison, C.K. 2019. Detection of chalk in single kernels of long-grain milled rice using imaging and visible/near infrared instruments. Cereal Chemistry. 96(6):1103-1111. https://doi.org/10.1002/cche.10220.
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Rapid differentiation of commercially-available soy sauces using near-infrared spectroscopy
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(Peer Reviewed Journal)
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Rosales, J.H., Yaptenco, K.F., Aguila, M.B., Armstrong, P.R. 2019. Rapid differentiation of commercially-available soy sauces using near-infrared spectroscopy. Philippine Journal of Agricultural and Biosystems Engineering. 15(2):3-12.
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Moisture content, insect pests and mycotoxin levels of maize on farms in Tamale environs in the Northern Region of Ghana
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(Peer Reviewed Journal)
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Manu, N., Osekre, E.A., Opit, G.P., Arthur, F.H., Mbata, G., Armstrong, P.R., Danso, J.K., McNeill, S.G., Campbell, J.F. 2019. Moisture content, insect pests and mycotoxin levels of maize on farms in Tamale environs in the Northern Region of Ghana. Journal of Stored Products Research. 83:153-160. https://doi.org/10.1016/j.jspr.2019.05.015.
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Effectiveness of the solar biomass hybrid dryer for drying and disinfestation of maize
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(Peer Reviewed Journal)
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Bosomtwe, A., Danso, J.K., Osekre, E.A., Opit, G.P., Mbata, G., Armstrong, P.R., Arthur, F.H., Campbell, J.F., Manu, N., McNeill, S.G., Akowuah, J.O. 2019. Effectiveness of the solar biomass hybrid dryer for drying and disinfestation of maize. Journal of Stored Products Research. 83:66-72. https://doi.org/10.1016/j.jspr.2019.05.011.
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Forces on monitoring cables during grain bin filling and emptying
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(Peer Reviewed Journal)
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Casada, M.E., Thompson, S.A., Armstrong, P.R., McNeill, S.G., Maghirang, R.G., Montross, M.D., Turner, A.P. 2019. Forces on monitoring cables during grain bin filling and emptying. Applied Engineering in Agriculture. 35(3):409-415. https://doi.org/10.13031/aea.13147.
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Determining damage levels in wheat caused by Sunn pest (Eurygaster integriceps) using visible and near-Infrared spectroscopy
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(Peer Reviewed Journal)
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Armstrong, P.R., Maghirang, E.B., Ozulu, M. 2019. Determining damage levels in wheat caused by Sunn pest (Eurygaster integriceps) using visible and near-Infrared spectroscopy. Journal of Cereal Science. 86:102-107. https://doi.org/10.1016/j.jcs.2019.02.003.
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Low-temperature tolerance of maize and sorghum seedlings grown under the same environmental conditions
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(Peer Reviewed Journal)
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Antony, R., Kirkham, M., Todd, T., Bean, S.R., Wilson, J.D., Armstrong, P.R., Maghirang, E.B., Brabec, D.L. 2019. Low-temperature tolerance of maize and sorghum seedlings grown under the same environmental conditions. Journal of Crop Improvement. 33(3):287-305. https://doi.org/10.1080/15427528.2019.1579139.
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Impact of storage structures on moisture content, insect pests and mycotoxin levels of maize in Ghana
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(Peer Reviewed Journal)
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Danso, J.K., Osekre, E.A., Opit, G.P., Arthur, F.H., Campbell, J.F., Mbata, G., Manu, N., Armstrong, P.R., McNeill, S.G. 2019. Impact of storage structures on moisture content, insect pests and mycotoxin levels of maize in Ghana. Journal of Stored Products Research. 81:114-120. https://doi.org/10.1016/j.jspr.2018.11.012.
