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We propose a methodology that allows communication with Piping and Instrumentation Diagrams (P&IDs) using natural language.
Pressure pulsations in the piping of reciprocating pumps
Vetter, G. and Schweinfurther, F. (1987) · 1987
Earlier work this paper cites.
Ontocape—a large-scale ontology for chemical process engineering
Morbach, J., Yang, A., and Marquardt, W. (2007) · 2007
Earlier work this paper cites.
J-Park Simulator: An ontology-based platform for cross-domain scenarios in process industry
Eibeck, A., Lim, M. Q., and Kraft, M. (2019) · 2019
Earlier work this paper cites.
Piping and instrumentation diagram development
Toghraei, M. (2019) · 2019
Earlier work this paper cites.
DEXPI P&ID specification
Theißen, M. and Wiedau, M. (2021) · 2021
Cited alongside, same era.
Gpt-4 technical report
OpenAI (2023) · 2023
Cited alongside, same era.
Digitization of chemical process flow diagrams using deep convolutional neural networks
Theisen, M. F., Flores, K. N., Schulze Balhorn, L., and Schweidtmann, A. M. (2023) · 2023
Cited alongside, same era.
Generative artificial intelligence in chemical engineering
Schweidtmann, A. M. (2024) · 2024
Cited alongside, same era.
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond
Yang, J., Jin, H., Tang, R., Han, X., Feng, Q., Jiang, H., Zhong, S., Yin, B., and Hu, X. (2024) · 2024
Later among the works it cites.
Retrieval-augmented generation for ai-generated content: A survey
Zhao, P., Zhang, H., Yu, Q., Wang, Z., Geng, Y., Fu, F., Yang, L., Zhang, W., Jiang, J., and Cui, B. (2024) · 2024
Later among the works it cites.
pydexpi:A Python framework for piping and instrumentation diagrams using the DEXPI information model
Goldstein, D. P., Alimin, A. A., Schulze Balhorn, L., and Schweidtmann, A. M. (2025) · 2025
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GPTs and Hallucination
Waldo, J. and Boussard, S. (2025) · 2025
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