Presentations

• Shutdown Maintenance Scheduling using Two-Stage Stochastic Programming with Endogenous Uncertainty

  Srimali Gunasekara
• Long-term maintenance optimization for integrated mining operations

  Yingying Yang
• Hoa Bui and her team is a finalist of the 2024 Curtinnovation Awards

  Hoa Bui
• Understanding patterns in your maintenance data prevents failures

  Braden Thorne
• Applications of Open-source Large Language Models

  Sirui Li
• AI and Predictive Maintenance

  Melinda Hodkiewicz
• The use of traditional Machine Learning (ML) on accelerometer data from children- my experience riding on the accelerometery wild horse

  Andrew Rohl
• The Failure Project - Semantic modelling of how processes and things fail

  Melinda Hodkiewicz
• Failure project briefing Oslo

  Melinda Hodkiewicz
• Industrial Data Extraction and Use - SIEMENS Technology

  Melinda Hodkiewicz
• An exact cutting plane algorithm for the Euclidean Max-Sum Diversity Problem

  Sandy Spiers
• Semantic Arts in US - Industrial Data Extraction and Use

  Melinda Hodkiewicz
• Failure Project presentation

  Melinda Hodkiewicz
• IOF Maintenance Working Group tutorial

  Melinda Hodkiewicz
• Conversational Data Analysis using ChatGPT

  Aloke Phatak
• WOMBAT 2023 - Parallel Machine Scheduling Problem with Flexible Resources and Shift Consideration

  Ponpot Jartnillaphand
• WOMBAT 2023 - Cutting Plane Methods are Exact for Euclidean Max-Sum Problems

  Sandy Spiers
• CySpider: A Neural Semantic Parsing Corpus with Baseline Models for Property Graphs

  Ziyu Zhao
• Long-term Integrated Maintenance Scheduling Optimisation

  Yingying Yang
• Large Language Models for Failure Mode Classification: An Investigation

  Michael Stewart
• Cutting Plane Algorithms are Exact for Euclidean Max-Sum Problems

  Sandy Spiers
• Understanding the Difficulties of Optimisation

  Sandy Spiers
• Comparing two Bayesian Hierarchical Models for Estimating Individual Failure Time Distributions from Inspection Data with Noise

  Gabriel Gonzalez
• Optimising Maintenance Teams

  Ponpot Jartnillaphand
• Answering Logical Queries on Technical Knowledge Graphs

  (no authors)
• Simplified Cone Embeddings with Symbolic Operators for Complex Logical Queries poster presentation

  (no authors)
• Detecting transitions in dynamical and industrial systems

  Michael Small
• The Benefits of Reservoir Computing Embedding for Recurrence Analysis

  Braden Thorne
• Time Series Analysis with Machine Learning

  Michael Small
• Advances in Time Series Analysis With Reservoir Computing

  Braden Thorne
• Nonlinear time series analysis of industrial data with uncertainty

  Shuixiu Lu
• Estimation and Testing with Extended Sequential Order Statistics

  Tim Pesch
• Industrial data and the resurrection of ontologies

  Melinda Hodkiewicz
• Dynamical System Approaches to Online Fault Detection

  Braden Thorne
• IFORS 2023 - An exact cutting plane method for the Euclidean Max-Sum Diversity Problem

  Sandy Spiers
• SConE: Simplified Cone Embeddings with Symbolic Operators for Complex Logical Queries poster presentation

  (no authors)
• On outer approximation method for nonconvex binary optimization

  Hoa Bui
• WMC Presentation - Get the most out of condition monitoring data: Improving conveyor belt wear forecasts to make better maintenance decisions

  Ryan Leadbetter
• Transforming Maintenance Through Data Science

  Andrew Rohl
• Prof Andrew Rohl and Ryan Leadbetter - Roundtable panel discussion AI in Industry chaired by Karin Breitman

  Ryan Leadbetter
• Risk-Based Maintenance Scheduling Optimisation

  Srimali Gunasekara
• Get the most out of condition monitoring data: Improving conveyor belt wear forecasts to make better maintenance decisions.

