“NexGen AgriCare” Advancing Crop Resilience via Real- Time Disease Detection and IoT- Driven results for Banana crop

Banana cultivation is a cornerstone of global agriculture, offering both nutritional sustenance and economic stability to countless communities. The industry, however, faces significant challenges, particularly from diseases like Panama Disease, which poses a grave threat to banana crops. In response to this urgent need, we introduce ‘NexGen AgriCare,’ a revolutionary system designed to advance crop resilience through real-time disease detection. Our innovative approach integrates cutting-edge technologies, including Internet of Things (IoT) sensors, Google Cloud infrastructure, and sophisticated deep learning models such as the super-resolution convolution network (SRCNN) and pretrained MobileNet-V2. By continuously monitoring crucial parameters in banana cultivation, our system ensures the real-time acquisition of data essential for assessing crop health. Validation and training of our model are conducted using the diverse PlantVillage dataset, encompassing various instances of banana diseases across different environmental conditions, enhancing the adaptability and robustness of our disease detection system. The results of our experiement demonstrate the effectiveness of NexGen Agricare in achieving precise and timely disease detection, thereby significantly contributing to enhanced crop resilience. The cloud-based architecture of our system not only ensures scalability but also provides farmers with immediate insights for implementing targeted interventions.