This invention relates to the field of
sodium-
ion battery management technology and discloses a joint
estimation method for the
internal temperature and health status of
sodium-
ion batteries based on impedance
spectroscopy at a few frequency points. The method collects
battery voltage, current, surface temperature, coarse SOC estimate, and impedance data at candidate frequency points; calculates complex impedance characteristics and local frequency slopes; calculates temperature utility and health utility based on the statistical relationship between frequency point characteristics and temperature, SOC, and SOH; calculates gating probabilities by combining frequency point costs, and selects a small number of target frequencies; inputs the target frequency point characteristics, coarse SOC estimate, and surface temperature into a joint
estimation model, which includes a temperature
branch and a health
branch, extracting mid-to-
high frequency temperature characteristics and low-frequency aging characteristics to achieve decoupled
estimation of temperature and SOH; and outputs
internal temperature, SOH, and diagnostic confidence. This invention requires only a small number of frequency points to operate online, reducing the
time overhead of a complete frequency sweep, and is suitable for online status estimation and fault early warning of
sodium-
ion battery cells, modules, and
energy storage systems.