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Senior Research Fellow · University of BayreuthFounder · EUnix Nexus

Building the future of decentralized energy with AI-driven markets and grid-aware systems.

I design market mechanisms, multi-agent coordination, and optimization for distributed energy resources—bridging future electricity markets with technical grid realities.

AI + RL
Bidding & forecasting in markets
Multi-agent systems
Negotiation & coordination at scale
Optimization
MPC/MILP for DER control & VPPs

At a glance

6
German & EU-funded projects
5
EUnix simulation modules
8
Core research themes
4
Featured journal papers

Technical depth

From mathematical models to working software

I design the methods and build the systems that run them—market clearing algorithms, learning agents, and optimization engines, packaged into the open EUnix Nexus simulation ecosystem.

Optimization

Formulating and solving scheduling and dispatch problems for DERs, batteries, and industrial loads.

  • MILP
  • Model predictive control
  • Degradation-aware BESS scheduling
  • Multi-commodity planning
Machine learning

Learning agents and forecasters that make predictive market decisions under uncertainty.

  • Q-learning
  • DQN
  • PPO
  • LSTM / GRU forecasting
Systems architecture

Modular, reproducible simulation software that couples markets, grids, and aggregators.

  • Multi-agent frameworks
  • Python APIs
  • Distributed ledger markets
  • Modular simulation stack
Energy domain

Market and grid realities built into every model, from local trading to balancing services.

  • Day-ahead & intraday
  • FCR / aFRR / mFRR
  • Congestion & voltage limits
  • VPP revenue stacking

Explore

Research, projects, and publications

Every section is one tap away—structured like a modern academic portfolio.

EUnix Nexus

Simulation stack for multi-market energy coordination

Local markets, grid constraints, optimization, and VPP strategies in one integrated toolchain.

Weekly Energy Insight

A weekly read on energy markets, flexibility, and AI

Short, practical analysis of what is moving in electricity markets, grid flexibility, and the technology behind the energy transition—published every week.