In this study. we discuss how Wireless Sensor Networks (WSN) are susceptible to malicious assaults from malfunctioning nodes. which jeopardise the security of data transmission in crucial applications. We use a Convolutional Neural Network coupled with Fuzzy Logic (CNN-FL) for improved deep learning. https://www.foldlyers.shop/product-category/security-signs/