Zexu Zhou

2024

1. Hinze, Christoph ; Zhou, Zexu ; Xu, Haijia ; Lechler, Armin ; Verl, Alexander: RTNNIgen – An Open-Source PLC Library and Python Generator Converting Keras Models to Realtime Capable Structured Text. In: IEEE (Hrsg.) ; IEEE (Hrsg.): IECON 2024 - 50th Annual Conference of the IEEE Industrial Electronics Society, 2024, S. 1–7
   • BibTeX
   • DOI

   BibTeX

   @inproceedings{10905775, abstract = {Recent advances in AI research are boosting the relevance of realtime neural networks in automation technology. To facilitate the deployment of trained neural networks for realtime applications, where hard limits on upper cycle time are required, this paper contributed a two-fold approach: A Python library for parsing Keras sequential models to structured text using a single function-call, which can be run directly on industrial PLCs and a structured text library to encapsulate reoccurring code and to provide a readable, tested interface for the generated code. The resulting models are experimentally validated regarding their inference time and precision of the outputs.}, author = {Hinze, Christoph and Zhou, Zexu and Xu, Haijia and Lechler, Armin and Verl, Alexander}, booktitle = {IECON 2024 - 50th Annual Conference of the IEEE Industrial Electronics Society}, doi = {10.1109/IECON55916.2024.10905775}, editor = {IEEE}, month = {11}, pages = {1-7}, title = {RTNNIgen – An Open-Source PLC Library and Python Generator Converting Keras Models to Realtime Capable Structured Text}, year = 2024 }

   DOI

   10.1109/IECON55916.2024.10905775