Joanna Siwek
assistant professor
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About
Dr. Joanna Siwek is an assistant professor at Adam Mickiewicz University in Poznań, Poland. Her research interests encompass financial market modeling, decision-making support systems, and artificial intelligence, particularly focusing on the applications of state models and fuzzy discount factors. Recent publications include studies on the prediction of crude oil prices and the development of artificially empathetic communication within robot swarms.
Articles (6)
Year:
2025
Year:
2025
Year:
2025
Year:
2024
This paper presents a novel framework for integrating artificial empathy into robot swarms to improve communication and cooperation. The proposed model uses fuzzy state vectors to represent the knowledge and environment of individual agents, accommodating uncertainties in the real world. By utilizing similarity measures, the model compares states, enabling empathetic reasoning for synchronized swarm behavior. The paper presents a practical application example that demonstrates the efficacy of the model in a robot swarm working toward a common goal. The evaluation methodology involves the open-source physical-based experimentation platform (OPEP), which emphasizes empirical validation in real-world scenarios. The paper proposes a transitional environment that enables automated and repeatable execution of experiments on a swarm of robots using physical devices.
Year:
2023
Year:
2021
Collaborators (3)
Krzysztof Dyczkowski
Adam Mickiewicz University
Michal Stasiak
Assistant Professor
Poznań University of Economics and Business
Patryk Żywica
Associate Professor
Adam Mickiewicz University in Poznań
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