基于qos感知的工业物联网异构数据传输机制

Cheng Ren, Cailian Chen, Mingyan Li, X. Guan
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引用次数: 1

摘要

各种无线制造传感器促进了工业物联网(IIoT)系统中的监测和控制过程。由基于控制和视觉的监控系统生成的控制和图像数据通过共享无线网络传输到边缘计算设备,以供进一步决策。由于频谱资源和传感器发射功率的限制,对于实时性和系统性能要求各异的异构数据,如何设计高效的QoS感知传输机制是一个挑战。为了保证控制系统的性能和图像清晰度,本文通过制定混合整数非线性规划(MINLP)问题,对异构传感器的时隙分配和传输功率进行联合优化。将MINLP问题分解为多个子问题,证明了这些子问题具有强对偶性,可以在对偶域内求解。然后,根据确认(ACK)信号,我们提出了一种优先级感知的启发式算法来求解每个子问题。仿真结果表明,该机制在保证异构数据性能要求的同时,减少了传输的槽数和能量消耗。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
QoS-Aware Heterogeneous Data Transmission Mechanism for Industrial IoT Systems
Various wireless manufacturing sensors facilitate the monitoring and control process in industrial internet of things (IIoT) systems. Control and image data generated by control and vision-based monitoring systems are transmitted over shared wireless network to edge computing devices for further decisions. Due to limited spectrum resources and sensor transmit power, it is challenging to design efficient quality of service (QoS) aware transmission mechanism for heterogeneous data with diverse real-time and system performance requirements. In this paper, in order to guarantee control system performance and image clarity, the time slot allocation and transmission power for heterogeneous sensors are jointly optimized by formulating a mixed integer nonlinear programming (MINLP) problem. The MINLP problem is decomposed into multiple subproblems which are proved to have strong duality and can be solved in dual domain. Then, according to acknowledge (ACK) signals, we propose a priority-aware heuristic algorithm to solve each subproblem. Finally, the simulation results prove that our proposed mechanism can reduce the number of slots and energy consumption for transmission while guaranteeing performance requirements of heterogeneous data.
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