Dr Arman Melkumyan

Senior Lecturer
Postdoctoral Fellow

J04 - Rose Street Building
The University of Sydney


Selected publications

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Journals

  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P. (2015). Automated recognition of stratigraphic marker shales from geophysical logs in iron ore deposits. Computers and Geosciences, 77, 118-125. [More Information]
  • Murphy, R., Chlingaryan, A., Melkumyan, A. (2015). Gaussian processes for estimating wavelength position of the ferric iron crystal field feature at ~900 nm from hyperspectral imagery acquired in the short-wave infrared (1002-1355 nm). IEEE Transactions on Geoscience and Remote Sensing, 53(4), 1907-1920. [More Information]
  • Melkumyan, A., Mai, Y. (2009). Electroelastic gap waves between dissimilar piezoelectric materials in different classes of symmetry. International Journal of Solids and Structures, 46, 3760-3770. [More Information]
  • Melkumyan, A., Mai, Y. (2008). Influence of imperfect bonding on interface waves guided by piezoelectric/piezomagnetic composites. Philosophical Magazine (London, 2003), 88(23), 2965-2977. [More Information]
  • Melkumyan, A. (2007). On acoustic and electric waves diffraction in piezoelectric medium by a permeable half-plane crack. Zeitschrift Fur Angewandte Mathematik Und Physik, 58(2), 330-349. [More Information]
  • Melkumyan, A. (2007). On diffraction of acoustic and electric waves in piezoelectric medium by an absorbent half-plane electrode. International Journal of Solids and Structures, 44(11-12), 3811-3827. [More Information]
  • Melkumyan, A. (2007). Twelve shear surface waves guided by lamped/free boundaries in magneto-electro-elastic materials. International Journal of Solids and Structures, 44(10), 3594-3599. [More Information]
  • Melkumyan, A. (2005). Comments on "Dynamic crack propagation in piezoelectric materials-Part I. Electrode solution" by Shaofan Li, Peter A. Mataga [J. Mech. Phys. Solids 44 (1996) 1799-1830]. Journal of the Mechanics and Physics of Solids, 53(8), 1918-1925. [More Information]
  • Melkumyan, A. (2005). Comments on "Explicit transient solutions for a mode III crack subjected to dynamic concentrated loading in a piezoelectric material" by Yi-Shyong Ing, Mau-Jung Wang [Int. J. Solids Struct. 41 (2004) 3849-3864]. International Journal of Solids and Structures, 42(26), 6700-6704. [More Information]

