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于霞(副导师)

讲师

  

教育经历

2001.9-2005.7开云手机入口官网-开云(中国)自动化专业学士学位

2005.9-2011.7开云手机入口官网-开云(中国)控制理论与控制工程专业博士学位

  

工作经历

2016.4-2017.4伊利诺伊理工学院生物与化学工程系访问学者

2011.8-至今开云手机入口官网-开云(中国)讲师

  

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,可穿戴设备下的生理信息监测与健康维护。

  

招收硕士方向

欢迎自动化、人工智能、控制理论与控制工程等相关专业学生报考博士/硕士研究生。

  

项目

1.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。

2. 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。

3. 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。

4. 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。

5. 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 YuRashidMudassirFeng JianyuanFrantzNicoleHajizadeh ImanSamadiSediqehSevil MertLazaro CaterinaMaloney ZacharieLittlejohn ElizabethQuinn LaurieCinar Ali. 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分区: Q1, 影响因子: 5.312, SCI: 000505786600002)

2.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, Early Access Oct 23 2020. DOI: 10.1007/s00521-020-05432-2 ((JCR分区: Q1,影响因子: 4.775, SCI: 000582098100005)

3. Xia Yu,TurksoyKamuranRashidMudassirFeng JianyuanFrantzNicoleHajizadeh ImanSamadiSediqehSevil MertLazaro CaterinaMaloney ZacharieLittlejohn ElizabethQuinn LaurieCinar Ali. Model-Fusion-Based Online Glucose Concentration Predictions in People with Type 1 Diabetes. Control Engineering Practice2018, 71(2):129-141. ((JCR分区: Q2, 影响因子: 3.193, SCI: 000424175400013)

4. 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, Complex & Intelligent Systems. Early Access Apr 2021. ((JCR分区: Q2, 影响因子: 3.791, SCI: 000637664200001)

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分区: Q3, 影响因子: 2.317, SCI: 000612864300001)

6. Rui Tao, Xia Yu, Jingyi Lu, Yun ShenWei LuWei ZhuYuqian BaoHongru Li, Jian Zhou*. A Multilevel Clustering Approach Driven by Continuous Glucose Monitoring Data for Further Classification of Type 2 Diabetes, BMJ Open Diabetes Research & Care. 2021, 9(1). ((JCR分区: Q3, 影响因子: 3.183, SCI: 000624982500002) (共同一作)

7. Xia YuRashid MudassirFeng JianyuanFrantzNicoleHajizadeh Iman SamadiSediqehSevil MertLazaro CaterinaMaloney ZacharieCinar Ali. Fault Detection in Continuous Glucose Monitoring Sensors for Artificial Pancreas Systems. IFAC-PapersOnLine, 2018, 51(18):714-719. (EI: 20184105924248)

8.于霞刘建昌李鸿儒基于联合滤波算法的复杂时变系统在线自适应逆控制控制理论与应用, 2011, 28(12): 1704-1710.

9.于霞刘建昌李鸿儒时变系统的控制问题综述控制与决策. 2011, 26(9): 1281-1287.

10.于霞刘建昌李鸿儒一种变步长凸组合自适应滤波器及其均方性能分析电子学报, 2010, 38(2): 480-484.

  

会议论文

1. Yu XiaRashidMudassirFeng JianyuanFrantzNicoleHajizadeh ImanSamadiSediqehSevil MertLazaro CaterinaMaloney ZacharieLittlejohn ElizabethQuinn LaurieCinar Ali. “Sparse Kernel Filtering Algorithms for Online Glucose Prediction in T1D” 2017 AIChE Annual MeetingOctober 29 - November 32017MinneapolisMNUSA

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. SunXiaoyu, 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. HajizadehImanTurksoyKamuranSamadi 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 MRCFebruary 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 CaterinaMaloneyZacharieYu XiaLittlejohn ElizabethQuinn LaurieCinar Ali. “A Multi-Sensor Error Detection and Functional Redundancy Algorithm for Dynamic Systems” 2017 AIChE Annual MeetingOctober 29 - November 32017MinneapolisMNUSA.

9. Jianyuan FengHajizadeh ImanSamadi SediqehSevilMertFrantz NicoleLazaro CaterinaMaloneyZacharieYu 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,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,已授权,专利号:ZL 201910153512.4.授权号:CN 109682976 B

  

学术兼职

1. 辽宁省人工智能学会副秘书长

2. IEEE Transactions on Control Systems TechnologyJournal of Process ControlComputers in Biology and 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