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Phd On Stochastic Modelling and Reliability

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Eindhoven, Nederland TU Eindhoven Voltijd

**Job description**:
The role of the distribution system operator (DSO) is changing from a passive maintainer of electricity networks to an active coordinator in the edge of the energy system. At the same time, customers become enabled to change from passive energy users to active participants in the local electricity system. Maintaining privacy and grid (cyber) security levels are part of the challenge to face.

A digital transformation at the edge of the distribution grid and at connected customers is unfolding. This opens possibilities for deploying distributed intelligence to enable smart network operations by collecting and processing data while preserving high levels of privacy for the customers. Exploring AI models for smart System Operation (AISO) is a collaboration project in which DSO Alliander will work together with the TU/e departments of Electrical Engineering (Electrical Energy Systems group) and Mathematics & Computer Science (Interconnected Resource-aware Intelligent Systems, and Stochastic Operations Research) to realize these innovations.

The project will be part of the TU/e’s Eindhoven AI Systems Institute (EAISI) and Eindhoven Institute for Renewable Energy Systems (EIRES) programs and therefore share, learn, and disseminate within the EAISI and EIRES communities and through the TU/e master programs Data Science and AI, Medical Engineering and AI Engineering Systems, and educational activities from the TU/e Electrical Energy Systems group and Math & Computer Science department.

The project focuses on synthetical data generation, AI-driven state estimation, stochastic modelling and reliability assessment, and grid-edge optimal solutions. These models will be combined with the AI-driven state estimations to enhance network observability and grid monitoring. Additionally, integration with the stochastic modelling and reliability assessment process will provide valuable insights into the impact of uncertainties on grid reliability. Finally, in conjunction with the developed edge intelligence, these advancements will enable optimal solutions for the electricity grids in the Netherlands and e.g. the rest of Europe, while maintaining user privacy.

The research results will be immediately utilized by Alliander for congestion estimation and flexibility procurement. To achieve this, it is part of this project that all the developed (AI-driven) models and algorithms are also implemented in production-ready open-source packages.

One of the four main research tracks (RTs) of AISO is as follows:
**RT3: Stochastic modelling and reliability assessment**

This research will perform a microscopic bottom-up approach to develop a thorough understanding of how various component affect overall network reliability. To this end, we will develop detailed agent-based probabilistic models to examine various vulnerability assessments, like the event of unacceptable voltage fluctuations, or degradation acceleration of temporary exceeding thermal limits, relevant to the daily operations of power systems. More specifically, the research will include:

- Development of multivariate uncertainty models describing random user behavior (e.g. arrival patterns of electric vehicles and user preferences (either behavioral or utility-based)
- Development of physical models of distribution grids, in particular for voltages: tractable linearized distflow models or less tractable but more realistic models
- Integration of component degradation models along with the grid models
- Development of stochastic models considering the uncertainties in load and weather forecasting
- Integrate and validate solutions in the virtual grid environment.

See for the other 3 reseach tracks below:
PhD1 / RT1: Synthetical data generation using multivariate models.
PhD2 / RT2: AI-driven state estimation and prediction.
PhD4 / RT4: Grid-edge optimal solutions.

**Job requirements**:

- A MSc degree in Computer Science, Data Science, or related fields
- A strong background in deep learning, distributed ML, and AI model optimization
- Good scientific programming skills and experience inlanguages such as Python, C++, Julia, etc.
- Enthusiasm in open-source and motivated to learn basic skills of scientific software engineering.
- Strong analytical, implementation, and experimentation skills
- Ability to work in an interdisciplinary team and be a team player
- Motivated to develop your teaching skills and coach MSc and BSc students
- Fluent in spoken and written English (C1 level)

**Conditions of employment**:
A meaningful job in a dynamic and ambitious university, in an interdisciplinary setting and within an international network. You will work on a beautiful, green campus within walking distance of the central train station. In addition, we offer you:

- Full-time employment for four years, with an intermediate evaluation (go/no-go) after nine months. You will spend 10% of your employment on teaching tasks.
- Salary and benefits (such as a pens