DEEP-IoT: Downlink-Enhanced Efficient-Power Internet of Things
<|reference_start|>DEEP-IoT: Downlink-Enhanced Efficient-Power Internet of Things: At the heart of the Internet of Things (IoT) -- a domain witnessing explosive growth -- the imperative for energy efficiency and the extension of device lifespans has never been more pressing. This paper presents DEEP-IoT, an innovative communication paradigm poised to redefine how IoT devices communicate. Through a pioneering feedback channel coding strategy, DEEP-IoT challenges and transforms the traditional transmitter (IoT devices)-centric communication model to one where the receiver (the access point) play a pivotal role, thereby cutting down energy use and boosting device longevity. We not only conceptualize DEEP-IoT but also actualize it by integrating deep learning-enhanced feedback channel codes within a narrow-band system. Simulation results show a significant enhancement in the operational lifespan of IoT cells -- surpassing traditional systems using Turbo and Polar codes by up to 52.71%. This leap signifies a paradigm shift in IoT communications, setting the stage for a future where IoT devices boast unprecedented efficiency and durability.<|reference_end|>
@article{shao2024deep-iot:,
    title={DEEP-IoT: Downlink-Enhanced Efficient-Power Internet of Things},
    author={Yulin Shao},
    journal={arXiv preprint arXiv:2403.00321},
    year={2024},
    archivePrefix={arXiv},
    eprint={2403.00321},
    primaryClass={cs.IT cs.LG cs.SY eess.SP eess.SY math.IT}
}