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GRI Publications for Haibo Yao
Book
Yao, H., & Huang, Y. (2013). Remote Sensing Applications for Precision Farming. Remote Sensing of Natural Resources. CRC Press, ISBN-10: 1466556927.

Fan, C. C., Wang, G., Gertner, G. Z., Yao, H., Sullivan, D. G., & Masters, M. (2013). Mapping and Uncertainty Analysis of Crop Residue Cover Using Sequential Gaussian Cosimulation with QuickBird Images. Remote Sensing of Natural Resources. CRC Press, ISBN-10: 1466556927.

Yao, H., Tang, L., Tian, L., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2011). Chapter 27: Using Hyperspectral Data in Precision Farming Applications. In Prasad Thenkabail (Ed.), Hyperspectral Remote Sensing of Vegetation. Taylor and Francis. ISBN: 978-1439845370.

Yao, H., & Lewis, D. (2010). Chapter 2: Spectral Pre-Processing and Calibration Techniques. In Da-Wen Sun (Ed.), Hyperspectral Imaging for Food Quality Analysis and Control. Elsevier. ISBN: 978-0123747532.

Book Chapter
Yao, H., Hruska, Z., Brown, R., Bhatnagar, D., & Cleveland, T. (2015). Hyperspectral Imaging Technology for Inspection of Plant Products. Hyperspectral Imaging Technology in Food and Agriculture, Chapter 9. Editors: Park and Lu. Springer.

Peer-Reviewed Journals
Tao, F., Yao, H., Hruska, Z., Burger, W., Rajasekaran, K., & Bhatnagar, D. (2018). Recent Development of Optical Methods in Rapid and Non-destructive Detection of Aflatoxin and Fungal Contamination in Agricultural Products. Trends in Analytical Chemistry. 100, 65-81. DOI:10.1016/j.trac.2017.12.017.

Hruska, Z., Yao, H., Kincaid, R., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2017). Temporal Effects on Internal Fluorescence Emissions Associated with Aflatoxin Contamination from Corn Kernel Cross-sections Inoculated with Toxigenic and Atoxigenic Aspergillus Flavus. Frontiers in Microbiology. 8, 1718. DOI:10.3389/fmicb.2017.01718.

Xing, F., Yao, H., Liu, Y., Dai, X., Brown, R. L., & Bhatnagar, D. (2017). Recent Developments and Applications of Hyperspectral Imaging for Rapid Detection of Mycotoxins and Mycotoxigenic Fungi in Food Products. Critical Reviews in Food Science and Nutrition. 1, 1-8. DOI:10.1080/10408398.2017.1363709.

Zhu, F., Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2016). Integration of Fluorescence and Reflectance Visible Near-Infrared (VNIR) Hyperspectral Images for Detection of Aflatoxins in Corn Kernels. Transactions of the ASABE. 59(3), 785-794. DOI:10.13031/trans.59.11365. [Document]

Huang, H., Reddy, K. N., Thomson, S. J., & Yao, H. (2015). Assessment of Soybean Injury from Glyphosate Using Airborne Multispectral Remote Sensing. Pest Management Science. 71, 545-552. DOI:10.1002/ps.3839.

Yao, H., Hruska, Z., & DiMavungu, J. D. (2015). Developments in Detection and Determination of Aflatoxins. World Mycotoxin Journal. 8(2), 181-191.

Lee, M., Huang, Y., Yao, H., Thomson, S. J., & Bruce, L.M. (2014). Determining the Effects of Storage on Cotton and Soybean Leaf Samples for Hyperspectral Analysis. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING. 7(6), 2562-2570.

Lee, M., Huang, Y., Yao, H., Thomson, S. J., & Bruce, L. M. (2014). Effects of Sample Storage on Spectral Reflectance Changes in Corn Leaves Excised From the Field. Journal of Agricultural Science. 6(8), 214-220.

Hruska, Z., Rajasekaran, K., Yao, H., Kincaid, R., Darlington, D., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2014). Co-inoculation of Atoxigenic and Non-aflatoxigenic Strain of Aspergillus Flavus to Study Fungal Invasion, Colonization, and Competition in Maize Kernels. Frontiers in Microbiology. 5, 122. DOI:10.3389/fmicb.2014.00122.

Yao, H., Tian, L., & Wang, G. (2014). Estimation of Soil Fertility Using Collocated Cokriging by Combining Aerial Hyperspectral Imagery and Soil Sample Data. Applied Engineering in Agriculture. 30(1), 113-121.

