科研智能化不断推动科学研究范式的转型与升级，融合智能机器人的知识服务为支持新时代国家科技创新服务高质量发展提供了重要基础。文章运用文献研究、案例分析等方法，剖析科研智能化发展及其推动融合智能机器人知识服务的形成，同时探究科研智能化视域下融合智能机器人的知识服务内涵过程和典型模式。可以从数据资源的机器表征与关联融合、人智协同的服务保障与协调机制、科研用户的隐私安全与伦理风险、知识计算的过程优化与效率提升等方面，促进适应科研智能化的融合智能机器人的知识服务高质量发展。

Scientific research intellectualization is continuously promoting the transformation and upgrading of the scientific research paradigm. The knowledge service by integrating smart robots has emerged as a promising foundation for supporting the high-quality development of national science and technology innovation in the new era. By employing literature research and case analysis, this study analyzes the development of scientific research intellectualization and its contribution to the formation of knowledge service by smart robot. Additionally, it explores the connotation process and typical pattern of knowledge service by integrating smart robot from the perspective of scientific research intellectualization. The suggests are concluded, including improving the machine representation and correlation fusion of data resources, establishing service guaranteeing and coordination mechanisms of human-AI collaboration, addressing privacy and security concerns, and optimizing the process and calculation efficiency in knowledge computation, which can promote high-quality development and enhance the effectiveness of scientific research.