Although a series of applicable and promising compositions of NiMH electrod
e have been proposed in the literature, it is time and cost intensive by us
ing experimental methods only. In this paper, the effects of La, Ce, Pr and
Nd on charge discharge capacity and cycle life of NiMH electrodes are anal
yzed by applying various artificial intelligence techniques on literature e
xperimental data. This study shows that an increase in the ratios of La/Ce,
Ce/Nd and a decrease in Pr are beneficial for both charge discharge capaci
ty and cycle life of rare earth nickel metal hydride electrodes. In particu
lar, a new design of electrode chemistry and its chemical stability are dis
cussed.