activity
20222026
most citedLeveraging LLM Agents and Digital Twins for Fault Handling in Process Plants

7 citations · 12 across the 6 of their papers we have counts for

collaborators

6 papers

cs.AI2026

Towards an Intention Abstraction Layer for Autonomous Industrial Systems

Artan Markaj, Raphael Höfer, Felix Gehlhoff

Modern industrial environments increasingly run many autonomous subsystems at once - schedulers, energy managers, vehicle fleets - each pursuing its own goals while sharing the sam…

cs.MA2026

World-Model-Aware Responsibility Allocation in Heterogeneous Logistics Systems

Artan Markaj, Niklas Jobs, Felix Gehlhoff

Logistics systems increasingly mix \emph{autonomous logistic equipment} (ALE) with non-autonomous machinery under a central control system (CS), where the best decision-maker depen…

eess.SY2026

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

Javal Vyas, Milapji Singh Gill, Artan Markaj +2

Fault recovery in process plants still relies heavily on plant operators, especially when faults fall outside predefined supervisory logic. Operators interpret alarms, procedures,…

eess.SY2026

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

Javal Vyas, Milapji Singh Gill, Artan Markaj +2

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 gr…

cs.AI2025★ 7 cited

Leveraging LLM Agents and Digital Twins for Fault Handling in Process Plants

Milapji Singh Gill, Javal Vyas, Artan Markaj +2

Advances in Automation and Artificial Intelligence continue to enhance the autonomy of process plants in handling various operational scenarios. However, certain tasks, such as fau…

cs.DB2022★ 5 cited

Toward a Generic Mapping Language for Transformations between RDF and Data Interchange Formats

Aljosha Köcher, Artan Markaj, Alexander Fay

While there exist approaches to integrate heterogeneous data using semantic models, such semantic models can typically not be used by existing software tools. Many software tools -…