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Interplay between nitrogen fertilizer and biological nitrogen fixation in soybean: Implications on seed yield and biomass allocation
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(Peer Reviewed Journal)
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Tamagno, S., Sadras, V.O., Haegele, J.W., Armstrong, P.R., Ciampitte, I.A. 2018. Interplay between nitrogen fertilizer and biological nitrogen fixation in soybean: Implications on seed yield and biomass allocation. Nature Scientific Reports. 8:17502. https://doi.org/10.1038/s41598-018-35672-1.
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Moisture content, insect pest infestation and mycotoxin levels of maize in markets in the northern region of Ghana
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(Peer Reviewed Journal)
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Manu, N., Opit, G., Osekre, E., Arthur, F.H., Mbata, G., Armstrong, P.R., Danso, J.K., McNeill, S.G., Campbell, J.F. 2019. Moisture content, insect pest infestation and mycotoxin levels of maize in markets in the northern region of Ghana. Journal of Stored Products Research. 80:10-20. https://doi.org/10.1016/j.jspr.2018.10.007.
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A low-cost automated system for high-throughput phenotyping of single oat seeds
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(Peer Reviewed Journal)
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Clohessy, J.W., Pauli, D., Kreher, K.M., Buckler IV, E.S., Armstrong, P.R., Wu, T., Hoekenga, O.A., Jannink, J., Sorrells, M.E., Gore, M.A. 2018. A low-cost automated system for high-throughput phenotyping of single oat seeds. The Plant Phenome Journal. 1(1):1-13. https://doi.org/10.2135/tppj2018.07.0005.
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On-farm maize insect pest and mycotoxin levels in Ghana
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(Proceedings)
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Danso, J.K., Manu, N., Osekre, E.A., Opit, G.P., Armstrong, P.R., Arthur, F.H., Campbell, J.F., Mbata, G., McNeill, S.G. 2018. On-farm maize insect pest and mycotoxin levels in Ghana. In: (Juluis-Kuhr-Archieve) 12th International Working Conference on Stored Product Protection, October 7-11, 2018, Berlin, Germany. 463:931-933. https://doi.org/10.5073/jka.2018.463.199.
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Exploring nitrogen limitation for historical and modern soybean genotypes
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(Peer Reviewed Journal)
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Ortez, O.A., Salvagiotte, F., Enrico, J.M., Prasad, P.V.V., Armstrong, P.R., Ciampitti, I.A. 2018. Exploring nitrogen limitation for historical and modern soybean genotypes. Agronomy Journal. 110(5):2080-2090. https://doi.org/10.2134/agronj2018.04.0271.
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Insect pests and fungal pathogens in maize stored in Ghana
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(Proceedings)
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Danso, J.K., Osekre, E.A., Opit, G.P., Manu, N., Armstrong, P.R., Arthur, F.H., Campbell, J.F., Mbata, G., McNeill, S.G. 2018. Insect pests and fungal pathogens in maize stored in Ghana. In: (Juluis-Kuhr-Archieve) 12th International Working Conference on Stored Product Protection, October 7-11, 2018, Berlin, Germany. 463:27-31.
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Evaluation of plastic and steel bins for protection of stored maize against insect infestation in Ghana
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(Proceedings)
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Bosomtwe, A., Osekre, E.A., Opit, G.P., Mbata, G., Armstrong, P.R., Arthur, F.H., Campbell, J.F., Nsiah, E.P. 2018. Evaluation of plastic and steel bins for protection of stored maize against insect infestation in Ghana. In: (Juluis-Kuhr-Archieve) 12th International Working Conference on Stored Product Protection, October 7-11, 2018, Berlin, Germany. 463:968-972.
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Near-infrared spectroscopy used to predict soybean seed germination and vigor
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(Peer Reviewed Journal)
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Al-Amery, M., Geneve, R.L., Sanches, M., Armstrong, P.R., Maghirang, E.B., Lee, C., Vieira, R., Hildebrand, D. 2018. Near-infrared spectroscopy used to predict soybean seed germination and vigor. Seed Science Research. 28(3):245-252. https://doi.org/10.1017/S0960258518000119.
