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于霞

副教授

  

教育经历

2001.9-2005.7东北大学信息科学与工程学院自动化专业学士学位

2005.9-2011.7东北大学信息科学与工程学院控制理论与控制工程专业博士学位

  

工作经历

2016.4-2017.4伊利诺伊理工大学生物与化学工程系访问学者

2011.8-2021.12东北大学信息科学与工程学院讲师

2022.1至今东北大学信息科学与工程学院副教授

  

研究方向

复杂系统建模、控制与优化,机器学习,“人工胰腺”系统,高维医疗数据聚类与风险分析。

  

招收博士/硕士方向

欢迎自动化、人工智能、控制理论与工程等专业学生报考博士、硕士研究生。

  

项目

1. 持续葡萄糖监测(CGM)系统校准算法设计与优化,上海微创生命科技有限公司,202350万元,主持;

2. 构建2型糖尿病及代谢相关脂肪性肝病的预警模型及临床决策支持系统,宁波市第二医院,202332万元,主持;

3.基于多源聚类的糖尿病精准分型,上海市第六人民医院,202319.8万元,主持;

4. 多源生理信息驱动的人工胰腺系统血糖动态预报与异常状态智能评估,国家自然科学基金青年基金项目,61903071,2020.1-2022.12,23万元,主持;

5. 多生理数据融合的潜在心脏疾病预警与心脏健康管理战略新兴领域培育项目N21040312021.1-2022.12,10万元,主持;

6. 持续葡萄糖监测(CGM)系统性能测试与数据质量分析,上海市第六人民医院, 横向, 2021,18万元,主持;

7. 基于人工智能技术的糖尿病胰岛素治疗相关皮下脂肪增生诊断系统,上海市第六人民医院, 横向, 2021,17万元,主持;

8. 基于知识的多随机变量规划方法的研究,国家自然科学基金面上项目,61973067,2020.1-2023.12,62万元,参加;

9. 带有间歇通讯的多智能体系统事件触发控制,国家自然科学基金面上项目,61773106,2018.1-2021.12,65万元,参加;

10. 复杂工业过程的多故障诊断方法研究,国家自然科学基金面上项目,61374137,2014.1-2017.12,80万元,参加。

  

学术成果

专著或教材

1.刘建昌、于霞、马丹译著,《动态系统的反馈控制》,机械工业出版社,2016.

  

期刊论文

1. Xia Yu, RashidMudassir, Feng Jianyuan, Cinar Ali et al. Online Glucose Prediction Using Computationally Efficient Sparse Kernel Filtering Algorithms in Patients with Type 1 Diabetes. IEEE Transactions on Control Systems Technology. 2020, 28(1):3-15. (JCR: Q1, IF: 5.485)

2. Xia Yu, Tao Yang, Jingyi Lu, Yun Shen, Wei Lu, Wei Zhu, Yuqian Bao, Hongru Li, Jian Zhou*. Deep transfer learning: a novel glucose prediction framework for new subjects with type 2 diabetes[J]. Complex & Intelligent Systems, 2022, 8(3): 1875-1887.JCR Q1 IF: 6.700.

3. Xia Yu*, Xiaoyu Sun, Yuhang Zhao, Jianchang Liu, Hongru Li. Fault detection of continuous glucose measurements based on modified k-medoids clustering algorithm, Neural Computing & Applications, 2020, 23(10). (JCR: Q1, IF: 5.606).

4. Xia Yu, TurksoyKamuranRashidMudassirFeng JianyuanCinar Ali et al. Model-Fusion-Based Online Glucose Concentration Predictions in People with Type 1 Diabetes. Control Engineering Practice. 2018, 71(2):129-141. (JCR: Q2, IF: 3.193)

5. Xia Yu, Ning Ma, Tao Yang, Yawen Zhang, Qing Miao, Junjun Tao, Hongru Li, Yiming Li, Yehong Yang*. A Multi-level Hypoglycemia Early Alarm System Based on Sequence Pattern Mining, BMC Medical Informatics and Decision Making. 2021.21(1). (JCR: Q3, IF: 3.298).

6. Zhanhu Zhang, Xia Yu*, Hongru Li, Rui Tao, Xinyu Zhang, Jingyi Lu, Jian Zhou. Knowledge Augmentation-based Soft Constraints for Semi-Supervised Clustering. Applied Soft Computing 2023, DOI10.1016/j.asoc.2023.110484. (JCR Q1 IF: 8.263)

7. Xinyu Zhang, Xia Yu*, Zhanhu Zhang, Hongru Li, Jingyi Lu, Jian Zhou. A state-by-state online transfer learning framework with incremental clustering for blood glucose prediction. Biomedical Signal Processing and Control. 2023, Volume 86, Part B.105200. (JCR Q2 IF: 4.9)

8. Tao Yang, Xia Yu*, Ning Ma, Ruikun Wu, Hongru Li. An autonomous channel deep learning framework for blood glucose prediction. Applied Soft Computing, 2022, 120: 108636. JCR Q1 IF: 8.263

9. Tao Yang, Xia Yu*, Ning Ma, Yifu Zhang, Hongru Li. Deep representation-based transfer learning for deep neural networks. Knowledge-based Systems, 2022, 253: 109526. JCR Q1 IF: 8.139