  Ryan Leadbetter
• Complex Data Requires Creative Solutions

  Aloke Phatak
• Sequential Order Statistics for Non-identical Component Lifetimes

  Tim Pesch
• Cylinder Embeddings for Multi-hop Reasoning over Knowledge Graphs

  (no authors)
• Critical Transitions in Complex Systems

  Michael Small
• Unlocking the Potential of Data Science: Developing an Assessment Tool for Organisational Capability

  Keyao Li
• Question Answering over Temporal Knowledge Graphs

  Sirui Li
• Estimation with Extended Single Order Statistics

  Tim Pesch
• Estimation with ESOS

  Tim Pesch
• EACL 2023 - CylE: Cylinder Embeddings for Multi-hop Reasoning over Knowledge Graphs

  (no authors)
• CylE: Cylinder Embeddings for Multi-hop Reasoning over Knowledge Graphs - poster presentation

  (no authors)
• NLP meets ontologies for industrial knowledge graphs on maintenance texts

  Melinda Hodkiewicz
• Maintenance through Data Science: A Summary of Work to Date

  Andrew Rohl
• A fresh look at the Future of Technical Language Processing Research in the eyes of ChatGPT

  Wei Liu
• Questioning your maintenance data and get accurate answers

  Ziyu Zhao
• Industrial Knowledge Graphs for Maintenance applications

  Melinda Hodkiewicz
• DARE Presentation - Reliability Inference with Extended Sequential Order Statistics

  Tim Pesch
• DARE presentation - Conveyor Belt Wear Forecasting through a Bayesian Hierarchical Modeling Framework using Functional Data Analysis and Gamma Processes by Ryan Leadbetter

  Ryan Leadbetter
• AI on maintenance data - challenges to value delivery

  Melinda Hodkiewicz
• Ontologies meet NLP - with a spare parts perspective

  Melinda Hodkiewicz
• Ontologies meet NLP NLP-with a spare parts perspective

  Melinda Hodkiewicz
• Natural Language Query For Technical Knowledge Graph Navigation

  Ziyu Zhao
• What does the Data Say or Why I don't like analogies?

  Michael Small
• A Novel Approach to Time Series Complexity via Reservoir Computing - AJCAI 2022

  Braden Thorne
• Tutorial at AJCAI 2022 - A Practical Guide to Knowledge Graph Construction from Technical Short Text

  Michael Stewart
• Forecasting Conveyor Belt Wear using Bayesian Hierarchical Modelling

  Ryan Leadbetter
• Industrial Equipment Reference Data Sets - a review of structures and utility

  Jens Klump
• Ontologies meet NLP

  Melinda Hodkiewicz
• Common definitions for mining technology

  Melinda Hodkiewicz
• Transforming Maintenance through Data Science

  Aloke Phatak
• QUARRY: A Graph Model for Queryable Association Rules

  Michael Stewart
• Optimisation platform for shutdown maintenance scheduling

  Hoa Bui
• Conveyor belt wear forecasting through a Bayesian Hierarchical Modeling framework using functional data analysis and gamma processes.

  Ryan Leadbetter
• Multi-skilled Workforce and Maintenance Job Scheduling in Turnaround Maintenance.

  Ponpot Jartnillaphand
• Human Side of Data Science Innovation Management

  Keyao Li
• Building a Data Fit Organisation

  Melinda Hodkiewicz
• How is intelligence artificially learnt

  Wei Liu
• Plant shutdown planning problems.

