Optimized Design of Shielding Structure for High Offset Tolerance WPT System Based on Fused Uncertainty Surrogate Model
DOI:
https://doi.org/10.13052/2025.ACES.J.401105Keywords:
Exponential distribution optimizer, robust optimization, transformer, uncertainty quantification, wireless power transferAbstract
In the practical application of wireless power transfer (WPT), an offset between the coupling mechanisms can lead to an increase in harmful leakage of magnetic fields around the system and a decrease in the efficiency of energy transfer. In this paper, we propose to use the uncertainty quantitative surrogate model to guide optimal design of the shielding structure in order to reduce the leakage magnetic field and improve energy transfer efficiency, taking into account the positional offsets of the WPT system in use. In this paper, the uncertainty of the leakage magnetic field and the energy transfer efficiency of the WPT system is quantified based on the improved Transformer surrogate model of the Kolmogorov-Arnold Network, and computational time cost is reduced by 90.97%. The multi-objective exponential distribution optimizer is combined with a surrogate model to obtain the robust optimal structure under the influence of bias. Finally, it is experimentally verified that the robust optimal structure is able to maintain both low leakage magnetic field and high energy transfer efficiency under the influence of offset. Compared with the traditional deterministic optimal structure, the mean of the energy transfer efficiency of the robust optimal structure is increased by 4.95%, and the probability of overrun is reduced to 0. Experiments demonstrate that the robust structure can improve the offset tolerance of the system more effectively and ensure the electromagnetic safety of users at the same time.
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