Matt Knudson

Rogers (United States), Oregon State University, Carnegie Mellon University

Papers

Total Citations

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About

Matt Knudson is a researcher specializing in autonomous robotics, multi-agent systems, and evolutionary computation, with a particular focus on enabling robots to operate intelligently in complex, real-world environments. His most influential work, "Adaptive Navigation for Autonomous Robots" (2011), has garnered 46 citations and demonstrates his expertise in developing flexible navigation strategies for robotic systems. Knudson has made significant contributions to the challenge of coordinating heterogeneous multi-robot teams, exploring how coevolutionary techniques can drive individual robots to collectively maximize system-level objectives — work especially relevant to high-stakes applications like planetary exploration and search-and-rescue missions. His 2010 research on ad-hoc team formation tackled the difficult problem of efficient multi-agent coordination under communication constraints, offering practical frameworks for distributed information gathering. Further extending his impact, Knudson investigated policy transfer in mobile robots using neuro-evolutionary navigation, showing how learned behaviors can generalize across novel and increasingly complex scenarios. Collectively, his body of work, totaling over 80 citations, advances foundational understanding of how autonomous robotic systems can adapt, collaborate, and scale — making him a noteworthy contributor to the fields of evolutionary robotics and intelligent autonomous systems.