科学与管理2025，Vol.45Issue(5)：16-25,10.DOI:10.3969/j.issn.1003-8256.2025.05.003
校企合作经验视角下高校专利转化价值评价研究
A Study on the Valuation of University Patent Commercialization from the Perspective of University-Industry Collaboration Experience
摘要
Abstract
University-industry collaboration facilitates the alignment of universities with market demands,significantly increasing the industrialization rate of university patents,and is one of the key factors influencing the conversion of university patents.Existing patent valuation methods overlook the impact of university-industry collaboration on the conversion value of university patents,and a comprehensive theoretical explanatory framework has not yet been formed.Based on the theory of collaborative innovation among industry,academia,and research,this study constructs a method for evaluating the conversion value of university patents.By fully leveraging the mapping capability and autonomous learning of the BP neural network,principal component analysis(PCA)and genetic algorithm(GA)are employed for data dimensionality reduction and global optimization of network thresholds.Through comparative experiments,the proposed model achieves an average prediction accuracy of 96.91%on the test set,demonstrating its effectiveness in enhancing the convergence speed and recognition accuracy of neural networks.This study provides a new perspective for the evaluation of university patents,making the evaluation method more scientific and rigorous.While promoting the conversion of university patents,it improves the efficiency of university-industry collaboration and provides a scientific evaluation framework and technical support for patent transfer decisions between universities and enterprises.关键词
高校专利/校企合作经验/专利转化/价值评价/机器学习Key words
university patents/university-industry collaborative experience/patent transfer/value assessment/machine learning分类
管理科学引用本文复制引用
李君艳,吴垚,康忠鑫,高洁,冯玉方..校企合作经验视角下高校专利转化价值评价研究[J].科学与管理,2025,45(5):16-25,10.基金项目
国家自然科学基金(72202167) （72202167）
陕西省秦创原"科学家+工程师"队伍建设项目(2023KXJ-148) （2023KXJ-148）
陕西省重点研发计划项目(2024GX-ZDCYL-01-12) （2024GX-ZDCYL-01-12）
