An artificial intelligence sensor device having a body fixed to a DUT, the body comprising: at least one sensor module; a communication module; and a control module with at least one memory unit and a computing unit, wherein the control module is coupled to the at least one sensor module and the communication module, and the computing unit receives at least one physical sensing data collected by the at least one sensor unit which comparing with a default health state model stored in the memory unit, an automatic identification function of an abnormal state is provided.一種人工智慧傳感器裝置,其具有一本體,係可固定於一待測物體上,該本體包括:至少一傳感器模組;一通訊模組;以及一控制模組,至少內含一記憶單元及一運算單元,其中,該控制模組分別與所述至少一傳感器模組及該通訊模組耦接,且該運算單元係藉由接收該所述至少一傳感器單元所採集的至少一種物理量感測資料,用於與該記憶單元儲存之一預設健康狀態模型進行比對,俾於提供一異常狀態之自動辨識功能。