Pareto-based design of thermophotovoltaic micro-combustors via a novel framework combining IGWO-tuned ANN, multi-objective multi-verse optimization, and ARAS-based decision making.

The contour plot shows a clear trend where increasing ER improves SE up to a point, indicating that a richer fuel mixture raises thermal conversion efficiency by sustaining stable flame propagation and complete combustion.

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