杨景智，特聘副研究员、硕士生导师。本硕博均毕业于北京科技大学，2023年在新材料技术研究院获工学博士学位。科研方向聚焦于利用人工智能技术，构建兼具数字化决策与物理执行能力的自主实验平台。主持国家自然科学基金、国家资助博士后研究人员计划等项目，参与国家科技重大专项、高分子材料高通量智能实验室技术集成与系统开发等项目。以一作/通讯身份在Advanced Science、Corrosion Science等期刊发表论文10余篇，申请/授权国内外发明专利5项。受邀参加Gordon Research Conference: Aqueous Corrosion（GRC）、全国腐蚀与防护大会等国内外学术会议，作AI for Corrosion相关报告。

1.机器学习辅助耐蚀材料研发
2.材料高通量实验技术
3.耐蚀材料自驱动实验室（SDL）

科研业绩：

1. Yang J, Ran Y, Liu S, Ren C, Lou Y, Ju P, Li G, Zhang D*. Synergistic D-amino acids based antimicrobial cocktails formulated via high-throughput screening and machine learning. Advanced Science. 2024, 11, 2307173.

2. Yang J, Zhao J, Guo X, Ran Y, Fu Z*, Qian H, Ma L, Keil P, Mol A, Zhang D*. Combinatorial discovery and investigation of the synergism of green amino acid corrosion inhibitors: Integrating high-throughput experiments and interpretable machine learning approach. Corrosion Science. 2025, 245, 112675.

3. Yang J, Qian H, Wang J, Ju P, Lou Y, Li G, Zhang D*. Mechanically durable antibacterial nanocoatings based on zwitterionic copolymers containing dopamine segments. Journal of Materials Science & Technology. 2021, 89: 233-241.

4. Yang J, Ran Y, Huang L, Ren C, Hao X, Ma L, Zhang D*. High-throughput screening of zwitterion-based coatings towards improved mechanical stability and drug-loading

capacity. npj Materials Degradation. 2023, 7, 51.

5. Yang J, Ran Y, Jin Y, Kong A, Zhang M, Ma L, Zhang D*. Rapid screening of the stability of polyacrylamide-based hydrogel coatings via droplet microarray analysis and interpretable machine learning. npj Materials Degradation. 2025, 9, 154.

6. Yang J, Ran Y, Zhao J, Xing T, Hao X, Zhang D*. D-amino acid/gentamicin loaded zwitterionic hydrogel coatings with optimized mechanical stability and biofilm inhibition capabilities. Frontiers in Materials. 2024, 11, 1371351.

7. Zhao L, Cui T, Chang W, Qian H, Lou Y*, Yang J*, Zhang D. Effect of mineralization induced by shewanella algae on passive film of stainless steel via FIB-SEM/TEM and EELS. Acta Metallurgica Sinica (English Letters). 2025, 38, 877–888.

8. Qian H¹, Yang J¹, Lou Y, Obaid R, Li Z, Ding X, Gao J, Du C, Zhang D. Mussel-inspired superhydrophilic surface with enhanced antimicrobial properties under immersed and atmospheric conditions. Applied Surface Science. 2019, 465, 267-278.

9. Hao X¹, Yang J¹, Zhang L, Ren C, Li W, Lou Y, Qian H, Chen S, Zhang D*. pH-responsive d-leucine functional multilayer films with antibacterial and anti-adhesion synergistic properties. Materials Today Communications. 2021, 28, 102691.

10. Lou Y, He S, Chang W, Zhang, H, Yang J, Qian H*, Zhang D, et.al. Accelerated degradation of stainless-steel passive film by humic acid-mediated extracellular electron transfer. Corrosion Science. 2025, 245, 112696.

11. Liu T, Chen Z, Yang J, Zhang D*, et.al. Machine learning assisted discovery of high-efficiency self-healing epoxy coating for corrosion protection. npj Materials Degradation. 2024, 11, 8.

12. 杨景智，刘典典，龚海燕，郭鑫，金宇婷, 马菱薇，张达威*，李晓刚. 基于大语言模型和机器学习模型协作的特征筛选管道助力缓蚀剂精准预测. 工程科学学报. 2025.

13. 杨景智，金宇婷，娄云天，张达威*. 海洋环境中金属材料的微生物腐蚀研究进展：从机制到防治. 表面技术. 2025.

14. 龚海燕，杨景智*，孔安南, 马菱薇, 张达威. 聚合物信息学：人工智能驱动的构效关系建模与材料设计综述. 工程科学学报. 2026.