A hybrid approach for latency and battery lifetime optimization in IoT devices through offloading and CNN learning

• Published in: Sustainable computing informatics and systems Vol. 39; p. 100899
• Main Authors: Heidari, Arash, Navimipour, Nima Jafari, Jamali, Mohammad Ali Jabraeil, Akbarpour, Shahin
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.09.2023
• Subjects: Convolutional neural network; Deep reinforcement learning; Edge; Energy utilization; IoT; Markov decision process; Offloading; Energy utilization; Convolutional neural network; Deep reinforcement learning; Markov decision process; Offloading; Edge; IoT

Offloading assists in overcoming the resource constraints of specific elements, making it one of the primary technical enablers of the Internet of Things (IoT). IoT devices with low battery capacities can use the edge to offload some of the operations, which can significantly reduce latency and leng...