于丽娜

于丽娜,博士,高级工程师,中国科学院稳定支持基础研究领域青年团队计划项目核心成员,致力于AI for Science领域研究工作,开展符号回归方法、人工神经网络模型、高维信息处理与分析、非线性问题求解等研究,主持完成广东省重点领域研发计划新一代人工智能专项项目课题融合机器学习的智能存储管理与控制技术研究、国家工程实验室开放课题时间序列数据的数学表示方法研究,并参与国家自然科学基金重大研究计划项目知识融合的神经网络分治约简符号回归方法、国家重大科学仪器设备开发项目课题基于高维形象几何分析的NIR技术研究与软件开发、国家自然科学基金面上项目基于同源连续性原理的人脸老化建模与识别方法研究等国家级科技项目研究。发表相关学术论文50余篇,授权发明专利10余项,合作出版学术著作2部。

 

主要科研方向:

深度建模与求解(AI for Science

 

联系方式:

010-82304545

yulina@semi.ac.cn

 

在研/完成项目:

1. 中国科学院稳定支持基础研究领域青年团队计划:“数据与智能驱动的新一代科学模型和算法”,核心骨干

2. 国家自然科学基金重大研究计划项目:“知识融合的神经网络分治约简符号回归方法”,核心骨干

3. 广东省重点领域研发计划,新一代人工智能专项:“融合机器学习的智能存储管理与控制技术研究”,课题负责人

4. 食品安全大数据技术北京市重点实验室开放课题:“食品安全信息处理算法硬件实现方法研究”,课题负责人

5. 农业农村部农业信息化标准化重点实验室开放课题:“农业专用植入式感温芯片技术标准研究”,课题负责人

 

代表性论文或著作:

1.         Wenqiang Li, Min Wu, Weijun Li*, Meilan Hao, Lina Yu*. Unveiling the relationship between Fabry-Perot laser structures and optical field distribution via symbolic regression, ICML 2024.

2.         Jingyi Liu, Weijun Li*, Lina Yu*, Min Wu, Linjun Sun, Wenqiang Li and Yanjie Li. SNR: Symbolic Network-based Rectifiable Learning Framework for Symbolic Regression. Neural Networks, 2023, 165: 1021-1034.

3.         Jingyi Liu, Guojun Wang, Weijun Li*, Linjun Sun, Liping Zhang, and Lina Yu*. Transcendental equation solver: A novel neural network for solving transcendental equation. Applied Soft Computing, 2022, 117: 108425.

4.         Baoli Lu, Liang Sun, Lina Yu*, Xiaoli Dong*, An improved graph cut algorithm in stereo matching. Displays, 2021, 69: 102052.

5.         Xin Ning, Xinran Wang, Shaohui Xu, Weiwei Cai, Liping Zhang, Lina Yu*, Wenfa Li*. A review of research on co‐training. Concurrency and Computation : practice and experience, 2021;e6276, pp.1-16

6.         Shuang Li, Xin Ning*, Lina Yu*, Liping Zhang, Xiaoli Dong, Yuan Shi and Wei He. Multi-angle Head Pose Classification when Wearing Mask for Face Recognition under the COVID-19 Coronavirus Epidemic. The 2020 International Conference on High Performance Big Data and Intelligent Systems (HPBD&IS), 2020, pp 23-23.

7.         Xin Ning; Duoduo Gou; Xiaoli Dong*; Weijuan Tian; Lina Yu*; Chuansheng Wang; Conditional Generative Adversarial Networks Based on The Principle of Homology-Continuity for Face Aging, Concurrency and Computation: Practice and Experience, 2020.

8.         Xin Ning, Fangzhe Nan, Shaohui Xu, Lina Yu*, Liping Zhang*. Multi-view Frontal Face Image Generation: A Survey, Concurrency and Computation : practice and experience, 2020

9.         Yuerong Tong, Jingyi Liu, Lina Yu*, Liping Zhang, Linjun Sun, Weijun Li, Xin Ning, Jian Xu, Hong Qin, Qiang Cai*. 2022. Technology investigation on time series classification and prediction. PeerJ Computer Science 8:e982

10.      Lina Yu, Wenjie Liu, Weijun Li*, Hong Qin, Jian Xu, Min Zuo, Non-destructive identification of maize haploid seeds using nonlinear analysis method based on their near-infrared spectra. biosystems engineering, 2018, 172: 144-153.