Conferences

  • Uezato, T., Murphy, R., Melkumyan, A., Chlingaryan, A. (2015). Spectral curve-based endmember extraction method. 7th Workshop on Hyperspectral Image and Signal Processing:Evolution in Remote Sensing (Whispers). IEEE.
  • Balamurali, M., Melkumyan, A. (2014). Automated identification of geological domains for exploration assays with ambiguous initial domain assignment in an iron ore deposit. Ninth International Mining Geology Conference 2014, Victoria, Australia: The Australasian Institute of Mining and Metallurgy.
  • Silversides, K., Melkumyan, A. (2014). Comparison between Gaussian processes and dynamic time warping for classification of marker shales in iron ore deposits. Orebody Modelling and Strategic Mine Planning SMP 2014, Perth: The Australasian Institute of Mining and Metallurgy.
  • Uezato, T., Murphy, R., Melkumyan, A., Chlingaryan, A., Schneider, S. (2014). Multiple endmember spectral unmixing within a multi-task framework. IEEE Geoscience and Remote Sensing Society (GRSS) and the Canadian Remote Sensing Society. IEEE.
  • Murphy, R., Chlingaryan, A., Melkumyan, A. (2013). Predicting Wavelength Position of the Ferric Iron Absorption at -900 nm from Hyperspectral Data (1000-2500 nm). 36th APCOM Applications of Computers and Operations Research in the Mineral Industry, Porto Alegre, Brazil: Fundacao Luiz Englert.
  • Melkumyan, A., Hatherly, P., Zhou, C. (2012). Fusion of drill monitoring data with geological borehole assays. 12th ISRM International Congress on Rock Mechanics, London, United Kingdom: CRC Press.
  • Vasudevan, S., Melkumyan, A., Scheding, S. (2012). Information fusion in multi-task Gaussian process models. 2012 IEEE International Conference on Multisensor Fusion and Information Integration (MFI 2012), New York: (IEEE) Institute of Electrical and Electronics Engineers. [More Information]
  • Schneider, S., Melkumyan, A., Murphy, R., Nettleton, E. (2012). On the potential of hyperspectral data for robotics perception: Hyperspectral data fusion for building environmental models for autonomous mining. Robotics: Science and Systems VIII, Sydney, NSW, Australia: Robotics Science and Systems.
  • Innes, C., Nettleton, E., Melkumyan, A. (2011). A System for Ore Tracking in Autonomous Mining. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.
  • Schneider, S., Murphy, R., Melkumyan, A., Nettleton, E. (2011). Autonomous Mapping of Mine Face Geology Using Hyperspectral Data. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.
  • Silversides, K., Melkumyan, A., Hatherly, P., Wyman, D. (2011). Boundary classification for automated geological modelling. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.
  • Schneider, S., Melkumyan, A., Murphy, R., Nettleton, E. (2011). Classification of hyperspectral imagery using GPs and the OAD covariance function with automated endmember extraction. 2011 23rd IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2011), Los Alamitos, CA, USA: (IEEE) Institute of Electrical and Electronics Engineers. [More Information]
  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P., Nettleton, E. (2011). Detection of Geological Structure using Gamma Logs for Autonomous Mining. IEEE International Conference on Robotics and Automation ICRA 2011, USA: (IEEE) Institute of Electrical and Electronics Engineers.
  • Innes, C., Nettleton, E., Melkumyan, A. (2011). Estimation and tracking of excavated material in mining. 14th International Conference on Information Fusion, Chicago, USA: International Society on Information Fusion - ISIF.
  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P. (2011). Identification of shale and ore boundaries using gaussian processes. Iron Ore 2011, Australia: AusIMM.
  • Melkumyan, A. (2011). Machine learning via Gaussian processes for solving differential and integral equations. Sixth M.I.T Conference on Computational Fluid and Solid Mechanics.
  • Melkumyan, A., Ramos, F. (2011). Multi-kernel Gaussian processes. 22nd International Joint Conference on Artificial Intelligence, Menlo Park, California, USA: AAAI Press. [More Information]
  • Melkumyan, A., Ramos, F. (2011). Non-Parametric Bayesian Learning for Resource Estimation in the Autonomous Mine. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.
  • Schneider, S., Melkumyan, A., Murphy, R., Nettleton, E. (2010). Gaussian Processes with OAD covariance function for hyperspectral data classification. 2010 22nd International Conference on Tools with Artificial Intelligence ICTAI10, USA: (IEEE) Institute of Electrical and Electronics Engineers. [More Information]
  • Melkumyan, A., Murphy, R. (2010). Spectral Domain Noise Suppression in Dual-Sensor Hyperspectral Imagery Using Gaussian Processes. ICONIP 2010 - 17th International Conference on Neural Information Processing, Germany: Springer.
  • Melkumyan, A., Ramos, F. (2009). A Sparse Covariance Function for Exact Gaussian Process Inference in Large Datasets. Twenty-first International Joint Conference on Artificial Intelligence (IJCAI-09), Menlo Park, California: AAAI Press.
  • Melkumyan, A., Nettleton, E. (2009). An observation angle dependent nonstationary covariance function for gaussian process regression. Neural Information Processing,16th International Conference, ICONIP 2009, Germany: Springer. [More Information]
  • Perera, L., Melkumyan, A., Nettleton, E. (2009). On the Linear and Nonlinear Observability Analysis of the SLAM Problem. IEEE International Conference on Mechatronics 2009, Spain: (IEEE) Institute of Electrical and Electronics Engineers.

Patents

  • Melkumyan, A., Ramos, F. (2013). A Method and System for Data Analysis and Synthesis [SU05] (USA). Patent No. 8438121.
  • Ramos, F., Melkumyan, A. (2010). A Method and System of Data Modelling [SU04]. Patent No. 2010/00100. South Africa.

