![]() IoT architecture contains a physical object network that is integrated with sensors, electronic devices, and software which allow them to gather and transfer data through an IoT network. ![]() Internet of Things (IoT) is a recent concept in which real-world physical entities can be remotely controlled with the help of the Internet. The 21 st century is witnessing a fast-paced digital revolution. The main objective is to design a prototype of a smart office using IoT that can control and automate workplace devices and forecast whether the device needs repairing or replacing, thus reducing the overall burden on the employee and helping out in increasing physical as well as mental health of the person. The significance of this work is to forecast the faults in IoT appliances which will have an impact on life and reliability of IoT appliances. ATmega8 is used to control electrical appliances in the office environment. The ultrasonic motion sensor is used to fetch the information of employee availability in cubicles and data is sent to the cloud through the WiFi module. The architecture proposed in this paper is used to monitor each and every office appliance connected via IoT technology using ML technique, and recommender system is used to recommend solutions for fault patterns without much human intervention. A recommender system facilitates the selection of an appropriate solution for faults in IoT-enabled devices to mitigate faults. IoT devices are becoming ubiquitous and provide an assistant to supervise an office that is regulated by ML and data received from sensors is stored in cloud. Early identification of various types of faults in IoT devices is the key requirement in smart offices. It guarantees indoor comfort as per the user’s satisfaction as it emphasizes on fault prediction in real-life devices. One more such application is in the smart office to monitor the health of devices via machine learning (ML) that makes the equipment more efficient by allowing real-time monitoring of their health. The novel paradigm of Internet of Things (IoT) is gaining recognition in the numerous scenarios promoting the pervasive presence of smart things around us through its application in various areas of society, which includes transportation, healthcare, industries, and agriculture.
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