Ugur Halden

Bis 2025, Research Scientist, Institute for Energy Technology
Oslo, Norwegen

Fähigkeiten und Kenntnisse

Machine Learning
Large Language Models
RAG
Vector Stores
Artificial neural networks
Adversarial ML
Statistical Analysis
Linear algebra
Probability
Cloud Computing
Microsoft Azure
Business Intelligence
Big Data
Big Data Analytics
.NET
FastAPI
React
GDPR
Engineering
Energy
Data Analysis
Mathematics
PyTorch
Natural Language Processing
Responsible
Commitment
Efficiency
Strategic mindset
Problem Solving
International experience
Conceptual thinking
Communication skills
attention to detail
Entrepreneurship

Werdegang

Berufserfahrung von Ugur Halden

  • 1 Jahr und 9 Monate, Aug. 2023 - Apr. 2025

    Research Scientist

    Institute for Energy Technology

    Conducted strategic modeling and techno-economic assessments of national energy systems, forecasting costs under various scenarios. Engineered AI-driven automation, implementing multi-agent systems (LangChain, RAG) and LLM solutions that reduced report generation from 8 hours to 15 minutes. Built FastAPI backends with ML models and developed interactive Power BI dashboards to translate complex data into actionable business intelligence for stakeholders.

  • 4 Jahre und 2 Monate, Aug. 2020 - Sep. 2024

    PhD Scientist

    Norwegian University of Science and Technology

    Collaborated with major energy firms like Statnett to develop and productionize AI solutions, including cybersecurity POCs for national grid monitoring involving threat modeling and defense algorithms. For Hafslund, deployed a predictive maintenance model, reducing downtime by 45% and saving €280K annually. Built explainable energy forecasts, awarded the Microsoft AI for Earth Award. Implemented end-to-end MLOps pipelines (Azure DevOps, Docker, Kubernetes) for scalable, robust AI systems.

  • 1 Jahr, Sep. 2019 - Aug. 2020

    Project Engineer

    Mondas GmbH

    Delivered AI/ML features in cross-functional agile teams for customer-facing SaaS applications. Architected and deployed scalable production AI solutions, designing ETL pipelines for Power BI/Tableau dashboards and implementing CI/CD with Docker/Kubernetes. Developed KPI frameworks and visualization logic to translate data into actionable business intelligence.

  • 1 Jahr und 5 Monate, Apr. 2018 - Aug. 2019

    Studentische Hilfskraft

    Fraunhofer-Institut für Solare Energiesysteme ISE

    Developed and productionized AI models using sensor data (CO₂, humidity) to infer building occupancy for HVAC control and energy optimization. Applied ML techniques, including Hidden Markov Models, to estimate human presence and behavior patterns. Created Python dashboards for data visualization and operational insights, contributing to smarter, more efficient buildings.

  • 2 Monate, Aug. 2017 - Sep. 2017

    Engineering Intern

    University of Stuttgart

    Applied physics-based modeling and ANSYS analysis for offshore wind turbines, performing critical load and buoyancy calculations. Modeled AI-based wake losses and optimized cable layouts to enhance energy yield. Developed early insights into integrating data-driven simulations with mechanical modeling for renewable energy infrastructure.

  • 1 Jahr und 1 Monat, Juli 2015 - Juli 2016

    Engineering Intern

    ENERCON

    Conducted production efficiency and supply chain analysis for Enercon E-126 wind turbine manufacturing. Evaluated SCADA system interfaces from a cybersecurity perspective, developing an early understanding of OT/IoT and cyber-physical security in critical energy infrastructure. Bridged industrial engineering with security principles.

  • 1 Jahr und 1 Monat, Juli 2013 - Juli 2014

    Studentische Hilfskraft

    Gediz University

    Evaluation of sonochemically grown 1 dimensional ZnO Nanostructures. Helping of peer-reviewing of scientific papers. Project documentation and presentation for business partners. Implementation of manufactures ZnO nanostructures to CO sensors.

Ausbildung von Ugur Halden

  • 3 Jahre und 1 Monat, Aug. 2020 - Aug. 2023

    Energy Informatics

    Norwegian University of Science and Technology

    PhD Thesis Title: Advancing Power Systems: Harnessing the Potential of Artificial Intelligence and Distributed Ledger Technology

  • 2 Jahre und 5 Monate, Okt. 2016 - Feb. 2019

    Renewable Energy Engineering and Management

    Albert Ludwig's University of Freiburg

    Building energy efficiency, Smart grids, Energy Informatics.

  • 4 Jahre, Sep. 2012 - Aug. 2016

    Electrical and Electronics Engineering

    Gediz University

    Renewable energy technologies, Data analysis, Electrical engineering.

Sprachen

  • Englisch

    Muttersprache

  • Deutsch

    Gut

  • Chinesisch

    Grundlagen

  • Türkisch

    Muttersprache

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