Dr Katherine Silversides

PhD, BSc (Hons)(Advanced) Sydney

J04 - Rose Street Building
The University of Sydney


Website School of Aerospace, Mechanical and Mechatronic Engineering

Australian Centre for Field Robotics

Rio Tinto Centre for Mine Automation

Selected publications

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Journals

  • Silversides, K., Murphy, R. (2017). Identification of marker shale horizons in Banded Iron Formation: linking measurements of downhole natural gamma-ray with measurements from reflectance spectrometry of rock cores. Near Surface Geophysics.
  • Murphy, R., Silversides, K. (2017). Investigating variations in background response in measurements of downhole natural gamma in a banded iron formation in the Pilbara Western Australia. Journal of Applied Geophysics, 137, 118-137. [More Information]
  • Silversides, K., Melkumyan, A. (2017). Robust Library Building for Autonomous Classification of Downhole Geophysical Logs Using Gaussian Processes. Pure and Applied Geophysics, 174, 1255-1268. [More Information]
  • Silversides, K., Melkumyan, A. (2016). A Dynamic Time Warping based covariance function for Gaussian Processes signature identification. Computers and Geosciences, 96, 69-76. [More Information]
  • Silversides, K., Melkumyan, A., Wyman, D. (2016). Fusing Gaussian processes and dynamic time warping for improved natural gamma signal classification. Mathematical Geosciences, 48(2), 187-210. [More Information]
  • 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]

Conferences

  • Silversides, K., Melkumyan, A. (2016). Gaussian Processes based fusion of multiple data sources for automatic identification of geological boundaries in mining. 23rd International Conference on Neural Information Processing (ICONIP 2016), Cham: Springer. [More Information]
  • Silversides, K., Melkumyan, A. (2016). Output selection for Gaussian Processes classification in iron ore deposits. 35th International Geological Congress, Johannesburg: The Geological Society of South Africa.
  • Silversides, K., Melkumyan, A., Wyman, D. (2015). Automated lithological recognition using DTW signal processing of natural gamma logs. 37th International Symposium on the APPLICATION OF COMPUTERS AND OPERATIONS RESEARCH IN THE MINERAL INDUSTRY (APCOM 2015), Englewood, Colorado, USA: Society for Mining, Metallurgy, and Exploration, Inc. (SME).
  • Silversides, K., Melkumyan, A. (2015). Integration of downhole data sources with different resolution for improved boundary detection. The 12th SEGJ International Symposium, Tokyo, Japan: Society of Exploration Geophysicists of Japan.
  • 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.
  • 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.
  • 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. [More Information]
  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P. (2011). Identification of shale and ore boundaries using gaussian processes. Iron Ore 2011, Australia: AusIMM.

Patents

  • Silversides, K., Murphy, R., Wyman, D. (2014). Spectral Classification [SU15]. Patent No. 2011213480.
  • Silversides, K., Murphy, R., Wyman, D. (2013). Determination of rock types by spectral scanning (South Africa). Patent No. 201205721. South Africa.

2017

  • Silversides, K., Murphy, R. (2017). Identification of marker shale horizons in Banded Iron Formation: linking measurements of downhole natural gamma-ray with measurements from reflectance spectrometry of rock cores. Near Surface Geophysics.
  • Murphy, R., Silversides, K. (2017). Investigating variations in background response in measurements of downhole natural gamma in a banded iron formation in the Pilbara Western Australia. Journal of Applied Geophysics, 137, 118-137. [More Information]
  • Silversides, K., Melkumyan, A. (2017). Robust Library Building for Autonomous Classification of Downhole Geophysical Logs Using Gaussian Processes. Pure and Applied Geophysics, 174, 1255-1268. [More Information]

2016

  • Silversides, K., Melkumyan, A. (2016). A Dynamic Time Warping based covariance function for Gaussian Processes signature identification. Computers and Geosciences, 96, 69-76. [More Information]
  • Silversides, K., Melkumyan, A., Wyman, D. (2016). Fusing Gaussian processes and dynamic time warping for improved natural gamma signal classification. Mathematical Geosciences, 48(2), 187-210. [More Information]
  • Silversides, K., Melkumyan, A. (2016). Gaussian Processes based fusion of multiple data sources for automatic identification of geological boundaries in mining. 23rd International Conference on Neural Information Processing (ICONIP 2016), Cham: Springer. [More Information]
  • Silversides, K., Melkumyan, A. (2016). Output selection for Gaussian Processes classification in iron ore deposits. 35th International Geological Congress, Johannesburg: The Geological Society of South Africa.

2015

  • Silversides, K., Melkumyan, A., Wyman, D. (2015). Automated lithological recognition using DTW signal processing of natural gamma logs. 37th International Symposium on the APPLICATION OF COMPUTERS AND OPERATIONS RESEARCH IN THE MINERAL INDUSTRY (APCOM 2015), Englewood, Colorado, USA: Society for Mining, Metallurgy, and Exploration, Inc. (SME).
  • 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]
  • Silversides, K., Melkumyan, A. (2015). Integration of downhole data sources with different resolution for improved boundary detection. The 12th SEGJ International Symposium, Tokyo, Japan: Society of Exploration Geophysicists of Japan.

2014

  • 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.
  • Silversides, K., Murphy, R., Wyman, D. (2014). Spectral Classification [SU15]. Patent No. 2011213480.

2013

  • Silversides, K., Murphy, R., Wyman, D. (2013). Determination of rock types by spectral scanning (South Africa). Patent No. 201205721. South Africa.

2011

  • 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.
  • 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. [More Information]
  • Silversides, K., Melkumyan, A., Wyman, D., Hatherly, P. (2011). Identification of shale and ore boundaries using gaussian processes. Iron Ore 2011, Australia: AusIMM.

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