Paper: arXiv 2609.29108
Authors: Walter Kurz, Wojtek Stricker
Abstract
European electricity trading in the EU operates as a constrained multi-layer system in which legal design, exchange microstructure, and network physics are executed jointly across forward, day-ahead, intraday, and balancing horizons. This paper develops a functional architecture for AI-supported trading that is aligned with market-coupling mechanics, cross-zonal transfer constraints, and compliance obligations under REMIT, MiFID II, MiFIR, and EMIR. The contribution is a formal system specification composed of a decision-state vector, residual-exposure accounting, constrained optimization objective, executable-action permission gate, and fail-closed AI control logic with auditable records. The analysis maps major Nominated Electricity Market Operator (NEMO) venues and related exchange operators into an operational venue topology and identifies where cross-border coordination fails in practice: interface-level timing, permission heterogeneity, and balancing-layer coupling. The resulting framework proposes how AI can be deployed as a bounded decision component inside regulated market operation with explicit governance, rather than as an unconstrained prediction layer.
Complexity vs Empirical Score
- Math Complexity: 3.0/10
- Empirical Rigor: 4.0/10
- Quadrant: Philosophers — conceptual discussion, limited math and data
Why this score: The paper presents a novel conceptual framework for AI in regulated electricity markets, focusing on architectural requirements rather than deep mathematical models or empirical validation. While well-written and thorough in its domain, it lacks the quantitative depth and empirical testing typically associated with high scores in math complexity and empirical rigor for quant finance.
Research Flowchart
flowchart TD
A[Research Goal: Functional Architecture for AI-supported Electricity Trading] --> B{Methodology: System Specification & Market Analysis};
B --> C[Inputs: EU Regulatory Frameworks (REMIT, MiFID II, MiFIR, EMIR), Market-Coupling Mechanics, Cross-Zonal Transfer Constraints, NEMO Venues & Exchange Operators];
C --> D[Computational Processes: Decision-State Vector, Residual-Exposure Accounting, Constrained Optimization Objective, Executable-Action Permission Gate, Fail-Closed AI Control Logic];
D --> E[Key Findings: Formal System Specification, Operational Venue Topology, Cross-border Coordination Failure Points (Timing, Permission Heterogeneity, Balancing-Layer Coupling)];
E --> F[Outcomes: Framework for Bounded AI Deployment in Regulated Markets with Explicit Governance];
Cited References (56)
- Electricity Market Design (2026) — link
- Electricity Network Codes and Guidelines (2026) — link
- ACER’s Final Assessment of the EU Wholesale Electricity Market Design (2022) — link
- Regulation (EU) 2019/943 of 5 June 2019 on the Internal Market for Electricity (2019) — link
- Commission Regulation (EU) 2016/1719 of 26 September 2016 Establishing a Guideline on Forward Capacity Allocation (2016) — link
- Market Coupling Development under CACM (2026) — link
- Final Assessment of the EU Wholesale Electricity Market Design (2022) — link
- Designation of NEMOs (2026) — link
and 48 more
- List of Currently Designated NEMOs and the Information in Which Member States They Provide Services (2026) — link
- Day-Ahead Market (2026) — link
- Intraday Market (2026) — link
- Power (2026) — link
- ICE Endex Energy Exchange for Gas and Power (2026) — link
- Power Derivatives - Euronext Nord Pool Power Futures (2026) — link
- Company Information (2026) — link
- About Us (2026) — link
- About Us (2026) — link
- FAQs (2026) — link
- Organization (2026) — link
- About (2026) — link
- About Us (2026) — link
- Profile (2026) — link
- Basic Facts (2026) — link
- Company Profile (2026) — link
- OPCOM (2026) — link
- About Us (2026) — link
- About EXAA (2026) — link
- GPW Group H1 2025 Consolidated Financial Report (2025) — link
- Day-Ahead Detailed Overview (2026) — link
- Markets Managed by the Romanian Commodities Exchange (2026) — link
- About Us (2026) — link
- ADEX Group Closes Acquisition of Majority Stake in BSP SouthPool (2024) — link
- About SEMOpx (2026) — link
- About (2026) — link
- ETPA Acquires European Trading License and Growth Capital from SET Ventures and ABN AMRO (2024) — link
- PICASSO Platform (2026) — link
- MARI Platform (2026) — link
- TERRE Platform (2026) — link
- Commission Regulation (EU) 2017/2195 of 23 November 2017 Establishing a Guideline on Electricity Balancing (2017) — link
- Forecasting Day-Ahead Electricity Prices: A Review of State-of-the-Art Algorithms, Best Practices and an Open-Access Benchmark (2021) — link
- A Review of Electricity Price Forecasting Models in the Day-Ahead, Intra-Day, and Balancing Markets (2025) — link
- Reinforcement Learning for Bidding Strategy Optimization in Day-Ahead Energy Market (2025) — link
- Regulation (EU) No 1227/2011 on Wholesale Energy Market Integrity and Transparency (REMIT) (2011) — link
- Registration of Market Participants (2026) — link
- Regulation (EU) 2024/1106 of 29 April 2024 Amending Regulations (EU) No 1227/2011 and (EU) 2019/942 as Regards Improving the Union’s Protection Against Market Manipulation in the Wholesale Energy Market (2024) — link
- Revised REMIT Brings New Obligations Market Participants ACER Addresses Algorithmic Trading Notifications (2024) — link
- Rules and Regulations (2026) — link
- General Terms and Conditions (2024) — link
- Power Derivatives Access and Trading (2026) — link
- Regulation (EU) No 648/2012 on OTC Derivatives, Central Counterparties and Trade Repositories (EMIR) (2012) — link
- Directive 2014/65/EU on Markets in Financial Instruments (MiFID II) (2014) — link
- Regulation (EU) No 600/2014 on Markets in Financial Instruments (MiFIR) (2014) — link
- Regulation (EU) 2024/1689 Laying Down Harmonised Rules on Artificial Intelligence (2024) — link
- Artificial Intelligence Risk Management Framework (AI RMF 1.0) (2023) — link
- Optimization of Conditional Value-at-Risk (2000) — link
- A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification (2021) — link
0 of 56 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.