Hruska, Z., Yao, H., Kincaid, R., Brown, R., Clevelend, T., & Bhatnagar, D. (2014). Fluorescence Excitation-Emission Features of Aflatoxin and Related Secondary Metabolites and Their Application for Rapid Detection of Mycotoxins. Food Bioprocess Technol. 7(4), 1195-1201. DOI:10.1007/s11947-014-1265-2.

Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., & Bhatnagar, D. (2013). Hyperspectral Image Classification and Development of Fluorescence Index for Single Corn Kernels Infected with Aspergillus Flavus. Transactions of ASABE. 56(5), 1977-1988.

Hruska, Z., Yao, H., Kincaid, R., Darlington, D., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2013). Fluorescence Imaging Spectroscopy (FIS) for Comparing Spectra from Corn Ears Naturally and Artificially Infected with Aflatoxin Producing Fungus. Journal of Food Science. 78(8), 1313-1320.

Brown, R. L., Menkir, A., Chen, Z., Bhatnagar, D., Yu, J., Yao, H., & Cleveland, T. E. (2013). Breeding Aflatoxin Resistant Maize Lines Using Recent Advances in Technologies - A Review. Food Additives & Contaminants. 30(8), 1382-1391. DOI:10.1080/19440049.2013.812808.

Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2013). Detecting Corn Inoculated with Toxigenic and Atoxigenic Fungal Strains with Fluorescence Hyperspectral Imagery. Biosystems Engineering. 115, 125-135.

Yao, H., Huang, Y., Hruska, Z., Thomson, S. J., & Reddy, K. N. (2012). Using Vegetation Index and Modified Derivative for Early Detection of Soybean Plant Injury from Glyphosate. Computers and Electronics in Agriculture. 89, 145-157.

Huang, Y., Thomson, S. J., Molin, W. T., Reddy, K. N., & Yao, H. (2012). Early Detection of Soybean Plant Injury from Glyphosate by Measuring Chlorophyll Reflectance and Fluorescence. Journal of Agricultural Science. 4(5), 117-124.

Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2010). Correlation and Classification of Single Kernel Fluorescence Hyperspectral Data with Aflatoxin Concentration in Corn Kernels Inoculated with Aspergillus Flavus Spores. Food Additives & Contaminants. Tuln, Austria: Food Additives and Contaminants. 27(5), 701-709. [Abstract] [Document]

Jin, J., Tang, L., Hruska, Z., & Yao, H. (2009). Classification of Toxigenic and Atoxigenic Strains of Aspergillus Flavus with Hyperspectral Imaging. Computers and Electronics in Agriculture. 69, 158-164. [Abstract]

Peer-Reviewed Conference Abstracts
Reddy, K. N., Huang, Y., Thomson, S. J., & Yao, H. (2012). Assessment of Crop Injury from Glyphosate Application Using Biological Responses and Airborne Remote Sensing. The VIth International Weed Science Congress. Hangzhou, China.

Peer-Reviewed Conference Papers
Huang, Y., Yao, H., Zhao, F., & Reddy, K. (2017). Detection of Crop Herbicide Injury through Plant Hyperspectral Remote Sensing Of Chlorophyll Fluorescence. Proc. of IEEE/IGARSS conference. Fort Worth, TX.

Samiappan, S., Turnage, G., Hathcock, L. A., Yao, H., Kincaid, R., Moorhead, R. J., & Ashby, S. (2017). Classifying Common Wetland Plants Using Hyperspectral Data To Identify Optimal Spectral Bands For Species Mapping Using A Small Unmanned Aerial Systems- A Case Study. Proceedings of IEEE IGARSS. Fort Worth, TX.

Lee, M. A., Huang, Y., Yao, H., & Bruce, L.M. (2013). Determining Optimal Storage of Field Sampled Cotton Leaves for Hyperspectral Analysis. Proceedings of IEEE 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing Conference. June 25-28, 2013. Gainesville, FL.

Samiappan, S., Bruce, L.M., Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2013). Support Vector Machines Classification of Fluorescence Hyperspectral Image for Detection of Aflatoxin in Corn Kernels. Proceedings of IEEE 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing Conference. Gainesville, FL.

Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2012). SVM-based Feature Extraction and Classification of Aflatoxin Contaminated Corn Using Fluorescence Hyperspectral Data. Proceedings of IEEE 4th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing Conference. Shanghai, China.

Yao, H., Hruska, Z., Kincaid, R., Ononye, A., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2011). Selective Principal Component Regression Analysis of Fluorescence Hyperspectral Image to Assess Aflatoxin Contamination in Corn. Proceedings of IEEE 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing Conference. 2011, No. 94, June 6-9, 2011, Lisbon, Portugal.

