In this paper, we provide a rigorous proof of the convergence for both first-order and second-order exponential time differencing (ETD) schemes applied to the nonlocal Cahn–Hilliard (NCH) equation. The spatial discretization is executed through the Fourier spectral collocation method, whereas the temporal discretization is implemented using ETD-based multistep schemes. The absence of a higher-order diffusion term in the NCH equation creates a significant challenge for the convergence analysis of numerical schemes. To address this issue, we introduce novel error decomposition formulas and utilize higher-order consistency analysis. These techniques allow us to establish the ℓ∞ bound of the numerical solution under certain natural constraints. By treating the numerical solution as a perturbation of the exact solution, we derive optimal convergence rates in ℓ∞(0,T;Hh−1)∩ℓ2(0,T;ℓ2). Furthermore, we conduct several numerical experiments to validate the accuracy and efficiency of the proposed schemes. These experiments include convergence tests and the observation of long-term coarsening dynamics, thereby confirming the robustness and reliability of our approach.
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