This project idea is to develop an intelligent bugs mapping and wiping (iBMW) robot to perform pest population spatial distribution and “surgical precision spraying” for pest wipeout. The iBMW is an affordable (less than $1,000) robot-driven robot, which has a Turtlebot 3 as the robot’s brain and an unmanned ground vehicle serving as the work platform. Based on the design, the robot will be able to recognize and classify the Navel orangeworm by using deep learning neural networks. In addition, several iBMWs can work in the field together in swarming mode day and night, so that it can realize temporal and spatial bug mapping. As a result, mapping can determine which areas are at the greatest risk and whether wiping treatment is needed by iBMWs.