Yao, H., Hruska, Z., Kincaid, R., Ononye, A., Brown, R. L., & Cleveland, T. E. (2010). Spectral Angle Mapper Classification of Fluorescence Hyperspectral Image for Aflatoxin Contaminated Corn. IEEE 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing. Iceland.

Non-Refereed Conference Abstracts
Yao, H., Tao, F., Zhu, F., Hruska, Z., Liu, Y., Rajasekaran, K., & Bhatnagar, D. (2018). NIR Spectroscopy Analysis of Corn Kernels Inoculated with Aspergillus Flavus Fungi. Corn Utilization & Technology Conference, June 07- 09, 2018. St. Louis, MO.

Yao, H., Zhu, F., Xing, F., Hruska, Z., Liu, Y., Brown, R., & Bhatnagar, D. (2017). NIR Spectroscopy Analysis of Aspergillus Flavus-Inoculated Peanut Kernels. ICNIRS-1233. 18th International Conference on Near Infrared Spectroscopy. Copenhagen, Denmark. June 11 -15..

Hruska, Z., Yao, H., Kincaid, R., Zhu, F., Brown, R. L., & Bhatnagar, D. (2016). Evaluating the BGY Fluorescence Signal in Maize Kernels Inoculated with Various Aflatoxin-producing Fungi Using Fluorescence Hyperspectral Imaging. 9th Conference of the World Mycotoxin Forum and the XIVth IUPAC International Symposium on Mycotoxins. Winnipeg, Canada.

Yao, H. (2016). Rapid Detection of Aspergillus Flavus Infected and Aflatoxin Contaminated Corn Using Spectral Imaging. Corn Utilization & Technology Conference. St. Louis, MO.

Yao, H., Hruska, Z., Kincaid, R., Brown, R., Bhatnagar, D., & Cleveland, T. (2015). Sorting Aflatoxin Contaminated Maize Kernels with Fluorescence Spectra. Book of abstracts from the 17th International Conference on Near Infrared Spectroscopy.. Foz do Iguacu, Brazil. 170.

Yao, H. (2015). Application of Fluorescence Hyperspectral Imaging for the Detection of Aflatoxin Contamination in Corn. ASABE Annual International Meeting, Paper No. 2210486. New Orleans, LA.

Hruska, Z., Yao, H., Kincaid, R., Brown, R., Cleveland, T., & Bhatnagar, D. (2014). FLUORESCENCE EMISSION SPECTRA FROM INTERNAL STRUCTURES OF MAIZE KERNELS INFECTED WITH ASPERGILLUS FLAVUS. Book of Abstracts of the International Mycotoxin Conference 2014. Beijing, China: ISM.

Yao, H., Hruska, Z., Kincaid, R., Brown, R., Cleveland, T., & Bhatnagar, D. (2014). FLUORESCENCE EMISSION SPECTRA OF INTERNAL CROSS-SECTION OF MAIZE KERNELS INFECTED WITH ASPERGILLUS FLAVUS. Book of Abstracts of the International Mycotoxin Conference 2014. Beijing, China: ISM.

Yao, H., Kincaid, R., Hruska, Z., Brown, R. L., Bhatnagar, D., Cleveland, T. E., & Huang, Y. (2013). Using Hyperspectral Imaging for Assessment of Fungal Infection and Aflatoxin Contamination on Whole Corn Ears. ASABE Annual Conference. 07/22-25/2013, Kansas City, MO.

Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2013). Fluorescence Hyperspectral Imaging for Detection of Aflatoxin in Maize (Invited). International Aflatoxin-in-Maize Working Group "Global Solutions for a Worldwide Problem", May 14-16, 2013. New Orleans, LA.

Yao, H., Kincaid, R., Hruska, Z., & Brown, R. L. (2013). Toward Rapid Aflatoxin Detection in Single Maize Ear with Imaging Spectroscopy. Grand Challenge Exploration: Agricultural Development and Nutrition, GCE Phase I Grantee Meeting, Bill & Melinda Gates Foundation, March 13-15, 2013. Seattle, WA.

Reddy, K. N., Huang, Y., Thomson, S. J., & Yao, H. (2013). Assessment of Corn Injury from Glyphosate Using Airborne Remote Sensing. 66th annual meeting of Southern Weed Science Society. Houston, TX.

