Summary
Overview
Work History
Education
Skills
Publications
Awards
Timeline
Generic

MANDANA GHANAVATI

Melbourne,Victoria

Summary

Senior Seismologist and Geo-AI Scientist with over 10 years of experience in seismic data processing, interpretation, and 3D geomodeling, specializing in turning geoscience data into value using data science, machine learning, and AI. Skilled in applying advanced analytics and AI solutions across the mining, oil, and gas sectors, utilizing seismic, hyperspectral satellite data, gravity, magnetic, and other geophysical datasets.

Demonstrated expertise in building and deploying high-performance machine learning models, with a strong background in geophysical data processing and interpretation, oil and gas reservoir characterization, and mineral exploration. Proficient in advanced analytics, image processing, deep learning, parallel processing, and web application development.


Overview

12
12
years of professional experience

Work History

SENIOR DATA SCIENTIST

Datarock
01.2023 - Current
  • Cooperating in global to small regional scale projects providing innovative AI solutions for the mining industry
  • Designing and maintaining solid ML models for data-driven decision making
  • Working with extensive datasets including satellite, geospatial, raster, and vector data
  • Collaborating with key stakeholders to understand their needs and provide end-to-end data solutions.

GEODATA SCIENTIST

Research Institute of Petroleum Industry
01.2016 - 01.2019

LECTURER IN AMIRKABIR UNIVERSITY OF TECHNOLOGY

Amirkabir University of Technology
01.2013 - 01.2017
  • Data processing, transform theory and applications, edge detection methods, and neural network analysis
  • Conducted workshops on data analysis and machine learning applications
  • Produced high-quality teaching material for supporting and developing student learning.

Education

PHD IN CIVIL ENGINEERING -

University of Melbourne
01.2023

PHD IN PETROLEUM ENGINEERING -

AmirKabir University of Technology
01.2022

MSC IN PETROLEUM ENGINEERING -

Amirkabir University of Technology

BSC IN PETROLEUM ENGINEERING -

Amirkabir University of Technology

Skills

  • Python
  • SQL
  • AWS
  • Data Visualization
  • Anomaly Detection
  • Image processing
  • Data QAQC
  • Feature engineering
  • Machine Learning
  • Time Series Analysis
  • Dimensionality reduction
  • Deep Learning
  • Computer Vision

Publications

  • Ghanavati, M., Young, I., Kirezci, E., & Liu, J. (2024). The impact of long-term changes in ocean waves and storm surge on coastal shoreline change: A case study of Bass Strait and south-east Australia. Natural Hazards and Earth System Sciences Discussions, 2024, 1-24.
  • Ghanavati, M., Young, I., Kirezci, E., Ranasinghe, R., Duong, T.M. and Luijendijk, A.P., 2023. An assessment of whether long-term global changes in waves and storm surges have impacted global coastlines. Scientific reports, 13(1), p.11549.
  • Ghanavati, M. and Manaman, N.S., 2022. AN EFFICIENT AUTOMATIC CURVELET-CONTOURLET FAULT DETECTION METHOD USING FUZZY ENTROPY. JOURNAL OF SEISMIC EXPLORATION, 31(3), pp.219-238.
  • Ghanavati, M. and Shad Manaman, N., 2022. A fuzzy entropy, Contourlet based automatic fault detection. Exploration Geophysics, 53(6), pp.654-668.
  • Faraji, M., Rezagholilou, A., Ghanavati, M., Kadkhodaie, A. and Wood, D.A., 2021. Breakouts derived from image logs aid the estimation of maximum horizontal stress: A case study from Perth Basin, Western Australia. Advances in Geo-Energy Research, 5(1), pp.8-24.
  • Faraji, M.A., Kadkhodaie, A., Wood, D.A., Rahimpour-Bonab, H. and Ghanavati, M., 2019. Estimation and mapping of vitrinite reflectance from seismic data in South Pars gas field, Persian Gulf. Journal of Applied Geophysics, 164, pp.1-10.
  • Ghanavati M. et al. (2016). Automatic data picking by the use of Marr_Hildreth method. 17th Iranian Geophysics Conference.

Awards

  • Winner of Melbourne Research Scholarship.
  • Ranked 3rd in national PhD entrance exam (Konkoor) for data exploration, 2019.
  • Honor student in PhD degree, 2019.
  • Member of Iran's National Elites Foundation.
  • Distinguished student in MSc degree, Amirkabir University of Technology, 2014.
  • Best MSc thesis in the Department of Petroleum Engineering, Amirkabir University of Technology, 2014.

Timeline

SENIOR DATA SCIENTIST

Datarock
01.2023 - Current

GEODATA SCIENTIST

Research Institute of Petroleum Industry
01.2016 - 01.2019

LECTURER IN AMIRKABIR UNIVERSITY OF TECHNOLOGY

Amirkabir University of Technology
01.2013 - 01.2017

PHD IN CIVIL ENGINEERING -

University of Melbourne

PHD IN PETROLEUM ENGINEERING -

AmirKabir University of Technology

MSC IN PETROLEUM ENGINEERING -

Amirkabir University of Technology

BSC IN PETROLEUM ENGINEERING -

Amirkabir University of Technology
MANDANA GHANAVATI