Accuracy-Guaranteed Collaborative DNN Inference in Industrial IoT via Deep Reinforcement Learning - Wu, Wen; Yang, Peng; Zhang, Weiting; Zhou, Conghao; Shen, Xuemin (IEEE transactions on industrial informatics, 2021)
Keywords: Accuracy; Algorithms; Artificial neural networks; Collaboration; Collaborative deep neural network (DNN) inference; Computation offloading; Constraints; deep reinforcement learning (RL); Delay; Delays; Edge computing; Electronic devices; Industrial applications; Industrial Internet of Things; Inference; inference accuracy; Inference algorithms; Internet of Things; Machine learning; Markov processes; Optimization; Optimization techniques; Resource allocation; Resource management; Sampling; sampling rate adaption; Sensors; Task analysis