The Lotka-Volterra predator-prey model couples exponential prey growth and predator mortality through a bilinear encounter term. Its positive coexistence equilibrium is surrounded by closed conserved-energy curves, so the populations oscillate periodically in the idealized model.
This Lotka-Volterra predator-prey model includes self-limitation of the prey through the term , with positive constants . A positive coexistence equilibrium point exists when , at , . The Lyapunov function
satisfies : its predator-prey cross terms cancel. Its sublevel sets are compact in the positive quadrant. The only invariant subset of is the coexistence equilibrium point, because staying on requires . The LaSalle invariance principle therefore proves convergence to coexistence for every positive initial state.

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