Autors: Stoykova, S. G., Shakev, N. G.
Title: Generative AI-Driven Personnel Training in Industrial Robotics through Intelligent HXM
Keywords: artificial intelligence, ERP, GPT, HXM, LLM, SAP

Abstract: The aim of this paper is to present a developed solution for integrating an AI digital assistant as a service on one of the most widely used ERP platforms - SAP. The digital assistant is based on a popular large language model GPT-2 and has been trained locally on manuals and technical documentation for a Mitsubishi industrial robot as well as a command database for the programming language MELFA Basic V. The main task of the digital assistant is to contribute to the workforce on-boarding and training processes as a human experience management tool. The developed digital assistant service is made freely available via web-browser access to students in its testing stage.

References

  1. F. Afiouni, "Human capital management: A new name for HRM?, " Int. Jour. of Learning and Intellectual Capital, vol. 10, pp. 18-34, Feb 2013.
  2. "Summarizing the SuccessFactors History and Modules", SAP Online learning resource, July, 2024.
  3. U. Itam and N. Ghosh, "Employee Experience Management: A New Paradigm Shift in HR Thinking", Int. Jour. of Human Capital and Inf. Tech. Profs., vol. 11., issue 2, April-June 2020.
  4. Workshop: "The Discipline of Experience Management: Designing and Staffing Jobs from an Experience Perspective", Human Experience Summit, Feb 2021
  5. Spherical Insights Market Research, "Global Enterprise Software Market Insights Forecasts to 2030", Dec 2022.
  6. T. Mihova, "Human Resources Management in the Digital Era", Imeon Publishing, 2023, pp. 64-65.
  7. S. Stoykova and N. Shakev, Artificial Intelligence for Management Information Systems: Opportunities, Challenges, and Future Directions. Algorithms 2023, vol. 16 (8).
  8. U. Ankit, "Transformer Neural Networks: A Step-by-Step Breakdown, " BuiltIn Online Resource, May 2024.
  9. A. Vaswani, N. Shazeer, N. Parmar, et. al., "Attention Is All You Need, ", 31st Conference on Neural Information Processing Systems, 2017, Long Beach, CA, USA.
  10. B. Kostov and V. Hristov, "Programming Methods Comparison in Mitsubishi MELFA Robots, " 2022 7th International Conference on Mechanical Engineering and Robotics Research (ICMERR), Krakow, Poland, pp. 61-64, 2022
  11. O. Caelen and M-A. Blete, "Developing Apps with GPT-4 and ChatGPT", O'Reilly Publishing, Aug 2023

Issue

International Conference Automatics and Informatics, ICAI 2024 - Proceedings, pp. 228-232, 2024, , https://doi.org/10.1109/ICAI63388.2024.10851547

Copyright IEEE Xplore

Вид: публикация в международен форум, публикация в реферирано издание, индексирана в Scopus