  Mojtaba Heydar
• Lifetime Prediction for Systems with heterogeneous Components

  Tim Pesch
• Latest advances in Natural Language Processing and how this can improve automation

  Wei Liu
• Optimisation Methods for Maintenance Scheduling in the Mining industry

  Hoa Bui
• Degradation modelling in mining and mineral processing equipment: a comparison of two statistical approaches

  Gabriel Gonzalez
• Cost Aggregate Queries on Knowledge Graph Augmented by Reference Data Libraries

  Ziyu Zhao
• Periscope: A tool for centralised asset reliability assessment powered by NLP

  Tyler Bikaun
• Optimal maintenance scheduling for Alcoa digester banks

  Sandy Spiers
• Global PM Days Keynote Speech

  Keyao Li
• Are we ready for a rational discussion? The existence of biases in construction dispute negotiation

  Keyao Li
• QuickGraph: A Rapid Annotation Tool for Knowledge Graph Extraction from Technical Text

  Tyler Bikaun
• An alternative approach to conventional methods of belt wear modelling and forecasting

  Ryan Leadbetter
• A Computer Vision Based Approach to Measuring Remaining Useful Life of Sizer Barrels

  Braden Thorne
• Reasoning about technical language for incomplete knowledge graphs using query embedding

  (no authors)
• Employee Digital Capabilities and Talent Development

  Keyao Li
• Scheduling Tool for Furnace Outages at Kwinana Nickel Refinery by Hoa Bui

  Hoa Bui
• Data fit organisation pilot research project: Insights from a data workflow by Eden Li and Mitin Hirani

  Keyao Li
• A data fit organization and new approach in building organizational data capabilities

  Keyao Li
• Time Series Analysis with Reservoir Computing: Foundations and Applications

  Braden Thorne
• Knowledge-Graph-Based Question Answering

  Ziyu Zhao
• An introduction to time series analysis with reservoircomputing

  Braden Thorne
• Key features of future work and capability requirements for a thriving workforce

  Mark Griffin
• ICMIAM AI on maintenance data -challenges to value delivery

  Melinda Hodkiewicz
• ICMIAM Informative Bayesian Survival Methods to Handle Heavy Censoring in Lifetime Data

  Ryan Leadbetter
• ICMIAM Estimating the remaining useful life of process piping using Bayesian methods

  Gabriel Gonzalez
• AI On Maintenance Data - Challenges To Value Delivery.

  Melinda Hodkiewicz
• A technical language processing-based solution to automatically calculating lubrication-related costs from maintenance work orders - presentation at PHM 2021, TLP Workshop

  Michael Stewart
• LexiClean: An annotation tool for rapid multi-task lexical normalisation

  Tyler Bikaun
• Modular ontologies for maintenance texts

  Melinda Hodkiewicz
• Learning the dynamics: from radial basis functions to reservoir computers.

  Michael Small
• SOS for non-id components

  Tim Pesch
• Improving how engineers communicate - with computers

  Melinda Hodkiewicz
• Interdisciplinary, industry-based work-integrated learning (WIL): Transformative educational experiences for students, teachers and industry partners

  Aloke Phatak
• How Do Non-Work Individual Factors Affect Worker Well-Being in the Construction Industry?

  Keyao Li
• An Introduction to Time Series Analysis with Reservoir Computing

  Braden Thorne
• A pattern-based natural language interface for knowledge graph querying

  Ziyu Zhao
• Maintenance Optimisation for Network Connected Assets

  Sandy Spiers
• Estimating the remaining useful life of process piping using Bayesian methods

  Gabriel Gonzalez
• The Effect of Informative Priors on Mean Lifetime Estimation from Censored Reliability Data

  Ryan Leadbetter
• Mineral Resource Institute of Western Australia - PhD Research Showcase Poster

  Tyler Bikaun
• NSW ANZIAM 2021 Mid-year Conference - Optimisation Methods for Maintenance Scheduling in the Mining Industry.

  Hoa Bui
• Crew Rostering Optimization in Maintenance Operations - Models and Solution Methods

  Ponpot Jartnillaphand
• Building employability capabilities in data science students: An interdisciplinary, industry-focussed approach

  Aloke Phatak
• A stochastic model for job assignment problem with random arrivals and processing time

  Mojtaba Heydar
• Presentation - Semi-automated Estimation of Reliability Measures from Maintenance Work Order Records

  Tyler Bikaun
• Nurturing Collaboration? A Skill Set for University-Industry Collaboration Champions

  Keyao Li
• Sequential Order Statistics for non-identical Component Lifetimes

  Tim Pesch
• Reservoir Computing Approaches to Parameter Extraction with Applications

  Braden Thorne
• Are we ready to transform? Building capability to adopt data science solutions.

