Sonia Martínez
Benjamin W. Zweifach Endowed Chair
Professor of Mechanical and Aerospace Engineering
Benjamin W. Zweifach Endowed Chair
Professor of Mechanical and Aerospace Engineering
Broadly, my general areas of interest are Dynamic
Systems, Robotics, and Control. I am particularly
interested in the development of analysis tools and
algorithms for multi-agent systems. A multi-agent system
consists of multiple parts, robots, processors or
decision-makers (humans/agents) that interact with each
other over a network and in an environment. Multi-agent
systems can be natural or engineered, and include many
exmples such as physical and social networks, epidemic
networks, infrastructure (power/traffic) systems, or
mixed human-robot groups.
The analysis of multi-agent systems requires the
integration of several mathematical disciplines
including Nonlinear/Hybrid Systems Control, Control
under Uncertainty, Distributed Decision Making and
Optimization, Distributed Estimation and Inference, Game
Theory, Artificial Intelligence, Machine Learning, and
Parallel Processing, among others. I have a special
interest in developing the mathematical theory and tools
that can provide the basis of provably-correct
algorithms for controls and robotics systems
applications.
Current research focus are on data-driven control
and distributed learning; resilience of control systems
and robots subject to adversarial attacks, safety and
privacy algorithms for networked systems, and game
theory for multi-agent coordination. Applications of
interest include not only robotic systems (see some work
in the MURO lab here), but
also the analysis and design of infrastructure/complex
networks. In this way, I'm part of the UCSD DER Connect
infrastructure project; see more
information here .
For further details on our research, please read the current list
of papers and visit the websites of current students
listed here.