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, a
revolutionary communication paradigm poised to redefine how IoT devices
communicate. Through a pioneering "listen more, transmit less" 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.

该论文提出了 DEEP-IoT 这一革命性的通信范式，通过 “听多，传输少” 的策略，挑战和改变了传统的发射者（IoT 设备）为中心的通信模型，从而降低能源消耗，提高设备寿命。模拟结果表明，与传统的 Turbo 和 Polar 码系统相比，DEEP-IoT 在 IoT 单元的操作寿命上取得了显著的提升，提高了 52.71%，标志着 IoT 通信的范式转变，为未来的 IoT 设备提供了前所未有的效率和耐用性。