An AIoT Monitoring System for Multi-Object Tracking and Alerting  

作　　者：Wonseok Jung Se-Han Kim Seng-Phil Hong Jeongwook Seo 

机构地区：[1]Korea Electronics Technology Institute,Seongnam,13509,Korea [2]Electronics and Telecommunications Research Institute,Daejeon,34129,Korea [3]Hancom With Inc.,Seongnam,13493,Korea [4]Hanshin University,Osan-si,18101,Korea

出　　处：《Computers, Materials & Continua》2021年第4期337-348,共12页计算机、材料和连续体（英文）

基　　金：supported by Institute of Information&communications Technology Planning&Evaluation(IITP)Grant funded by the Korea government(MSIT)(No.2018-0-00387;Development of ICT based Intelligent Smart Welfare Housing System for the Prevention and Control of Livestock Disease).

摘　　要：Pig farmers want to have an effective solution for automatically detecting and tracking multiple pigs and alerting their conditions in order to recognize disease risk factors quickly.In this paper,therefore,we propose a novel monitoring system using an Artificial Intelligence of Things(AIoT)technique combining artificial intelligence and Internet of Things(IoT).The proposed system consists of AIoT edge devices and a central monitoring server.First,an AIoT edge device extracts video frame images from a CCTV camera installed in a pig pen by a frame extraction method,detects multiple pigs in the images by a faster region-based convolutional neural network(RCNN)model,and tracks them by an object center-point tracking algorithm(OCTA)based on bounding box regression outputs of the faster RCNN.Finally,it sends multi-pig tracking images to the central monitoring server,which alerts them to pig farmers through a social networking service(SNS)agent in cooperation with an oneM2M-compliant IoT alerting method.Experimental results showed that the multi-pig tracking method achieved the multi-object tracking accuracy performance of about 77%.In addition,we verified alerting operation by confirming the images received in the SNS smartphone application.

关 键 词：Internet of Things multi-object tracking pig pen social network 

分 类 号：TP3[自动化与计算机技术—计算机科学与技术]