Yao, H., Hruska, Z., Kincaid, R., & Brown, R. L. (2012). Development of a Hyperspectral Instrument for Contamination Detection of Whole Maize Ear. Abstracts of lectures and posters of the WMF meets IUPAC 2012 conference. Rotterdam, the Netherlands: WMFmeetsIUPAC2012. [Abstract]

Hruska, Z., Yao, H., Kincaid, R., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2012). Detecting Contamination in Whole Corn Ears Infected with Toxigenic Aspergillus Flavus Using Fluorescence Hyperspectral Imaging. Abstracts of lectures and posters of the WMF meets IUPAC 2012 Conference. Rotterdam, the Netherlands: WMFmeetsIUPAC2012. [Abstract]

Hruska, Z., Yao, H., Kincaid, R., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2011). SEM Study of Corn Kernels Inoculated with Different Strains of Aspergillus Flavus. ISM-Mycored 2011 Conference. Mendoza, Argentina.

Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2011). Spectral Characteristics of Corn Kernels Infected with Aspergillus Flavus:Comparison of Field and Lab Inoculations. ISM-Mycored 2011 Conference. Mendoza, Argentina.

Hruska, Z., Yao, H., Kincaid, R., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2011). Exploring the Excitation-emission Fluorescence Features of Aflatoxin for the Development of Potential Techniques for Rapid Mycotoxin Detection in Grain Using Imaging Spectroscopy. AOAC 2011 Conference. New Orleans, LA.

Li, J., Yao, H., Tang, L., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2011). Computational Algorithms for Classification of Corn Kernels of Different Genetic Traits. ASABE Annual Meeting. Louisville, KY.

Ononye, A., Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2011). Control and Rapid Non-destructive Detection of Aflatoxin Contamination in Corn Kernels. The Nigeria Mycotoxin Awareness and Study Network Sixth Annual Conference. Ibadan, Nigeria.

Yao, H., Hruska, Z., Kincaid, R., Ononye, A., Brown, R. L., Cleveland, T. E., & Bhatnagar, D. (2010). Development of a Fluorescence Multispectral Imaging System to Study Aflatoxin Contaminated Corn Kernels. ASABE Annual Meeting. Pittsburgh, PA.

Ononye, A., Yao, H., Hruska, Z., & Kincaid, R. (2010). Spectral Characterization of Aflatoxin Contaminated Corn Kernels. ASABE Annual Meeting. Pittsburgh, PA.

Yao, H., Hruska, Z., Kincaid, R., Ononye, A., Brown, R., Cleveland, T., & Bhatnagar, D. (2009). Instrument Development for Rapid and Non-invasive Aflatoxin Detection in Corn. Aflatoxin Workshop 2009 Abstracts. Starkville, MS. [Abstract]

Yao, H., Hruska, Z., Kincaid, R., Brown, R., Cleveland, T., & Bhatnagar, D. (2009). Correlation and Classification of Single Kernel Fluorescence Hyperspectral Data with Aflatoxin Concentration in Corn Kernels Inoculated with Aspergillus Flavus Spores. ISM Conference 2009 Proceedings. Tulln, Austria: International Society for Mycotoxicology. [Abstract]

Hruska, Z., Yao, H., Kincaid, R., Brown, R., Cleveland, T., & Bhatnagar, D. (2009). Evaluating the Relationship Between Aflatoxin Concentration and Hyperspectral Fluorescence Response in Single Corn Kernels. ISM Conference 2009 Proceedings. Tulln, Austria: International Society for Mycotoxicology. [Abstract]

Hruska, Z., Yao, H., Kincaid, R., Brown, R. L., & Cleveland, T. E. (2009). Comparison of Aflatoxin Production in Field Corn Treated with Two Different Strains of Aspergillus Flavus versus Natural Infestation. 2009 ASABE Annual International Meeting. Reno, NV. [Abstract]

Non-Refereed Conference Papers
Tao, F., Yao, H., Zhu, F., Hruska, Z., Liu, Y., Rajasekaran, K., & Bhatnagar, D. (2018). Feasibility of Using Visible/near-infrared (Vis/NIR) Spectroscopy to Detect Aflatoxigenic Fungus and Aflatoxin Contamination on Corn Kernels. ASABE Paper No. 1801006. St. Joseph, MI.

Han, D., Yao, H., Hruska, Z., Kincaid, R., Ramezanpour, C., Rajasekaran, K., & Bhatnagar, D. (2018). Development of High Speed Dual-camera System for Batch Screening of Aflatoxin Contamination of Corn Using Multispectral Fluorescence Imaging. Proceedings of SPIE, Sensing for Agriculture and Food Quality and Safety X, Paper No. 106650J. Orlando, FL. DOI:10.1117/12.2305148.

