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Collision energy dependence of Penning partial ionization cross sections obtained by classical trajectory calculations using the interaction potential energy surface by ab initio molecular orbital method is not always in good agreement with experimental results. In this study, experimental results of linear molecules such as CO₂ could be reproduced by optimizing ab initio model potential with correction terms for electron correlation.