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Post-harvest insect infestation and mycotoxin levels in maize markets in the Middle Belt of Ghana
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(Peer Reviewed Journal)
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Danso, J.K., Osekre, E.A., Manu, N., Opit, G.P., Armstrong, P.R., Arthur, F.H., Campbell, J.F., Mbata, G., McNeil, S.G. 2018. Post-harvest insect infestation and mycotoxin levels in maize markets in the Middle Belt of Ghana. Journal of Stored Products Research. 77:9-15. https://doi.org/10.1016/j.jspr.2018.02.004.
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Vis- and NIR-based instruments for detection of black-tip damaged wheat kernels: A comparative study
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(Peer Reviewed Journal)
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Wu, T., Armstrong, P.R., Maghirang, E.B. 2018. Vis- and NIR-based instruments for detection of black-tip damaged wheat kernels: A comparative study. Transactions of the ASABE. 61(2):461-467. https://doi.org/10.13031/trans.12432.
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Population dynamics of stored maize insect pests in warehouses in two districts of Ghana
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(Peer Reviewed Journal)
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Manu, N., Osekre, E.A., Opit, G.P., Campbell, J.F., Arthur, F.H., Mbata, G., Armstrong, P.R., Danso, J.K. 2018. Population dynamics of stored maize insect pests in warehouses in two districts of Ghana. Journal of Stored Products Research. 76:102-110. https://doi.org/10.1016/j.jspr.2018.01.001.
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Technical note: Equilibrium moisture content of kabuli chickpea, black sesame, and white sesame seeds
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(Peer Reviewed Journal)
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Armstrong, P.R., Maghirang, E.B., Subramanyam, B., McNeill, S.G. 2017. Technical note: Equilibrium moisture content of kabuli chickpea, black sesame, and white sesame seeds. Applied Engineering in Agriculture. 33(5):737-742. https://doi.org/10.1303/aea.12460.
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Development and evaluation of a low-cost probe-type instrument to measure the equilibrium moisture content of grain
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(Peer Reviewed Journal)
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Armstrong, P.R., McNeil, S., Manu, N., Bosomtwe, A., Danso, J.K., Osekre, E., Opit, G. 2017. Development and evaluation of a low-cost probe-type instrument to measure the equilibrium moisture content of grain. Applied Engineering in Agriculture. 33(5):619-629. https://doi.org/10.1303/aea.12266.
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Moisture content, insect pests and mycotoxin levels of maize at harvest and post-harvest in the Middle Belt of Ghana
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(Peer Reviewed Journal)
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Danso, J., Osekre, E., Manu, N., Opit, G., Armstrong, P.R., Arthur, F.H., Campbell, J.F., Mbata, G. 2017. Moisture content, insect pests and mycotoxin levels of maize at harvest and post-harvest in the Middle Belt of Ghana. Journal of Stored Products Research. 74:46-55. https://doi.org/10.1016/j.jspr.2017.08.007.
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Quantification of betaglucans, lipid and protein contents in whole oat groats (Avena sativa L.) using near infrared reflectance spectroscopy
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(Peer Reviewed Journal)
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Montilla-Bascon, G., Armstrong, P.R., Han, R., Sorrells, M. 2017. Quantification of betaglucans, lipid and protein contents in whole oat groats (Avena sativa L.) using near infrared reflectance spectroscopy. Journal of Near Infrared Spectroscopy. 25(3):172-179. doi: 10.1177/0967033517709615.
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Discriminating oat and groat kernels from other grains using near infrared spectroscopy
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(Peer Reviewed Journal)
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Armstrong, P.R., Dell'Endice, F., Maghirang, E.B., Rupenyan, A. 2017. Discriminating oat and groat kernels from other grains using near infrared spectroscopy. Cereal Chemistry. 94(3):458-463. doi:10.1094/CCHEM-06-16-0162-R.
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Visible and near-infrared instruments for detection and quantification of individual sprouted wheat kernels
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(Peer Reviewed Journal)
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Armstrong, P.R., Maghirang, E.B., Yaptenco, K.F., Pearson, T.C. 2016. Visible and near-infrared instruments for detection and quantification of individual sprouted wheat kernels. Transactions of the ASABE. 59(6):1517-1527. doi:10.13031/trans.59.11566.
