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Dr Soorati is an Associate Professor of AI at the ¾ÅÉ«ÊÓƵ. He is interested in human-swarm interaction, swarm robotics, trust in human-swarm teaming, aerial swarms, and evolutionary/bio-robotics. He is sitting on the board of Center for Machine Intelligence and Center for Robotics at the ¾ÅÉ«ÊÓƵ. His research has been covered by several international news outlets (including , and ) and magazines (such as , and ). He has led many projects including.
He is an associate editor of ICRA, an academic editor of the PLOS ONE Journal, sponsor chair of ANTS, a member of the program committee of many high-impact conferences/journals in AI & robotics such as IJCAI, AAAI, IROS, AAMAS, Swarm Intelligence Journal, etc.
Research
Research groups
Research interests
- Human-swarm Interaction
- Multi-robot Systems
- Swarm RoboticsÂ
- Explainable & Trustworthy AI Â
- Machine Learning in Multi-robot Systems
Current research
Human-swarm Interaction: This domain addresses the interaction between humans and multi-agent systems. The goal is to develop effective tools and methods for human operators to interpret and manage multi-agent system actions, ensuring both operational efficiency and adherence to ethical and safety standards.
Swarm Robotics: The research in this area focuses on the design and development of hardware and controllers for robot swarms, enabling them to autonomously execute complex tasks.
Multi-agent Systems: Mohammad's research revolves around studying systems with multiple agents. Machine learning techniques are employed to analyze and predict agent behaviors and intentions.
Distributed Machine Learning: A significant part of the research is dedicated to distributed machine learning, which enables the analysis of data spread across multiple devices or nodes. This approach is particularly valuable for designing controllers in real-time systems and for understanding the intricacies of complex natural organisms. By dissecting the inherent mechanisms within these organisms, we can develop more efficient and intelligent multi-agent systems.
Research projects
Active projects
Completed projects
Publications
Teaching
- Machine Learning Technologies (COMP6246 & COMP3222)
- Interdisciplinary Team Project (SUST6003)
- Programming I (COMP1202)
Biography
Prizes
- AAMAS Best Demonstration Award: Demonstrating Performance Benefits of Human-Swarm Teaming (2023)
- Best Paper Award at 30th Asian Conference on Remote Sensing (ACRS 2010) (2010)