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Keywords: Loss balancing
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Journal Articles
Journal of Intelligent Manufacturing and Special Equipment 1–25.
Published: 09 July 2026
... robustness under noisy conditions. Compared with adaptive weighting approaches, the GA-based framework demonstrates improved global loss balancing and stronger physics consistency without degrading predictive performance. Originality/value This work introduces a global meta-optimization strategy for PINN...
Includes: Supplementary data
