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BabakZolghadrAsli/README.md

Babak's Banner

Hi there! I'm Babak a.k.a. BobZi ๐Ÿ‘‹

I'm a PhD researcher in hydroinformatics working jointly between the University of Queensland and the University of Exeter.
My work focuses on leveraging computational intelligence (CI) and artificial intelligence (AI) to solve complex water-related and sustainability challenges.
I'm especially passionate about open research, data-centric approaches, and developing practical tools that support climate resilience and the water-energy-food nexus.

๐Ÿš€ Selected Projects

  • ๐ŸŒŠ Ph.D. Research Project
    Maximising the benefits of desalinated seawater supply networks for agricultural sustainability
    Jan 2022 โ€“ Present
    Exploring sustainable strategies to integrate desalinated water into agriculture systems.
    ๐Ÿ”— Website | ๐Ÿ“ GitHub Repo

  • ๐Ÿค– Self-Tuning Multi-layer (STML) algorithm
    A parameterless optimization architecture that learns to optimize โ€” no manual tuning needed.
    ๐Ÿ“„ Paper (Applied Soft Computing, 2024) | ๐Ÿ“ GitHub Repo

  • ๐ŸŒฑ AquaCrop-OSPy Extension
    Extending the FAO AquaCrop-OSPy model for enhanced usability and data support.
    ๐Ÿ“ GitHub Repo

๐Ÿ“š Selected Publications

  • ๐Ÿ“˜ Computational Intelligence-Based Optimization Algorithms
    A comprehensive book on CI techniques with applications in water and environmental systems.
    ๐Ÿ“– Taylor & Francis, 2024

  • ๐Ÿ“— A Handbook on Multi-Attribute Decision-Making Methods
    A practical guide to MADM methods for researchers and engineers.
    ๐Ÿ“– Wiley, 2020

  • ๐Ÿ—๏ธ Dangers of Aging Water Infrastructure
    Commentary on the urgent risks posed by failing infrastructure, especially in the Global South, and the need for resilient, transparent governance.
    Co-authored with Ahmad Ferdowsi and Prof. Amir AghaKouchak.
    ๐Ÿ”— Science, 2024

  • ๐Ÿ“Š A Call for a Fundamental Shift in Hydroinformatics
    From model-centric to data-centric approaches
    Nominated for Paper of the Year by Cambridge University Press. Co-authored with Ahmad Ferdowsi and Prof. Dargan Savic ๐Ÿ”— Cambridge Prisms: Water, 2024

  • ๐Ÿ’ง Harnessing CI for Desalination & Agriculture
    A novel framework for assessing desalinated irrigation systems in arid regions
    ๐Ÿ”— Water Resources Management, 2024

See the full list on Google Scholar

๐Ÿ—ž๏ธ Press & Media

  • ๐ŸŒ The Conversation
    Why saline lakes are the โ€˜canary in the coal mineโ€™ for the worldโ€™s water resources
    Co-authored with Prof. Kaveh Madani and Ahmad Ferdowsi, highlighting the global significance of drying saline lakes. ๐Ÿ”— Read article

  • ๐ŸŽ™๏ธ The Naked Scientists Podcast
    Guest on a special episode discussing how AI can shift the water engineering paradigm from model-centric to data-centric.
    ๐Ÿ”— Listen here

  • ๐Ÿ“ฐ Nature Careers Column Reflections on my academic life. ๐Ÿ”— Read article

๐Ÿ’ป Languages & Tools

Programming:
Python

Libraries & Frameworks:
NumPy Pandas SciPy Matplotlib Seaborn Scikit-learn AquaCrop-OSPy ipywidgets Tkinter CustomTkinter

Tools & Platforms: Jupyter Google Colab PyCharm

๐Ÿ† Awards & Achievements

  • ๐Ÿ… Paper of the Year Nominee โ€“ Cambridge University Press (2024)
    "A call for a fundamental shift from model development to data-centric approaches in hydroinformatics"

  • ๐Ÿง‘โ€๐Ÿซ Young Science Ambassador Award โ€“ Wonder of Science, University of Queensland (2024)

  • ๐ŸŽ“ Full PhD/Research Scholarship โ€“ QUEX Program, University of Queensland & University of Exeter (2022โ€“2025)

  • โœˆ๏ธ Travel Grant โ€“ IDSAI, University of Exeter, for AIUK Symposium, London (ยฃ700+, 2023)

  • ๐ŸŒŸ Rising Stars Workshop Travel Grant โ€“ Manchester, UK (ยฃ250+, 2023)

  • ๐Ÿฅ‡ 1st Place Scientific Award โ€“ Prof. Alireza Sepaskhah Award, Shiraz University, Iran (2019)

  • ๐Ÿ† Outstanding MSc Thesis Award โ€“ 5th National Festival of Environment, Tehran, Iran (2018)

  • ๐ŸŽ–๏ธ Outstanding Student Award โ€“ 8th International Festival and Exhibition, University of Tehran, Iran (2018)

  • ๐Ÿง‘โ€๐Ÿ”ฌ Outstanding Researcher Award โ€“ 26th Research Festival, University of Tehran, Iran (2017)

๐ŸŒ Contact & Links


๐Ÿ“Š GitHub Stats

Babak's GitHub Stats

Babak's GitHub Streak

Top Langs

Pinned Loading

  1. pandas_series pandas_series Public

    Code / Data Repo for Pandas Tutorial Series

    Jupyter Notebook 1

  2. STML STML Public

    A novel architecture for autonomous CI-based optimization

    Jupyter Notebook 1

  3. Aquacrop_OSPy_extension Aquacrop_OSPy_extension Public

    Work in progress

    Jupyter Notebook 1