“…As the primary method of reservoir quantitative interpretation (Denney, 2013), pre-stack seismic inversion shows strong applicability and effectiveness in parameter estimation. In recent decades, pre-stack inversion has significantly been developed (Buland and Omre, 2003;Downton and Ursenbach, 2006;Buland et al, 2008;Pérez et al, 2013;Grana 2016Grana , 2020Wang et al, 2019;Li et al, 2021), especially for the corresponding parameter inversion used observed seismic reflection data, as widely applied in reservoir exploration (Avseth et al, 2016;Okeugo et al, 2019;Ugbor et al, 2021;Shakir et al, 2022).…”