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The Planner Put Stakeholder Rules Into an Ontology

Hard and soft constraints became explainable objects that could be checked, ranked and renegotiated.

Published Updated Story ID: mp-2026-09-27-004
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Summary

Hard and soft constraints became explainable objects that could be checked, ranked and renegotiated.

The proposed framework encodes multi-stakeholder requirements in an OWL ontology, separating hard limits from preferences before a planner acts. It can identify unsatisfiable combinations, explain which constraints conflict and support structured renegotiation rather than silently relaxing a rule. A FLEXI microgrid case study illustrates the approach; the preprint is an architecture and demonstration, not a broad operational deployment.

Why it matters

Hard and soft constraints became explainable objects that could be checked, ranked and renegotiated.

Limits and context

  • A FLEXI microgrid case study illustrates the approach; the preprint is an architecture and demonstration, not a broad operational deployment.

Key claims

  1. Hard and soft constraints became explainable objects that could be checked, ranked and renegotiated.

    Qualification: A FLEXI microgrid case study illustrates the approach; the preprint is an architecture and demonstration, not a broad operational deployment.

    Evidence: source-2026-09-27-004

Sources

  1. arXiv preprint 2609.29876arXiv · primary research

Corrections

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