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Yatao Zhang

Name:

Yatao Zhang

Title:

Lecturer

pEmail:

zytboy@sdu.edu.cn

Research Interests:

Machine learning; Physiological signal   processing and assessment; Non-linear and optimization methods

Archievements:

Ø    Scientific projects  

1.       Study on LZ complexity based on local perception for quality   assessment of dynamic physiological signal. R&D funds from the China   Postdoctoral Science Foundation Funded Project (No. 2017M612280): RMB 50,000,   Principal Investigator (1/5). 2017.05-2019.09

2.         Fuzzy measure entropy and its   application in the detection of congestive heart failure. R&D funds from the   Excellent Young Scientist Awarded Foundation of Shandong Province in China   (No. BS2013DX029): RMB 50,000, Main Project Participant (4/8).   2013.10-2015.10

3.         Theory and technique study of   entropy measure based on the synergism between fuzzy concept and signal   quality assessment. R&D funds from the National Natural Science   Foundation of China (No. 61201049): RMB 250,000, Main Project Participant   (4/7). 2013.01-2015.12

Ø    Journal Papers (* Corresponding author)

PUBLISHED (* corresponding author)

1. Y.T. Zhang*, Z.G. Ma   and Z.S. Liu, Nonlinear Quality Indices Based on a Novel Lempel-Ziv   Complexity for Assessing Quality of Multi-lead ECGs Collected in Real Time, submitted to Journal of   Information Processing Systems. (accepted)

2. Y.T. Zhang*, C.Y. Liu, S.S. Wei, Y.G. Liu and H.   Liu, Complexity Analysis of Physiological Time Series Using a Novel   Permutation-Ratio Entropy. IEEE Access,   2018, 6: 67653-67664. (SCI IF: 3.557)

3. Y.T. Zhang *, S.S. Wei, L. Zhang and C.Y. Liu,   Comparing the Performance of Random Forest, SVM and Their Variants for ECG   Quality Assessment Combined with Nonlinear Features. Journal of medical and biological engineering, 2018: 1-12. Online (SCI IF: 1.211)

4. Y.T. Zhang, S.S. Wei*, H. Liu, L.N. Zhao and C.Y. Liu*, A   novel encoding Lempel–Ziv complexity algorithm for quantifying the   irregularity of physiological time series, Computer methods and   programs in biomedicine, 2016, 133:   7-15 (SCI, IF:   1.819)

5. Y.T. Zhang *, C.Y. Liu, H. Liu and S.S. Wei,   Complexity Analysis of Physiological Signals Using Encoding Lempel-Ziv   Algorithm. Journal of Biomedical   Engineering, 2016, 33(6): 1176-1182. (EI) (in chinese)

6. Y.T. Zhang,   S.S. Wei*, Di Maria C and C.Y. Liu*,   Using Lempel–Ziv Complexity to Assess ECG Signal Quality. Journal of medical and   biological engineering, 2016, 36(5): 625-634. (SCI, IF: 1.010)

7. Y.T. Zhang,   S.S. Wei*, Y.T. Long and C.Y. Liu, Performance analysis of multiscale entropy   for the assessment of ECG signal quality. Journal of Electrical and Computer Engineering, 2015, 2015: 31. (EI)

8. Y.T. Zhang,   C.Y. Liu, S.S. Wei*, C.Z. Wei and F.F. Liu, ECG quality assessment   based on a kernel support vector machine and genetic algorithm with a feature   matrix. Journal of   Zhejiang University SCIENCE C,   2014, 15(7): 564-573. (SCI, IF:   0.386)

9. Y. Wang, S.S. Wei*, S. Zhang, Y.T. Zhang, L.Z.   Zhao, C.Y. Liu* and A. Murray, Comparison of the variability of HRV indices   between inter- and intra-subject: an observational study for normal sinus   rhythm subjects and congestive heart failure patients. Draft ready, Biomedical   Signal Processing and Control, 2018, 42: 30-36. (SCI IF: 2.214)

10. M.F. Xu, S.S. Wei*, X.W. Qin, Y.T. Zhang and C.Y.   Liu*, Rule-based method for morphology classification of ST segment in   ECG signal, Journal of Medical and Biological Engineering, 2015, 35(6):   816-823. (SCI IF: 0.971)

11. L.N. Zhao, S.S. Wei*, C.Q. Zhang, Y.T. Zhang and   C.Y. Liu*, Determination of sample entropy and fuzzy measure entropy   parameters for distinguishing congestive heart failure from normal sinus rhythm   subjects, Entropy, 2015, 17(9): 6270-6288. (SCI IF: 1.502)

Ø    Conference Papers

12.   Y.T. Zhang*, H. Liu, S.S. Wei and Z.S. Liu, To improve   performance of entropy methods for analyzing physiological signals using a   novel symbolic approach, Image and Signal Processing, BioMedical Engineering and   Informatics (CISP-BMEI),   2017 10th International Congress on. IEEE, 2017: 1-6. (EI)

13.   Y.T. Zhang*, S.S. Wei, Normal and abnormal Phonocardiogram   classification based waveform and frequency features using LSSVM, Natural Computation,   Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), 2017 13th International   Conference on. IEEE, 2017:   (EI)

14. Y.T. Zhang*, S.S. Wei,   L. Zhang and C.Y. Liu, A signal quality assessment method for mobile   ECG using multiple features and fuzzy support vector machine, Natural Computation,   Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), 2016 12th International   Conference on. IEEE, 2016: 966-971. (ISTP & EI)

15. Y.T. Zhang*, S.S. Wei, Y.T. Long and C.Y. Liu, On applying multi-scale entropy to quality assessment of   ECG collected via mobile phone, Control Conference (CCC), 2015 34th Chinese. IEEE, 2015: 4767-4771. (EI)

Ø    patent for Invention

2017  S.S. Wei, Y.T. Zhang, C.Y. Liu and X.Y. Xu, Quantitative scale method of   biological signals based on ELZ coding algorithm. 2017, No.:ZL201510567566.1

Research (before 2014)

Ø    enterprise projects

1. New carpet loom microcomputer   jacquard system. R&D funds from the enterprise-funded research projects:   RMB 100,000, Principal Investigator (1/5). 2013.05-, unfinished

2. Jacquard control system for high   speed inclined plane carpet loom, the science and technology development   project of Weihai city. RMB 100,000, Main Project Participant (3/5).   2010.07-2012.10

3. Jacquard control system. R&D   funds from the enterprise-funded research projects: RMB 100,000, Principal   Investigator (1/5). 2007.05-2009.10

4. Jacquard device for carpet loom   based on PC, the science and technology development   project of Weihai city. RMB 200,000, Main Project Participant (3/5).   2001.03-2002.12

Ø    HONORS AND AWARDS

2011       Won the second prize of Science and   Technology Award of Shandong Province, China, 2011, Main Project Participant   (3/6). Project: BL intelligent high speed carpet   loom.

2011         Won   the first prize of Science and Technology Award of Rizhao City, China, 2011,   Main Project Participant (3/6). Project: BL intelligent high speed carpet   loom.