  Keyao Li
• The Ghost in the Machine - Are we heading for a Predictive Analytics driven disaster?

  Melinda Hodkiewicz
• Towards a set of open reference ontologies for reasoning and text interoperability across the manufacturing domain

  Melinda Hodkiewicz
• Master Class - Solution Methods for Practical Scheduling Models

  Hoa Bui
• Master Class - Complex Time Series Modelling

  Debora Correa
• Unlocking knowledge in Maintenance Work Orders with Echidna and Redcoat

  Michael Stewart
• Presentation on Semi-automated Estimation of Reliability Measures from Maintenance Work Order Records

  Tyler Bikaun
• Master Class - Rethinking Technology-Led Maintenance Transformation Implementation People are the Key to Success

  Keyao Li
• Master Class - Pattern Recognition and Change Point Detection

  Ayham Zaitouny
• Master Class - Deterministic Dynamics, Machine Learning & Tipping Points

  Michael Small
• Optimisation model for sixteen-week Maintenance Planning in Alcoa

  Hoa Bui
• Optimal Maintenance Scheduling via Mathematical Programming

  Yingying Yang
• Key Note Speaker - Maintenance in an industry 4.0 and COVID-19 world – the case for remote operations

  Melinda Hodkiewicz
• ESREL 2020 PSAM 15 - The 30th European Safety and Reliability Conference

  Adriano Polpo
• Cleaning and Visualization of Unstructured Text in Safety Records ESREL 2020 PSAM 15

  Michael Stewart
• Decision Support for Prognostics of Complex Systems: A Practical Approach Using Bayesian Networks

  Ryan Leadbetter
• Optimal Maintenance Scheduling via Mathematical Programming

  Yingying Yang
• Integrating Domain Knowledge into Neural Technical Language Processing

  Ziyu Zhao
• Unlocking knowledge in Maintenance Workorders

  Michael Stewart
• Managing Streamed Sensor Data for Mobile Equipment Failure Prediction

  Debora Correa
• Intelligent Maintenance Conference 2020

  Debora Correa
• Applied Mathematics and Complex Systems Seminars

  Debora Correa
• Connectivity and Linkedness of the Graph of Cubical Polytopes

  Hoa Bui
• Zero Duality Gap Conditions via Abstract Convexity

  Hoa Bui
• Unlocking knowledge buried within technical records

  Michael Stewart
• APOS Workshop Data Automation

  Melinda Hodkiewicz
• Unlocking industry data in research/industry partnerships and working towards a FAIR data future

  John Hille
• Exploiting Domain Knowledge for Neural Technical Language Processing.

  Ziyu Zhao
• Pipelines Wall Thickness Assessment

  Gabriel Gonzalez
• NLP Workshop

  Michael Stewart
• 2020 ANZIAM Early-career Workshop

  Ryan Loxton
• Raising the Bar

  Michael Small
• Sydney dynamics group workshop

  Ayham Zaitouny
• ISWC 2019

  Melinda Hodkiewicz
• eResearch 2019

  Sam Bradley
• WA Mining Conference

  Melinda Hodkiewicz
• International Workshop on Complex Systems and Networks

  Michael Small
• Linking industry and data science education. 

  Aloke Phatak
• ICIAM,2019,

  Michael Small
• The International Conference on Smart Computing & Communications (ICSCC 2019)

  Andrew Rohl
• Breakfast seminar - Sirius Centre and Energy Valley in Oslo

  Melinda Hodkiewicz
• SIAM 2019

  Michael Small
• Mini-symposium Ontologies for Infra and Building Sector16th April 2019, Delft

  Melinda Hodkiewicz
• AMPeak.  Annual conference put on in Perth by the Asset Management Council

  Natasha Bartlett
• Future of Mining conference Sydney

  Melinda Hodkiewicz