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andreenko-repo/README.md

๐Ÿ‘‹ About Me

Hi, I'm Anton Andreenko โ€” a an Engineer with over 17 years of experience in industrial automation.

I hold a Masterโ€™s degree in Computer Science, where I was first introduced to artificial intelligence and neural networks.

I see plenty of opportunities for AI implementation in industrial process control โ€” including areas like:

โœ… Quality control

๐Ÿ” OT security

๐Ÿšจ Alarm management

๐Ÿ› ๏ธ Troubleshooting

...and many others.

The rise of foundation AI models has given a huge boost to this direction, making experimentation easier and more accessible than ever before.

My current work explores:

๐ŸŒ Industrial AI for predictive maintenance, anomaly detection, and process optimization

๐Ÿค– Integrating AI into DCS, PLC, and SCADA environments

๐Ÿ”ง Developing intelligent solutions to enhance safety, efficiency, and decision-making in manufacturing and process industries

My Projects

Using LLMs for P&ID diagrams Q&A

A proof-of-concept application demonstrating the use of a Large Language Model (in this case, Google's Gemini 2.5 Pro) to perform question-answering on Piping and Instrumentation Diagrams (P&IDs).

Github: https://github.com/andreenko-repo/pid_diagrams_llm/

A demo can be found here: https://huggingface.co/spaces/AntonAndreenko/pid_diagram_qa

Gemini Market Analysis Report Generator

A sample application that demonstrates how to use the Google Gemini API's native Google Search tool for two distinct purposes: data collection and response grounding. These techniques allow you to minimize hallucinations in many real-world applications.

Github: https://github.com/andreenko-repo/gemini_market_analysis

Tennessee Eastman Process Alarms

I converted the alarms dataset into a text format to test alarm management methods using NLP AI models.

The alarm viewer can be found here: https://huggingface.co/spaces/AntonAndreenko/tep_alarms_viewer

Github: https://github.com/andreenko-repo/tep_alarms_text

PID Controller Performance Evaluation and Tuning

This is a small experiment in PID performance evaluation and tuning using historical data.

A demo can be found here: https://huggingface.co/spaces/AntonAndreenko/pid_tuning

GitHub: https://github.com/andreenko-repo/pid_tuning

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