Publications by authors named "Roger Brockett"
The day we understand the time evolution of subcellular events at a level of detail comparable to physical systems governed by Newton's laws of motion seems far away. Even so, quantitative approaches to cellular dynamics add to our understanding of cell biology. With data-guided frameworks we can develop better predictions about, and methods for, control over specific biological processes and system-wide cell behavior.
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- The article discusses the challenge of inferring the state of a dynamical system over time using limited measurements and introduces a solution called an "observer."
- It focuses on cases where accurate models of the system are not available, instead using short training data samples and continually measured variables.
- The proposed "reservoir observer" leverages networks of neuron-like units to effectively estimate unmeasured state variables, demonstrating its effectiveness through examples like the Rössler and Lorenz systems.