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A vernonia diacylglycerol acyltransferase can increase renewable oil production
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(Peer Reviewed Journal)
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Hatanaka, T., Serson, W., Li, R., Armstrong, P.R., Yu, K., Pfeiffer, T., Li, X., Hildebrand, D. 2016. A vernonia diacylglycerol acyltransferase can increase renewable oil production. Journal of Agricultural and Food Chemistry. 64(38):7188-7194. doi: 10.1021/acs.jafc.6b02498.
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Enhanced single seed trait predictions in soybean (Glycine max) and robust calibration model transfer with near infrared reflectance spectroscopy
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(Peer Reviewed Journal)
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Hacisalihoglu, G., Gustin, J.L., Louisma, J., Armstrong, P.R., Peter, G.F., Walker, A.R., Settles, A. 2016. Enhanced single seed trait predictions in soybean (Glycine max) and robust calibration model transfer with near infrared reflectance spectroscopy. Journal of Agricultural and Food Chemistry. 64(5): 1079-1056. doi: 10.1021/acs.jafc.5b05508.
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Maize Storage in Termite Mound Clay, Concrete, and Steel Silos in the Humid Tropics: Comparison and Effect on Bacterial and Fungal Counts
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(Peer Reviewed Journal)
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Omobowale, M.O., Armstrong, P.R., Mijinyawa, Y., Igbeka, J.C., Maghirang, E.B. 2016. Maize Storage in Termite Mound Clay, Concrete, and Steel Silos in the Humid Tropics: Comparison and Effect on Bacterial and Fungal Counts. Transactions of the ASABE. 59(3):1039-1048. doi: 10.1303/trans.59.11437.
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Performance evaluation of termite-mound clay, concrete and steel silos for the storage of maize grains in the humid tropics
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(Peer Reviewed Journal)
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Omobowale, M.O., Mijinyawa, Y., Armstrong, P.R., Igbeka, J.C., Maghirang, E.B. 2015. Performance evaluation of termite-mound clay, concrete and steel silos for the storage of maize grains in the humid tropics. Journal of Stored Products Research. 6(7):56-65. doi: 10.5897/JSPPR2015.1087.
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Detecting and Segregating Black Tip-Damaged Wheat Kernels Using Visible and Near Infrared Spectroscopy
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(Peer Reviewed Journal)
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Armstrong, P.R., Maghirang, E.B., Pearson, T.C. 2015. Detecting and Segregating Black Tip-Damaged Wheat Kernels Using Visible and Near Infrared Spectroscopy . Cereal Chemistry. 92(4): 258-263. DOI: http://dx.doi.org/10.1094/CCHEM-09-14-0201-R.
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Single kernel ionomic profiles are highly heritable indicators of genetic and environmental influences on elemental accumulation in maize grain (Zea mays)
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(Peer Reviewed Journal)
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Analysis of maize (Zea mays) kernel density and volume using micro-computed tomography and single-kernel near infrared spectroscopy
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(Peer Reviewed Journal)
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Gustin, J.L., Jackson, S., Williams, C., Patel, A., Armstrong, P.R., Peter, G.F., Settles, M.A. 2013. Analysis of maize (Zea mays) kernel density and volume using micro-computed tomography and single-kernel near infrared spectroscopy. Journal of Agricultural and Food Chemistry. 61:10872-10880.
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Development and evaluation of a near-infrared instrument for single-seed compositional measurement of wheat kernels
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(Peer Reviewed Journal)
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Armstrong, P.R. 2014. Development and evaluation of a near-infrared instrument for single-seed compositional measurement of wheat kernels. Cereal Chemistry. 91(1):23-28.
