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A Dual-level approach is proposed for lithium-ion battery remaining useful life prognosis. The Dual-level approach is based on the Verhulst model, the logarithmic model and the PF. The first level prediction produces a rough capacity prediction and then the second level prediction improves the accuracy of the first prediction result. The logarithmic model has the ability to describe the accelerated...
Quasi-Monte Carlo (QMC)-based particle filters can obtain more accurate estimation than the general particle filters, with formidable computational complexity, however. Spatial-domain multiresolutional particle filters are more efficient by reducing the number of particles, but unevenly samples may cause estimation error. Aiming at these, we combine QMC numerical technique and multiresolutional methodology...
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