Analysis of China's Intelligent Logistics Policies based on Text Mining

Penghao Xu, Zhengxing Peng, Lu Deng
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Abstract

Based on text mining technology, this paper provides a comprehensive analysis of China's intelligent logistics policies. Through the descriptive statistical analysis of the annual release volume, types and subjects of policy texts, the dynamic trends, dominant forms and major sectors of policy releases are revealed. Using the TF-IDF algorithm to extract keywords and combining with the LDA thematic model analysis, it is found that the key areas of the policies include: improving the service capacity of enterprises, cold chain logistics construction, supply chain synergy, green standardisation, etc., and the main paths of implementation are: deepening the reform, increasing the investment, optimising the layout, etc. to improve the quality, improving the coordinating mechanism, promoting the synergy through the innovative model, building the green assessment system, promoting new energy transportation, unifying the standard process, etc. to promote the low-carbon transport. The main implementation paths are to deepen reform, increase investment and optimise layout to improve quality, improve coordination mechanisms and innovate models to promote synergy, build a green assessment system, promote new energy transport and unify standard processes to promote low-carbon transformation. The policy will mobilise the participation of enterprises, the state and industry organisations, of which enterprises are the main innovators and applicators, the state provides strategic support and regulatory guidance, and industry organisations promote the implementation of the policy. At the same time, it focuses on international integration, encourages "going out", guides the participation of foreign capital, deepens cooperation and cultivates international competitiveness. Finally, it puts forward suggestions on top-level policy design, sectoral coordination, tool innovation, enterprise main body, social participation, policy evaluation and continuous investment.
基于文本挖掘的中国智慧物流政策分析
本文基于文本挖掘技术,对中国智慧物流政策进行了全面分析。通过对政策文本的年度发布量、类型和主题进行描述性统计分析,揭示了政策发布的动态趋势、主导形式和主要领域。利用 TF-IDF 算法提取关键词,结合 LDA 主题模型分析,发现政策发布的重点领域包括:提升企业服务能力、冷链物流建设、供应链协同、绿色标准化等、主要实施路径为:深化改革、加大投入、优化布局等提升质量,完善协调机制、创新模式促进协同,构建绿色评价体系、推广新能源交通、统一标准流程等促进低碳交通。主要实施路径是深化改革,加大投入,优化布局提质量;完善协调机制,创新模式促协同;构建绿色评价体系,推广新能源交通,统一标准流程促低碳转型。该政策将动员企业、国家和行业组织共同参与,其中企业是创新和应用的主体,国家提供战略支持和监管指导,行业组织推动政策实施。同时,注重与国际接轨,鼓励 "走出去",引导外资参与,深化合作,培育国际竞争力。最后,从政策顶层设计、部门协同、手段创新、企业主体、社会参与、政策评估、持续投入等方面提出建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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