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A digital twins-based policy simulation framework for rural photovoltaic entrepreneurship in China

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  • Yongqing Zhou

Abstract

Rural photovoltaic entrepreneurship in China faces critical challenges in aligning rapid technological advancements with lagging market responses, where 63% of technology adoption failures originate from mismatches between innovation maturity and regional policy adaptability. To address this, we propose a policy simulation-driven digital twins framework integrating three core innovations: (1) denoising diffusion models that reduce technology adoption prediction errors to

Suggested Citation

  • Yongqing Zhou, 2025. "A digital twins-based policy simulation framework for rural photovoltaic entrepreneurship in China," PLOS ONE, Public Library of Science, vol. 20(12), pages 1-27, December.
    • Handle: RePEc:plo:pone00:0338133
    DOI: 10.1371/journal.pone.0338133
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