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Addressing nonlinearities in Monte Carlo

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Figure 1.  Complex systems with nonlinear outputs: four real-world examples. (a) Solar-driven high- high-temperature thermal reduction of zinc oxide, as the first phase of a two-step water-splitting cycle
Figure 2.  Nonlinear Monte Carlo for gas kinetics. (a) Relaxation of speed distribution to equilibrium ((a1) tail  distribution of particle speeds (fraction of particles faster than S), (a2) probability density function of velocity,  (a3) variation in the
Figure 3.  Choice of the discrete distribution P on N: a tradeoff between estimation and computational cost

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