Curtin University Homepage
  • Library
  • Help
    • Admin

    espace - Curtin’s institutional repository

    JavaScript is disabled for your browser. Some features of this site may not work without it.
    View Item 
    • espace Home
    • espace
    • Curtin Theses
    • View Item
    • espace Home
    • espace
    • Curtin Theses
    • View Item

    Improving interpretation and modelling techniques in geoscience using deep generative networks (GANs)

    Xu Y 2025 Public.pdf (7.140Mb)
    Access Status
    Open access
    Authors
    Xu, Yun (Rachel)
    Date
    2025
    Supervisor
    Gretchen Benedix-Bland
    Vladimir Puzyrev
    Chris Elders
    Ritu Gupta
    Type
    Thesis
    Award
    PhD
    
    Metadata
    Show full item record
    Faculty
    Science and Engineering
    School
    School of Earth and Planetary Sciences
    URI
    http://hdl.handle.net/20.500.11937/98196
    Collection
    • Curtin Theses
    Abstract

    Generative Adversarial Networks are a novel, data-efficient method by which models are trained to learn from a limited amount of labelled data and to generate synthetic data, which reduces the burden of manual annotation. This thesis examines the generative adversarial power of GANs in geoscience, exploring how they can be used to unravel the underlying geological patterns and geostatistical features inherent in the geoscience data.

    Related items

    Showing items related by title, author, creator and subject.

    • Thermal History and Deep Overpressure Modelling in the Northern Carnarvon Basin, North West Shelf, Australia
      He, Sheng (2002)
      The Northern Carnarvon Basin is the richest petroleum province in Australia. About 50 gas/condensate and oil fields, associated mainly with Jurassic source rocks, have been discovered in the sub-basins and on the Rankin ...
    • Status Evaluation of Palm Oil Waste Management Sustainability in Malaysia
      Aja, Aja; Oseghale, S.; Mohamed, A. (2017)
      Malaysia occupies a strategic position in palm oil production and export in the world. The palm oil industrial process is been characterized by huge waste generation both in the upstream and downstream sectors. In 2015, ...
    • Improving the relevance of web search results by combining web snippet categorization, clustering and personalization
      Zhu, Dengya (2010)
      Web search results are far from perfect due to the polysemous and synonymous characteristics of nature languages, information overload as the results of information explosion on the Web, and the flat list, “one size fits ...
    Advanced search

    Browse

    Communities & CollectionsIssue DateAuthorTitleSubjectDocument TypeThis CollectionIssue DateAuthorTitleSubjectDocument Type

    My Account

    Admin

    Statistics

    Most Popular ItemsStatistics by CountryMost Popular Authors

    Follow Curtin

    • 
    • 
    • 
    • 
    • 

    CRICOS Provider Code: 00301JABN: 99 143 842 569TEQSA: PRV12158

    Copyright | Disclaimer | Privacy statement | Accessibility

    Curtin would like to pay respect to the Aboriginal and Torres Strait Islander members of our community by acknowledging the traditional owners of the land on which the Perth campus is located, the Whadjuk people of the Nyungar Nation; and on our Kalgoorlie campus, the Wongutha people of the North-Eastern Goldfields.