Abstract：Inventory RobotsPerformance Evaluation of an RFID-Based Navigation Strategy Inventory robots produce accurate results while reducing costsSuch robots are specialized in navigating around storewarehouse facilities while reading radio frequency identificationRFIDtagsHowevercommercial stores pose a serious challenge to na Library AutomationThe experiments mentioned in the article were conducted in a library full of studentsconsidering dynamic obstaclessuggesting that this technology could be used to automate the librarys inventory systemThis article mainly discusses how to use RFID technology to enable inventory robots to autonomously navigate and map a store or warehouseThis involves the robots self-positioningmap creation and updatingand planning the optimal pathTo achieve these goalscertain AI technologies such as simultaneous localization and mappingSLAMtechnologyas well as deep learning or other machine learning techniquesmay be used to optimize navigation strategies