In this article, the concept of improved fast residual correction is proposed to simplify traditional methods for residual correction. As verified by four heat transfer problems, integrating residual correction into nonlinear iterative processes makes it easier and faster to obtain upper and lower approximate solutions in combination with the finite-difference method, and can even define the maximum error bounds of approximate solutions clearly, without more iteration, solutions to nonlinear problems.
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