Tao, F., Yao, H., Hruska, Z., Liu, Y., Rajasekaran, K., & Bharnagar, D. (2018). Rapid and Non-destructive Detection of Aflatoxin Contamination of Peanut Kernels Using Visible/near-infrared (Vis/NIR) Spectroscopy. Proceedings of SPIE, Sensing for Agriculture and Food Quality and Safety X, Paper No. 10665K. Orlando, FL. DOI:10.1117/12.2304399.

Xing, F., Yao, H., Hruska, Z., Zhu, F., Kincaid, R., Brown, R., Bhatnagar, D., & Liu, Y. (2017). Detecting Peanuts Inoculated with Toxigenic and Atoxienic Aspergillus Flavus Strains with Fluorescence Hyperspectral Imagery. Proceedings of SPIE, “Sensing for Agriculture and Food Quality and Safety IX”, 1021701. Anaheim, CA.

Zhu, F., Yao, H., Hruska, Z., Kincaid, R., Brown, R., Bhatnagar, D., & Cleveland, T. (2015). Visible Near-infrared (VNIR) Reflectance Hyperspectral Imagery for Identifying Aflatoxin-contaminated Corn Kernels. ASABE Annual International Meeting, Paper No. 2189995. New Orleans, LA.

Zhu, F., Yao, H., Hruska, Z., Kincaid, R., Brown, R., Bhatnagar, D., & Cleveland, T. (2015). Classification of Corn Kernels Contaminated with Aflatoxins Using Fluorescence and Reflectance Hyperspectral Images Analysis. Proceedings of SPIE, Paper No. 9488-22. Baltimore, MD.

Yao, H., Kincaid, R., Hruska, Z., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2013). 3-D Surface Scan of Biological Samples with a Push-broom Imaging Spectrometer (Invited). 5th International Symposium on Photoelectronic Detection and Imaging, June 25-27, 2013. Beijing, China.

Yao, H., Kincaid, R., Hruska, Z., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2013). Hyperspectral Imaging System for Whole Corn Ear Surface Inspection. Proceedings of 2013 SPIE Conference. Baltimore, MD.

Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., Bhatnagar, D., & Cleveland, T. E. (2012). Utilizing Fluorescence Hyperspectral Imaging to Differentiate Corn Inoculated with Toxigenic and Atoxigenic Fungal Strains. Proceedings of 2012 SPIE Conference, "Sensing for Agriculture and Food Quality and Safety IV". Baltimore, MD.

Huang, Y., Yao, H., Thomson, S. J., Reddy, K. N., & Molin, W. T. (2011). Detection of Crop Injury Caused by Spray of Non-Selective Herbicide Using a Visible Near Infrared Hyperspectral Imaging System with a Chlorophyll Fluorescence Meter. ASABE Annual Meeting. Louisville, KY.

Yao, H., Hruska, Z., Kincaid, R., & Ononye, A. (2011). Development of Narrow-band Fluorescence Indices for the Detection of Aflatoxin Contaminated Corn. Proceedings of 2011 SPIE Conference, "Sensing for Agriculture and Food Quality and Safety III". 8027-12, April 26-27, 2011, Orlando, FL.

Yao, H., Hruska, Z., Kincaid, R., Ononye, A., Brown, R. L., & Cleveland, T. E. (2010). Single Aflatoxin Contaminated Corn Kernel Analysis with Fluorescence Hyperspectral Image. SPIE conference "Sensing for Agriculture and Food Quality and Safety". Orlando, FL: SPIE.

Ononye, A., Yao, H., Hruska, Z., & Kincaid, R. (2010). Calibration of a Novel Fluorescence Hyperspectral Imaging System for Agricultural Inspection and Detection. SPIE conference. Orlando, FL: SPIE.

Ononye, A., Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., & Cleveland, T. E. (2009). Automatic Detection of Aflatoxin Contaminated Corn Kernels Using Dual-band Imagery. Proc. of SPIE. Orland, FL. 7315.

Professional Presentations
Yao, H. (2015). Rapid Aflatoxin Contamination Detection in Maize. IITA Abuja Station, Abuja, Nigeria.

Patents and Licenses
Yao, H., Hruska, Z., Kincaid, R., Brown, R. L., & Cleveland, T. E. (2013). Method and Detection System for Detection of Aflatoxin in Corn with Fluorescence Spectra. U.S. Patent No. 8,563,934 B2: U.S. Patent Office.

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