[PDF][PDF] Deep Learning Framework for Enhancing the Performance of Cognitive Radio Network

MVS Sairam, R Egala, KS Nohith - Journal of Emerging …, 2024 - researchgate.net
Cognitive radio (CR) is a cutting-edge technology in fifth generation (5G) applications. The
performance of the CR network (CRN) can be enhanced by effective implementation of …

[PDF][PDF] Improving Cognitive Radio Network Performance Using AlexNet

R Egala, MVS Sairam, J Anusha - International Journal of Current …, 2025 - researchgate.net
Cognitive radio (CR) technology is a crucial enabler for the advancement of fifth-generation
(5G) networks, particularly in the optimization of spectrum utilization. A crucial component of …

Efficient Plant Disease Identification through Advanced Deep Learning Techniques

AM Prabaharan - 2024 - philpapers.org
The dataset is preprocessed to remove noise and augmented to address the issue of class
imbalance. The CNN model is then trained, validated, and tested on this dataset. The results …

Automated Plant Disease Detection through Deep Learning for Enhanced Agricultural Productivity

MS Dawood - 2024 - philpapers.org
Abstract he health of plants plays a crucial role in ensuring agricultural productivity and food
security. Early detection of plant diseases can significantly reduce crop losses, leading to …

Revolutionizing Agriculture with Deep Learning-Based Plant Health Monitoring

P Selvaprasanth - 2024 - philpapers.org
By leveraging convolutional neural networks (CNNs), the model identifies various plant
diseases with high accuracy. The experimental setup includes a dataset consisting of …

Agricultural Innovation: Automated Detection of Plant Diseases through Deep Learning

S Yoheswari - 2024 - philpapers.org
The health of plants plays a crucial role in ensuring agricultural productivity and food
security. Early detection of plant diseases can significantly reduce crop losses, leading to …

Deep Neural Networks for Real-Time Plant Disease Diagnosis and Productivity Optimization

K Usharani - 2024 - philpapers.org
The health of plants plays a crucial role in ensuring agricultural productivity and food
security. Early detection of plant diseases can significantly reduce crop losses, leading to …