1. Ram, B., Oduor, P., Igathinathane, C., Howatt, K., & Sun, X. (2024). A systematic review of hyperspectral imaging in precision agriculture: Analysis of its current state and future prospects. Computers and Electronics in Agriculture, 222, 109037. https://doi.org/10.1016/j.compag.2024.109037
2. Ram, B., Zhang, Y., Costa, C., Ahmed, M. R., Peters, T., Jhala, A., ... & Sun, X. (2023). Palmer amaranth identification using hyperspectral imaging and machine learning technologies in soybean field. Computers and Electronics in Agriculture, 215, 108444. https://doi.org/10.1016/j.compag.2023.
3. Ram, B., Howatt, K., Mettler, J., Sun, X. (2024). Data Parallelism and Optimum Image Resolution: Enhancing Crop and Weed Classification in Hyperspectral Imaging with deep learning. (Under submission, April 2024)
4. Ram, B. G., Mettler, J., Howatt, K., Ostlie, M., & Sun, X. (2024). WeedCube: Proximal Hyperspectral Image Dataset of Crops and Weeds for Machine Learning Applications. Data in Brief, 110837.https://doi.org/10.1016/j.dib.2024.110837
5. Ram, B., Zhang, Y., Teresa, M.V., Sun, X. (2023). Deep Learning Model Optimization using Neural Architectural Search and Hyperparameter Tuning for Spectral Classification of Cotton Fibers. (Under Co-author Review, October 2023)
6. Malik, A., Ram, B., Arumugam, D., Jin, Z., Sun, X., & Xu, M. (2024). Predicting gypsum tofu quality from soybean seeds using hyperspectral imaging and machine learning. Food Control, 110357. https://doi.org/10.1016/j.foodcont.2024.110357
7. Ahmed, M. R., Ram, B., Koparan, C., Howatt, K., Zhang, Y., & Sun, X. Multiclass Classification on Soybean and Weed Species Using a Novel Customized Greenhouse Robotic and Hyperspectral Combination System. Available at SSRN 4044574. https://dx.doi.org/10.2139/ssrn.4044574
8. Rai, N., Zhang, Y., Ram, B., Schumacher, L., Yellavajjala, R. K., Bajwa, S., & Sun, X. (2023). Applications of deep learning in precision weed management: A review. Computers and Electronics in Agriculture, 206, 107698. https://doi.org/10.1016/j.compag.2023.107698
9. Costa, C., Zhang, Y., Howatt, K., Ram, B., Stenger, J., Nowatzki, J., Sun, X. (2022). Palmer Amaranth (Amaranthus palmeri S. Watson) and Soybean (Glycine max L.) Classification in Greenhouse Using Hyperspectral Imaging and Chemometrics Methods. Journal of ASABE, 65(1), 179-188. https://doi.org/10.13031/ja.14321
