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Model Monitoring Physical Exercise Heart Rate Using Internet of Things (MMPEH-IOT) has been developed and designed with its integral functionalities exposing through the six model components: SmartHeart, WNEt, SoftAPP, Knowledgebase, Server and User interface. The model was designed using Unified Modeling Language (UML) sequence diagram, identifying objects exchanging messages. The model forecasts future benefits into smart devices and Internet of Things (IoT).