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On The Problem of Cyber-Physical Systems Architectures Synthesis Using Generative Models

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Creativity in Intelligent Technologies and Data Science (CIT&DS 2023)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 1909))

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Abstract

The paper dwells on the problem of holistic perception of heterogeneous information by a computing system - text, images, formulas, etc. that remains open. It is to the problem of holistic perception that the task of synthesizing the CPS architecture for implementing adaptive control mechanisms can be attributed. This paper discusses experiments on the synthesis of CPS architectures using open pre-trained generative models, on retraining of a neural network model Stable Diffusion, as well as a new model based on the generative-adversarial approach for the synthesis of CPS architectures.

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Notes

  1. 1.

    https://lexica.art/

  2. 2.

    https://fusionbrain.ai/

  3. 3.

    https://problembo.com/en/services/ai-image-generator.

  4. 4.

    https://www.midjourney.com/

  5. 5.

    https://huggingface.co/

  6. 6.

    https://stablediffusionweb.com/

  7. 7.

    https://colab.research.google.com/github/TheLastBen/fast-stable-diffusion/blob/main/fast-DreamBooth.ipynb#scrollTo=O3KHGKqyeJp9.

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Acknowledgement

I express my gratitude to the 3rd year undergraduate students N. Orlov, A. Kozyakin, I. Grigoriev, S. Novruzov, N. Samorokov, and R. Poleshko who during the research practice took part in preparing data and conducting experiments.

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Correspondence to Alla G. Kravets .

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Kravets, A.G. (2023). On The Problem of Cyber-Physical Systems Architectures Synthesis Using Generative Models. In: Kravets, A.G., Shcherbakov, M.V., Groumpos, P.P. (eds) Creativity in Intelligent Technologies and Data Science. CIT&DS 2023. Communications in Computer and Information Science, vol 1909. Springer, Cham. https://doi.org/10.1007/978-3-031-44615-3_1

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  • DOI: https://doi.org/10.1007/978-3-031-44615-3_1

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-44614-6

  • Online ISBN: 978-3-031-44615-3

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