2015

  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P. (2015). Automated recognition of stratigraphic marker shales from geophysical logs in iron ore deposits. Computers and Geosciences, 77, 118-125. [More Information]
  • Murphy, R., Chlingaryan, A., Melkumyan, A. (2015). Gaussian processes for estimating wavelength position of the ferric iron crystal field feature at ~900 nm from hyperspectral imagery acquired in the short-wave infrared (1002-1355 nm). IEEE Transactions on Geoscience and Remote Sensing, 53(4), 1907-1920. [More Information]
  • Uezato, T., Murphy, R., Melkumyan, A., Chlingaryan, A. (2015). Spectral curve-based endmember extraction method. 7th Workshop on Hyperspectral Image and Signal Processing:Evolution in Remote Sensing (Whispers). IEEE.

2014

  • Balamurali, M., Melkumyan, A. (2014). Automated identification of geological domains for exploration assays with ambiguous initial domain assignment in an iron ore deposit. Ninth International Mining Geology Conference 2014, Victoria, Australia: The Australasian Institute of Mining and Metallurgy.
  • Silversides, K., Melkumyan, A. (2014). Comparison between Gaussian processes and dynamic time warping for classification of marker shales in iron ore deposits. Orebody Modelling and Strategic Mine Planning SMP 2014, Perth: The Australasian Institute of Mining and Metallurgy.
  • Uezato, T., Murphy, R., Melkumyan, A., Chlingaryan, A., Schneider, S. (2014). Multiple endmember spectral unmixing within a multi-task framework. IEEE Geoscience and Remote Sensing Society (GRSS) and the Canadian Remote Sensing Society. IEEE.

2013

  • Melkumyan, A., Ramos, F. (2013). A Method and System for Data Analysis and Synthesis [SU05] (USA). Patent No. 8438121.
  • Murphy, R., Chlingaryan, A., Melkumyan, A. (2013). Predicting Wavelength Position of the Ferric Iron Absorption at -900 nm from Hyperspectral Data (1000-2500 nm). 36th APCOM Applications of Computers and Operations Research in the Mineral Industry, Porto Alegre, Brazil: Fundacao Luiz Englert.

2012

  • Melkumyan, A., Hatherly, P., Zhou, C. (2012). Fusion of drill monitoring data with geological borehole assays. 12th ISRM International Congress on Rock Mechanics, London, United Kingdom: CRC Press.
  • Vasudevan, S., Melkumyan, A., Scheding, S. (2012). Information fusion in multi-task Gaussian process models. 2012 IEEE International Conference on Multisensor Fusion and Information Integration (MFI 2012), New York: (IEEE) Institute of Electrical and Electronics Engineers. [More Information]
  • Schneider, S., Melkumyan, A., Murphy, R., Nettleton, E. (2012). On the potential of hyperspectral data for robotics perception: Hyperspectral data fusion for building environmental models for autonomous mining. Robotics: Science and Systems VIII, Sydney, NSW, Australia: Robotics Science and Systems.

2011

  • Innes, C., Nettleton, E., Melkumyan, A. (2011). A System for Ore Tracking in Autonomous Mining. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.
  • Schneider, S., Murphy, R., Melkumyan, A., Nettleton, E. (2011). Autonomous Mapping of Mine Face Geology Using Hyperspectral Data. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.
  • Silversides, K., Melkumyan, A., Hatherly, P., Wyman, D. (2011). Boundary classification for automated geological modelling. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.
  • Schneider, S., Melkumyan, A., Murphy, R., Nettleton, E. (2011). Classification of hyperspectral imagery using GPs and the OAD covariance function with automated endmember extraction. 2011 23rd IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2011), Los Alamitos, CA, USA: (IEEE) Institute of Electrical and Electronics Engineers. [More Information]
  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P., Nettleton, E. (2011). Detection of Geological Structure using Gamma Logs for Autonomous Mining. IEEE International Conference on Robotics and Automation ICRA 2011, USA: (IEEE) Institute of Electrical and Electronics Engineers.
  • Innes, C., Nettleton, E., Melkumyan, A. (2011). Estimation and tracking of excavated material in mining. 14th International Conference on Information Fusion, Chicago, USA: International Society on Information Fusion - ISIF.
  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P. (2011). Identification of shale and ore boundaries using gaussian processes. Iron Ore 2011, Australia: AusIMM.
  • Melkumyan, A. (2011). Machine learning via Gaussian processes for solving differential and integral equations. Sixth M.I.T Conference on Computational Fluid and Solid Mechanics.
  • Melkumyan, A., Ramos, F. (2011). Multi-kernel Gaussian processes. 22nd International Joint Conference on Artificial Intelligence, Menlo Park, California, USA: AAAI Press. [More Information]
  • Melkumyan, A., Ramos, F. (2011). Non-Parametric Bayesian Learning for Resource Estimation in the Autonomous Mine. 35th APCOM Symposium 2011, Carlton, Victoria: The Australasian Institute of Mining and Metallurgy.