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Differences between conventional and glyphosate tolerant soybeans and moisture effect in their discrimination by near infrared spectroscopy
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(Peer Reviewed Journal)
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Agelet, L.E., Rippke, G.R., Armstrong, P.R., Tallada, J.G., Hurburgh, C.R. 2013. Differences between conventional and glyphosate tolerant soybeans and moisture effect in their discrimination by near infrared spectroscopy. Food Chemistry. 141(3):1895-1901. https://doi.org/10.1016/j.foodchem.2013.04.087.
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Ruggedness of 2D code printed on grain tracers for implementing a prospective grain traceability system to the bulk grain delivery system
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(Peer Reviewed Journal)
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Liang, K., Thomasson, J.A., Shen, M., Armstrong, P.R., Ge, Y., Lee, K.M., Herrman, T.J. 2013. Ruggedness of 2D code printed on grain tracers for grain traceability system. Food Control. 33:359-365.
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Ionomic screening of field-grown soybeans identifies mutants with altered seed elemental composition
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(Peer Reviewed Journal)
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Ziegler, G., Terauchi, A.M., Becker, A., Armstrong, P.R., Hudson, K.A., Baxter, I.R. 2012. Ionomic screening of field-grown soybeans identifies mutants with altered seed elemental composition. The Plant Genome. 6(2):1-9.
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Measurement of single soybean seed attributes by near infrared technologies. A comparative study
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(Peer Reviewed Journal)
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Agelet, L.E., Armstrong, P.R., Clariana, I.R., Hurburgh, C.R. 2012. Measurement of single soybean seed attributes by near infrared technologies. A comparative study. Journal of Agricultural and Food Chemistry. 60(34):8314-8322. DOI: 10.1021/jf3012807.
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Prediction of kernel density of corn using single-kernel near infrared spectroscopy
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(Peer Reviewed Journal)
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Armstrong, P.R., Tallada, J.G. 2012. Prediction of kernel density of corn using single-kernel near infrared spectroscopy. Applied Engineering in Agriculture. 28(4):569-574.
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Development of equilibrium moisture relationships for storage moisture monitoring of corn
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(Peer Reviewed Journal)
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Armstrong, P.R., Casada, M.E., Lawrence, J. 2012. Development of equilibrium moisture relationships for storage moisture monitoring of corn. Applied Engineering in Agriculture. 28(5):677-683.
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Development of Single-Seed Near-Infrared Spectroscopic Predictions of Corn and Soybeans Constituents Using Bulk Teference Values and Mean Spectra
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(Peer Reviewed Journal)
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Armstrong, P.R., Tallada, J.G., Hurburgh, C., Hildebrand, D.F., Specht, J.E. 2011. Development of Single-Seed Near-Infrared Spectroscopic Predictions of Corn and Soybeans Constituents Using Bulk Teference Values and Mean Spectra. Transactions of the ASABE. 54(4):1529-1535.
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Detection of fungus-infected corn kernels using near-infrared reflectance spectroscopy and color imaging
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(Peer Reviewed Journal)
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Tallada, J.G., Wicklow, D.T., Pearson, T.C., Armstrong, P.R. 2011. Detection of fungus-infected corn kernels using near-infrared reflectance spectroscopy and color imaging. Transactions of the ASABE. 54(3): 1151-1158.
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Application of binomial and multinomial probability statistics to the sampling design process of a global grain tracing and recall system
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(Peer Reviewed Journal)
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Lee, K., Armstrong, P.R., Thomasson, A., Sui, R., Casada, M., Herrman, T.J. 2011. Application of binomial and multinomial probability statistics to the sampling design process of a global grain tracing and recall system. Food Control. 22(7):1085-1094.
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Development and characterization of food-grade tracers for the global grain tracing and recall system
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(Peer Reviewed Journal)
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Lee, K., Armstrong, P.R., Thomasson, A., Sui, R., Casada, M., Herrman, T.J. 2010. Development and characterization of food-grade tracers for the global grain tracing and recall system. Journal of Agricultural and Food Chemistry. 58:10945-10957. doi:10.1021/jf101370k
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Prediction of maize seed attributes using a rapid single kernel near infrared instrument
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(Peer Reviewed Journal)
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Tallada, J.G., Palacios-Rojas, N., Armstrong, P.R. 2009. Prediction of maize seed attributes using a rapid single kernel near infrared instrument. Journal of Cereal Science. 50(3):381-387.