10. Tao Yang, Xia Yu*, Ning Ma, Yuhang Zhao, Hongru Li. A novel domain adaptive deep recurrent network for multivariate time series prediction[J]. Engineering Applications of Artificial Intelligence, 2021, 106: 104498.JCR Q1 IF: 6.212

  

会议论文

1. Yu XiaRashidMudassirFeng JianyuanFrantzNicoleHajizadeh Iman SamadiSediqehSevil MertLazaro CaterinaMaloney ZacharieLittlejohn ElizabethQuinn LaurieCinar Ali. “Sparse Kernel Filtering Algorithms for Online Glucose Prediction in T1D” 2017 AIChE Annual Meeting October 29 - November 3 2017Minneapolis MN USA

2. Yu Xia, Liu Jianchang, Li Hongru. Real Time Inverse Control of Rolling Mill Hydraulic APC System Using PSO-IIR Filters. Proceedings of the 2010 International Conference on Computational Intelligence and Software Engineering, Wuhan, China, 2010.

3. Yu Xia, Liu Jianchang, Li Hongru. An Adaptive Inertia Weight Particle Swarm Optimization Algorithm for IIR Digital Filter. Proceedings of the 2009 International Conference on Artificial Intelligence and Computational Intelligence, Shanghai, China, 2009: 114-118.

4. Yu Xia, Liu Jianchang, Li Hongru. Performance Analysis of Adaptive Filters for Time-Varying Systems. Proceedings of the 32nd Chinese Control Conference, 2013: 8572-8575.

5. Sun Xiaoyu, Yu Xia, LiuJianchang, WangHonghai.  “Glucose Prediction for Type 1 Diabetes Using KLMS Algorithm” The 36th Chinese Control Conference, July 26-28, 2018, Dalian, China.

6. HajizadehIman TurksoyKamuranSamadi SediqehFeng JianyuanSevil MertFrantz NicoleLazaro CaterinaMaloney ZacharieBrandt RachelYu XiaCengiz EdaCinar Ali. “The Extended and Unscented Kalman Filtering Methods for Real-Time Plasma Insulin Concentration Estimation in an Artificial Pancreas System” 2017 AIChE MRC February 28 - March 1ChicagoILUSA.

7. SevilMertHajizadeh ImanSamadi SediqehFeng JianyuanLazaro CaterinaFrantz NicoleYu XiaBrandt RachelMaloney ZacharieCinar Ali. “Social and Competitional Stress Detection with Wristband Physiological Signals” 14th Annual Body Sensor Networks Conference (BSN’17)May 09-122017EindhovenNetherlands.

8. Jianyuan FengHajizadeh ImanSamadi SediqehSevilMertFrantz NicoleLazaro Caterina MaloneyZacharieYu XiaLittlejohn ElizabethQuinn LaurieCinar Ali. “A Multi-Sensor Error Detection and Functional Redundancy Algorithm for Dynamic Systems” 2017 AIChE Annual Meeting October 29 - November 32017MinneapolisMNUSA.

9. Jianyuan FengHajizadeh ImanSamadi SediqehSevilMertFrantz NicoleLazaro Caterina MaloneyZacharieYu Xia Littlejohn ElizabethQuinn LaurieCinar Ali. “Hybrid Online Multi-Sensor Error Detection and Functional Redundancy for Artificial Pancreas Control Systems” ADCHEM 2018 July 25-272018ShenyangChina.

  

专利

1. 于霞,张占虎,李鸿儒,周健,陆静毅,马晓静.一种基于半监督Semi-KNN模型的PISA故障识别方法, 中国发明专利,专利号:ZL 2022 1 0152424.4. 授权号:CN 114548259 B

2. 于霞,韩昊宏,李鸿儒,温爽,李益明,杨叶虹.一种基于连续血糖监测系统的在线故障检测与诊断系统, 中国发明专利,专利号:ZL 2019 1 0697252.7.授权号:CN 110379503B;

3. 于霞,崔悦,刘建昌.基于多模型融合的连续血糖监测传感器在线故障检测方法, 中国发明专利,专利号:ZL 201910153512.4.授权号:CN 109682976 B

4. 于霞,赵天琦,刘建昌.基于OVMD-SE-PSO-BP的在线血糖预测方法, 中国发明专利,专利号:ZL 2019 1 0172915.3.授权号:CN 109935333 A

5. 于霞,李鸿儒,杨英华,陈春华,韩昊宏.一种基于VMD-LSSVM模型的在线动态血糖预测方法, 中国发明专利,专利号:ZL 2019 1 0473140.3.授权号:CN 110164553 A

6. 李鸿儒,高巍,于霞,李益明,杨叶虹.一种基于连续血糖监测系统的在线故障检测与诊断方法. 中国发明专利,专利号:ZL 2019 1 0697270.5.授权号:CN 110448306A.

  

学术兼职

1.辽宁省人工智能学会副秘书长

2.辽宁省全科医学与人工智能研究专业委员会理事

3. Computers in Biology and Medicine, Applied Soft Computing,Engineering Applications of Artificial Intelligence,Expert Systems With Applications,Artificial Intelligence In Medicine等国际学术期刊审稿人。

  

联系方式

办公室:综合楼203C

电话:13842073382

邮箱:yuxia@ise.neu.edu.cn

  

教师个人主页(网址):

东北大学教师个人主页于霞--中文主页--首页 (neu.edu.cn)