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Dr Jinsong Leng

Research Fellow

Contact Information Telephone: (61 8) 9370 6332, Mobile: 0400 878 668, Email: j.leng@ecu.edu.au, Campus: Mount Lawley, Room: ML13.124
Staff Member Details
Telephone: (61 8)  9370 6332  
Mobile: 0400 878 668  
Email: j.leng@ecu.edu.au   
Campus: Mount Lawley  
Room: ML13.124  

 

Jinsong is a Research Fellow in the School of Computer and Security Science and is a member of the eAgriculture Research Group and Artificial Intelligence and Optimisation Research Group.

Background

  • Research Fellow
  • Research Associate
  • Software Engineer
  • Senior Electrical Engineer

Research Areas and Interests

  • Artificial Intelligence and machine Learning
  • Multi-agent Systems; Image Processing, Data Mining, and reinforcement learning

Staff Qualifications

  • Doctor of Philosophy, University of South Australia, 2008 .

Research

Recent Research Grants

  • Utilisation of leading edge ICT to enhance Australian and Indian ground water and land resources under climate change scenarios,  The Department of Industry, Innovation, Climate Change, Science, Research and Tertiary Education ,  Australia-India Strategic Research Fund,  2012 - 2013,  $40,020.

Recent Publications (within the last five years)

Book Chapters

  • Leng, J., Lim, CP., Li, J., Li, D., Jain, L., (2010), A Role-based Cognitive Architecture for Multiagent Teaming. Agent and Multi-agent Technology for Internet and Enterprise Systems, 2010. Studies in Computational Intelligence, 289(15), 229-256, Berlin , DOI: 10.1007/978-3-642-13526-2_11.

Journal Articles

  • Babatunde, O., Armstrong, L., Leng, J., Diepeveen, D., (2014), Zernike Moments and Genetic Algorithm : Tutorial and Application. British Journal of Mathematics and Computer Science, 4(15), 2217-2236 , DOI: 10.9734/BJMCS/2014/10931.
  • Huang, Z., Leng, J., (2014), Text Extraction in Natural Scenes using Region-based Method. Journal of Digital Information Management, 12(4), 246-253.
  • Babatunde, O., Armstrong, L., Leng, J., Diepeveen, D., (2014), On the Application of Genetic Probabilistic Neural Networksand Cellular Neural Networks in Precision Agriculture. Asian Journal of Computer and Information Systems, 2(4), 90-101.
  • Babatunde, O., Armstrong, L., Leng, J., Diepeveen, D., (2014), A Genetic Algorithm-Based Feature Selection. International Journal of Electronics Communication and Computer Engineering, 5(4), 899-905.
  • Huang, Z., Leng, J., (2013), Analysis on Segmentation and Registration for Chinese Seal Identification. International Journal of Advancements in Computing Technology, 5(4), 673-680, DOI: doi:10.4156/ijact.vol5.issue4.80.
  • Leng, J., Huang, Z., (2012), On analysis of circle moments and texture features for cartridge images recognition. Expert Systems with Applications: An International Journal, 39(2), 2092-2101, DOI: 10.1016/j.eswa.2011.08.003.
  • Huang, Z., Leng, J., (2011), A new seal verification for Chinese color seal. Applied Mechanics and Materials, 58-60(1), 2558-2563, DOI: 10.4028/www.scientific.net/AMM.58-60.2558.
  • Leng, J., Lim, CP., (2011), Reinforcement learning of competitive and cooperative skills in soccer agents. Applied Soft Computing , 11(1), 1353-1362, DOI: 10.1016/j.asoc.2010.04.007.
  • Leng, J., Huang, Z., (2011), Outliers detection with correlated subspaces for high dimensional datasets. International Journal of Wavelets, Multiresolution and Information Processing, 9(2), 227-236, DOI: 10.1142/S0219691311004067.
  • Leng, J., Hong, T., (2010), Mining Outliers in Correlated Subspaces for High Dimensional Data Sets. Fundamenta Informaticae, 98(1), 71-86, The Netherlands.

Conference Publications

  • Babatunde, O., Armstrong, L., Leng, J., Diepeveen, D., (2014), Application of Cellular Neural Networks and NaiveBayes Classifier in Agriculture. Proceedings of the 9th Conference of the Asian Federation for Information Technology in Agriculture, 91-100, Australia.
  • Neuhaus, A., Leng, J., Armstrong, L., (2014), Integrating soil and plant tissue tests to improve in-season nitrogen recommendation., 1-7, Perth .
  • Leng, J., Neuhaus, A., Armstrong, L., (2014), A network that really works ? the application of artificial neural networksto improve yield predictions and nitrogen management in WesternAustralia. Proceedings of the 9th Conference of the Asian Federation for Information Technology in Agriculture, 298-306, Perth, Australia.
  • Leng, J., (2014), Modelling and Analysis on Noisy Financial Time Series. Journal of Computer and Communications, 2(12 - 14 Jan 2014), 64-69, Hubei Province, China, DOI: 10.4236/jcc.2014.22012.
  • Leng, J., Huang, Z., (2012), On analysis of circle moments and texture features for cartridge images recognition. Expert Systems with Applications: An International Journal, 39(8-13 Nov 2010), 2092-2101, Oxford, UK, DOI: 10.1016/j.eswa.2011.08.003.
  • Leng, J., Huang, Z., Li, D., (2010), Analyzing Texture Features of Ballistic Projectile Images for Firearm Identification. Proceedings of the 2010 International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV'10), II(12-15 July), 774-778, United States of America.
  • Leng, J., (2010), A Novel Subspace Outlier Detection Approach in High Dimensional Data Sets. ICCEE 2010 2010 3rd International Conference on Computer and Electrical Engineering, I(16-18 Nov), 162-165, Piscataway, N.J..
  • Leng, J., Valli, C., Armstrong, L., (2010), A Wrapper-based Feature Selection for Analysis of Large Data Sets. 2010 3rd International Conference on Computer and Electrical Engineering (ICCEE 2010), 1(16-18 Nov), 167-170, Piscataway, N.J..
  • Leng, J., Huang, Z., Li, D., (2010), Features Extraction and Classification of Cartridge Images for Ballistics Identification. Trends in Applied Intelligent Systems 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Cordoba, Spain, June 1-4, 2010, Proceedings, Part III, LNCS 6098(1-4 June 2010), 331-340, Berlin , DOI: 10.1007/978-3-642-13033-5.
  • Huang, Z., Leng, J., (2010), Analysis of Hu?s Moment Invariants on Image Scaling and Rotation. Computer Engineering and Technology (ICCET), 2010 2nd International Conference on , V7(16-18 April 2010), 476-480, Piscataway, N.J., DOI: 10.1109/ICCET.2010.5485542.
  • Huang, Z., Leng, J., (2010), A Novel Binarization Algorithm for Ballistics Imaging Systems. 2010 3rd International Congress on Image and Signal Processing (CISP 2010), 3(16-18 Oct 2010), 1287-1291, Piscataway, N.J., DOI: 10.1109/CISP.2010.5647685.
  • Huang, Z., Leng, J., (2010), An online ballistics imaging system for firearm identification. ICSPS 2010 Proceedings of the 2nd International Conference on Signal Processing Systems, 2(5-7 July 2010), 68-72, Piscataway, N.J., DOI: 10.1109/ICSPS.2010.5555219.
  • Leng, J., Huang, Z., Li, D., (2010), Optical Imaging and Analysis of Firing-pin Marks for Ballistics Identification. Proceedings of the 2010 International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV'10), 1(12-15 July), 720-725, United States of America.
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