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- Paul Frihauf, Miroslav Krstic, Tamer Basar
- IEEE Trans. Automat. Contr.
- 2012

—We introduce a non-model based approach for locally stable convergence to Nash equilibria in static, noncooperative games with players. In classical game theory algorithms, each player employs the knowledge of the functional form of his payoff and the knowledge of the other players' actions, whereas in the proposed algorithm, the players need to measure… (More)

- Andrew W Bowman, Paul A Frihauf, Sándor J Kovács
- American journal of physiology. Heart and…
- 2004

Precise knowledge of the volume and rate of early rapid left ventricular (LV) filling elucidates kinematic aspects of diastolic physiology. The Doppler E wave velocity-time integral (VTI) is conventionally used as the estimate of early, rapid-filling volume; however, this implicitly requires the assumption of a constant effective mitral valve area (EMVA).… (More)

- Paul Frihauf, Miroslav Krstic
- IEEE Trans. Automat. Contr.
- 2011

We introduce an approach for stable deployment of agents onto families of planar curves, namely, 1-D formations in 2-D space. The agents’ collective dynamics are modeled by the reaction–advection–diffusion class of partial differential equations (PDEs), which is a broader class than the standard heat equation and generates a rich geometric family of… (More)

We consider a general, stable nonlinear dynamic system with N inputs and N outputs, where in the steady state, the output signals represent the non-quadratic payoff functions of a noncooperative game played by the values of the input signals. We introduce a non-model based approach for locally stable convergence to a steady-state Nash equilibrium. In… (More)

- Paul Frihauf, Miroslav Krstic, Tamer Basar
- CDC
- 2010

- Nima Ghods, Paul Frihauf, Miroslav Krstic
- CDC
- 2010

- Paul Frihauf, Miroslav Krstic, Tamer Basar
- CDC
- 2012

We present a non-model based approach for asymptotic, locally exponentially stable attainment of the optimal open-loop control sequence for unknown, discrete-time linear systems with a scalar input, where not even the dimension of the system is known. This control sequence minimizes the finite-time horizon cost function, which is quadratic in the measured… (More)

We investigate pulse shaping and optimization for a laser amplifier. Due to the complex character of the nonlinear PDE dynamics involved in the laser model, it is of interest to consider non-model based methods for pulse shaping. We determine input pulse shapes for an unknown laser dynamics model using iterative learning control (ILC) and… (More)