Data-driven discovery of soliton solutions and parameter inversion for the discrete mKdV equation via the traveling-wave constrained PINNs with soft and hard constraints

Data-driven discovery of soliton solutions and parameter inversion for the discrete mKdV equation via the traveling-wave constrained PINNs with soft and hard constraints

Li Sun, Xiao-Yong Wen, Jian-Chen Zhou

Communications in Theoretical Physics ›› 2026, Vol. 78 ›› Issue (9) : 95005.

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Communications in Theoretical Physics ›› 2026, Vol. 78 ›› Issue (9) : 95005. DOI: 10.1088/1572-9494/ae78bb CSTR: 32041.14.CTPae78bb

Mathematical Physics

Data-driven discovery of soliton solutions and parameter inversion for the discrete mKdV equation via the traveling-wave constrained PINNs with soft and hard constraints

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{{article.zuoZheEn_L}}. {{article.title_en}}[J]. {{journal.qiKanMingCheng_EN}}, 2026, 78(9): 95005 https://doi.org/10.1088/1572-9494/ae78bb

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