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Wheat moisture measurement with a fringing field capacitive sensor
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(Peer Reviewed Journal)
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Casada, M., Armstrong, P.R. 2009. Wheat moisture measurement with a fringing field capacitive sensor. Transactions of the ASABE. 52(5):1785-1791
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High-Throughput Near-Infrared Reflectance Spectroscopy for Predicting Quantitative and Qualitative Composition Phenotypes of Individual Maize Kernels
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(Peer Reviewed Journal)
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Spielbauer, G., Armstrong, P.R., Baier, J., Allen, W.B., Richardson, K., Shen, B., Settles, M. 2009. High-Throughput Near-Infrared Reflectance Spectroscopy for Predicting Quantitative and Qualitative Composition Phenotypes of Individual Maize Kernels. Cereal Chemistry. 86(5):556-564.
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Simultaneous monitoring of stored grain with relative humidity, temperature, and carbon dioxide sensors
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(Peer Reviewed Journal)
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Gonzales, H., Armstrong, P.R., Maghirang, R.G. 2009. Simultaneous Monitoring of Stored Grain With Relative Humidity, Temperature, and Carbon Dioxide Sensors. Applied Engineering in Agriculture. 25(4):595-604.
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The Effect of Moisture Content on Determining Corn Hardness from Grinding Time and Grinding Energy, and Hardness Prediction Using Near-Infrared Spectroscopy
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(Peer Reviewed Journal)
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Armstrong, P.R., Lingenfelser, J., Mckinney, L. 2007. The Effect of Moisture Content on Determining Corn Hardness from Grinding Time and Grinding Energy, and Hardness Prediction Using Near-Infrared Spectroscopy. Applied Engineering in Agriculture. Vol. 23(6):793-799.
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Design and Testing of an Instrument to Measure Equilibrium Moisture Content of Grain
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(Peer Reviewed Journal)
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Armstrong, P.R., Weiting, M. 2008. Design and Testing of an Instrument to Measure Equilibrium Moisture Content of Grain. Applied Engineering in Agriculture. 24(5):617-624.
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RAPID SINGLE-KERNEL NIR MEASUREMENT OF GRAIN AND OIL-SEED ATTRIBUTES
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(Peer Reviewed Journal)
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Armstrong, P.R. 2006. Rapid single-kernel nir measurement of grain and oil-seed attributes. Applied Engineering in Agriculture. Vol. 22(5):767-772.
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Comparison of Dispersive and Fourier-Transform NIR Instruments for Measuring Grain and Flour Attributes.
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(Peer Reviewed Journal)
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Armstrong, P.R., Maghirang, E.B., Xie, F., Dowell, F.E. 2006. Comparison of Dispersive and Fourier-Transform NIR Instruments for Measuring Grain and Flour Attributes.. Applied Engineering in Agriculture. 22(3): 453-457.
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PREDICTION OF EQUILIBRIUM MOISTURE BEHAVIOR FOR DIFFERENT WHEAT VARIETIES AND CLASSES
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(Peer Reviewed Journal)
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ACCURACY OF GRAIN MOISTURE CONTENT PREDICTION USING TEMPERATURE AND RELATIVE HUMIDITY SENSORS
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(Peer Reviewed Journal)
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Armstrong, P.R., Uddin, S., Zhang, N. 2006. Accuracy of grain moisture content prediction using temperature and relative humidity sensors. Applied Engineering in Agriculture. 22(2): 267-273.
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HIGH THROUGHPUT GRAIN QUALITY ANALYSIS
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(Abstract Only)
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Dowell, F.E., Pearson, T.C., Armstrong, P.R. 2004. High throughput grain quality analysis. Meeting Abstract.
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