2010

  • Ramos, F., Melkumyan, A. (2010). A Method and System of Data Modelling [SU04]. Patent No. 2010/00100. South Africa.
  • Schneider, S., Melkumyan, A., Murphy, R., Nettleton, E. (2010). Gaussian Processes with OAD covariance function for hyperspectral data classification. 2010 22nd International Conference on Tools with Artificial Intelligence ICTAI10, USA: (IEEE) Institute of Electrical and Electronics Engineers. [More Information]
  • Melkumyan, A., Murphy, R. (2010). Spectral Domain Noise Suppression in Dual-Sensor Hyperspectral Imagery Using Gaussian Processes. ICONIP 2010 - 17th International Conference on Neural Information Processing, Germany: Springer.

2009

  • Melkumyan, A., Ramos, F. (2009). A Sparse Covariance Function for Exact Gaussian Process Inference in Large Datasets. Twenty-first International Joint Conference on Artificial Intelligence (IJCAI-09), Menlo Park, California: AAAI Press.
  • Melkumyan, A., Nettleton, E. (2009). An observation angle dependent nonstationary covariance function for gaussian process regression. Neural Information Processing,16th International Conference, ICONIP 2009, Germany: Springer. [More Information]
  • Melkumyan, A., Mai, Y. (2009). Electroelastic gap waves between dissimilar piezoelectric materials in different classes of symmetry. International Journal of Solids and Structures, 46, 3760-3770. [More Information]
  • Perera, L., Melkumyan, A., Nettleton, E. (2009). On the Linear and Nonlinear Observability Analysis of the SLAM Problem. IEEE International Conference on Mechatronics 2009, Spain: (IEEE) Institute of Electrical and Electronics Engineers.

2008

  • Melkumyan, A., Mai, Y. (2008). Influence of imperfect bonding on interface waves guided by piezoelectric/piezomagnetic composites. Philosophical Magazine (London, 2003), 88(23), 2965-2977. [More Information]

2007

  • Melkumyan, A. (2007). On acoustic and electric waves diffraction in piezoelectric medium by a permeable half-plane crack. Zeitschrift Fur Angewandte Mathematik Und Physik, 58(2), 330-349. [More Information]
  • Melkumyan, A. (2007). On diffraction of acoustic and electric waves in piezoelectric medium by an absorbent half-plane electrode. International Journal of Solids and Structures, 44(11-12), 3811-3827. [More Information]
  • Melkumyan, A. (2007). Twelve shear surface waves guided by lamped/free boundaries in magneto-electro-elastic materials. International Journal of Solids and Structures, 44(10), 3594-3599. [More Information]

2005

  • Melkumyan, A. (2005). Comments on "Dynamic crack propagation in piezoelectric materials-Part I. Electrode solution" by Shaofan Li, Peter A. Mataga [J. Mech. Phys. Solids 44 (1996) 1799-1830]. Journal of the Mechanics and Physics of Solids, 53(8), 1918-1925. [More Information]
  • Melkumyan, A. (2005). Comments on "Explicit transient solutions for a mode III crack subjected to dynamic concentrated loading in a piezoelectric material" by Yi-Shyong Ing, Mau-Jung Wang [Int. J. Solids Struct. 41 (2004) 3849-3864]. International Journal of Solids and Structures, 42(26), 6700-6704. [More Information]

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