研究领域
Biomedical Engineering (Neural Engineering, Gate analysis, Metabolomics, Metagenomics, Cancer Data Anlytics and Neural Engineering)
Data Engineering (Unsupervised Deep Learning and Hardware based data interrogation)
Mechatronics (Networked Control and Smart Grids)
Professor Halgamuge’s research interests are in Data Engineering including Active data gathering sensor systems, Unsupervised Deep Learning, Big Data Analytics focusing on applications in Mechanical Engineering and Bioengineering. These applications vary from Sensor Networks in Irrigation, Smart Grids, and Sustainable Energy generation to Bioinformatics and Neuro-Engineering.
近期论文
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Wahid F, Begg R, Lythgo N, Hass CJ, Halgamuge S, Ackland D. A Multiple Regression Approach to Normalization of Spatiotemporal Gait Features. JOURNAL OF APPLIED BIOMECHANICS. Human Kinetics. 2016, Vol. 32, Issue 2.
Wahid M, Begg R, McClelland JA, Webster KE, Halgamuge S, Ackland D. A multiple regression normalization approach to evaluation of gait in total knee arthroplasty patients. CLINICAL BIOMECHANICS. Elsevier Science. 2016, Vol. 32.
Mendis G, Morrisroe E, Petrou S, Halgamuge S. Use of adaptive network burst detection methods for multielectrode array data and the generation of artificial spike patterns for method evaluation. JOURNAL OF NEURAL ENGINEERING. Institute of Physics Publishing. 2016, Vol. 13, Issue 2.
Wijetunge C, Saeed I, Boughton B, Roessner U, Halgamuge S. A new peak detection algorithm for MALDI mass spectrometry data based on a modified Asymmetric Pseudo-Voigt model. BMC GENOMICS. Biomed Central. 2015, Vol. 16, Issue 12.
Jayasundara D, Saeed I, Chang BC, Tang S-L, Halgamuge S. Accurate reconstruction of viral quasispecies spectra through improved estimation of strain richness. BMC BIOINFORMATICS. Biomed Central. 2015, Vol. 16.
Munoz MA, Sun Y, Kirley M, Halgamuge S. Algorithm selection for black-box continuous optimization problems: A survey on methods and challenges. INFORMATION SCIENCES. Elsevier. 2015, Vol. 317.
Halgamuge S, Wijenayaka Jayawardane C, Halgamuge S, Kayande U, Kayande U, Wijenayaka Jayawardane C. Attributing Conversion Credit in an Online Environment: An Analysis and Classification. 2015 3RD INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL AND BUSINESS INTELLIGENCE (ISCBI 2015). IEEE. 2015. Editors: Deb S, Santoso LW, Fong S.
Lau D, Eden J, Halgamuge S, Oetomo D. Cable Function Analysis for the Musculoskeletal StaticWorkspace of a Human Shoulder. 2nd International Conference on Cable-Driven Parallel Robots. Springer Verlag. 2015, Vol. 32. Editors: Pott A, Bruckmann T.
Wahid F, Begg RK, Hass CJ, Halgamuge S, Ackland D. Classification of Parkinson's Disease Gait Using Spatial-Temporal Gait Features. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS. IEEE - Institute of Electrical and Electronic Engineers. 2015, Vol. 19, Issue 6.
Wijetunge CD, Saeed I, Boughton B, Spraggins JM, Caprioli RM, Bacic A, Roessner U, Halgamuge S. EXIMS: an improved data analysis pipeline based on a new peak picking method for EXploring Imaging Mass Spectrometry data. BIOINFORMATICS. Oxford University Press. 2015, Vol. 31, Issue 19.