Digital Data Threads
CERN
Meeting Minutes: Digital Data Threads Integration
Objective: Establish standardized methods for connecting diverse data sources across domains to enable seamless integration and automation in accelerator modeling.
Data Governance Framework
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Conventions: Define protocols for data capture, identification, representation, and usage.
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Roles & Responsibilities: Clarify accountability—who performs tasks and who verifies outputs.
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Daily Integration: Embed practices ensuring data is interconnected, validated, and accessible immediately upon entry.
Automation Roadmap
Aim to fully automate data connections for accelerator models:
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Automatically monitor key folders and extract relevant information into sequence files.
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Fidél Integration Status: Currently excluded from core systems but available in WISE. Beam team models are limited to magnet length and strength, creating significant accuracy gaps.
WISE Generator Inputs (Magnetic + Geometry Imperfections)
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Installation database (layout + MEB slot allocation).
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Warm magnetic measurement (MM) database.
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Cold MM database.
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Geometry measurement database.
MAD-X LHC Enhancements
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Incorporate nominal LHC sequence and optics definitions.
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Key Goal: Evolve beyond nominal + Fidél models toward higher-fidelity representations. Assess impacts on beam stability iterations, convergence rates, and overall model precision.
Critical Action Item
Priority Agreement: Standardize conventions and file formats first—this unlocks efficient database management for beam dynamics teams.
Next Steps & Deliverables
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Draft document specifying requirements, commitments, conventions, and timeline.
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Develop enhanced Fidél+ model for immediate implementation.