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Yu-Jia Liu

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Open access Aug 2026

Machine Learning Identification of Capital Structure Resilience in New Energy Firms under Energy Market Volatility Shocks

Global energy markets continue to fluctuate under geopolitical conflicts, supply demand mismatch, and the pressure of low carbon transition. These conditions place stronger external pressure on the financing stability and capital structure adjustment capacity of new energy firms. Photovoltaic and lithium battery firms...

Yu-Jia Liu, Xinyi Wang · 0 citations

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