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Mehmet Mercangöz

6 papers indexed

arxivcs.AIeess.SY2026-07-23

An LLM-Driven Workflow for Automated Process Control Strategy Generation and Tuning from Dynamic Process Models

Ari Luna Rueda, Eike Cramer, Klaus Hellgardt, Mehmet Mercangöz

We present a structured large-language-model-driven workflow for automated multi-variable control design from dynamic process models. The workflow decomposes the design task into constrained code-generation steps: plant-interface construction, normalization, manipulated-variable…

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arxiveess.SY2026-07-21

From P&ID Drawings to Process Graphs: A Multimodal Language Model Approach

Baikai Zhu, Samuel Duong, Javal Vyas, Mehmet Mercangöz

Piping and instrumentation diagrams (P&IDs) encode the functional structure of process plants and are a critical yet underutilised source of engineering knowledge for digital twins and intelli-gent decision support. However, digitising legacy P&IDs remains challenging due to hete…

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arxiveess.SYcs.AIcs.MA2026-06-30

A Tutorial on Autonomous Fault-Tolerant Control Using Knowledge-Grounded LLM Agents

Javal Vyas, Milapji Singh Gill, Artan Markaj, Felix Gehlhoff, Mehmet Mercangöz

Fault recovery in process plants still relies heavily on plant operators, especially when faults fall outside predefined supervisory logic. Operators interpret alarms, procedures, P\&IDs, interlocks, and process trends, then decide how to move the plant to a safe operating mode w…

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arxiveess.SYcs.AI2026-06-30

Automating Cause-Effect Specification with Knowledge Graphs and Large Language Models

Javal Vyas, Milapji Singh Gill, Mehmet Mercangöz

Engineering specifications such as interlocks, alarm rationalization tables, and cause-and-effect (C&E) matrices remain central to process control and safety, yet their creation is still predominantly manual, document-driven, and prone to inconsistency. This paper presents a sema…

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arxiveess.SY2026-06-28

A Two-Stage Reflection and Reprompting Framework for LLM-Based Solution of Petri Net Reachability Problems in Industrial Applications

Ruimin Hu, Mehmet Mercangöz

Manufacturing systems exhibit strong concurrency, synchronization, and contention for shared reusable resources, which makes fast and reliable scheduling and verification challenging. Petri nets provide a rigorous formalism for modeling such discrete-event manufacturing systems,…

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arxiveess.SYcs.LG2026-06-26

From Detection to Action: Using LLM Agents for Fault-Tolerant Control

Javal Vyas, Milapji Singh Gill, Artan Markaj, Felix Gehlhoff, Mehmet Mercangöz

We propose an agentic Large Language Model (LLM) framework for active Fault-Tolerant Control (FTC) that transforms fault detection outputs into constraint-aware recovery actions grounded in plant-specific knowledge. The approach couples (i) a multi-agent workflow that decomposes…

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