aspg-18-1851-1792025641 20261015005401 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Journal of Intelligent Systems and Internet of Things JISIoT 2769-786X 2690-6791 2023 9 1 Mustafa Altaee Department of medical instruments engineering techniques, Alfarahidi University, Baghdad, Iraq Talib A. Computer Communications Engineering Department, National University of science and technology , Thi Qar, Iraq M. A. Jalil Department of Computer Engineering techniques, Alturath University college, Baghdad, Iraq Ali J. Department of Computer Engineering techniques, Mazaya University college, Thi Qar, Iraq ; MEU Research Unit, Middle East University, Amman 11831, Jordan Thamer A. Alalwani Radiological Techniques Department, Al- Mustaqbal University College, 51001 Hilla, Iraq The collection of fetures in both multispectral and hyperspectral domains is possible with Hyperspectral Image (HSI). It comprises a vast array of multispectral bands with functional relationships. However, they become more complex when dealing with small samples. To tackle this issue, researchers employed a deep learning convolutionary neural network system (DL-CNN) and implemented a temporal abstraction strategy to grade HSI. This approach is an intelligent multi-level feature fusion that combines the temporal abstraction strategy and DL-CNN for HSI grading. Researchers have introduced the impact of seven separate classifiers in implementing the Location estimation on our broad CNN framework, which plays the shallow CNN model's main training phase. PSO, Adagrad, Plans to implement, Alexnet, Adam, Environmental benefits, and Nadam are the seven distinct remained significantly included in this analysis. A detailed study of the four multispectral remote sensing techniques sets showed the deep CNN system's supremacy followed with the HSI identification AlexNet Optimizer. 2023 36 48 1851 https://creativecommons.org/licenses/by/4.0/ 10.54216/JISIoT.090103 https://americaspg.com/journal/18/article/1851 https://americaspg.com/storage/51693149637.pdf