CERN SPS Hysteresis Research Hub 🧲

Accelerator physics research focused on magnetic hysteresis modeling and real-time compensation for the Super Proton Synchrotron

🎯 Current Focus

Active Projects

Dedicated MD 2025-08-13 - Upcoming machine development session
Thesis Outline - PhD thesis preparation
TFTMBI-176 - Latest production model deployment

This Week’s Priorities

TASK 
FROM ""
WHERE !completed AND !start
GROUP BY priority
SORT choice(priority="highest", "1",
choice(priority="high", "2",
choice(priority="medium", "3",
choice(priority="low", "4",
choice(priority="lowest", "5", "6"
))))) ASC
LIMIT 10

🗺️ Research Areas

Core Research Domains

TABLE WITHOUT ID
  "[[" + file.name + "]]" as "Area",
  choice(contains(file.name, "Hysteresis"), "🧠 ML/Physics Modeling",
  choice(contains(file.name, "Machine Development"), "🔬 Beam Studies", 
  choice(contains(file.name, "Magnetic"), "📊 Measurements",
  choice(contains(file.name, "Compensation"), "⚡ Real-time Systems",
  "📚 General")))) as "Focus"
FROM "02-Areas"
WHERE contains(file.name, "MOC")
SORT file.name ASC

MOC - Hysteresis Modeling - Neural networks, TFT/LSTM models, datasets
MOC - Machine Development - MD sessions, beam studies, validation
A.01 - Magnetic Measurements - Experimental validation campaigns
A.04 - Compensation Infrastructure - Real-time deployment systems

📈 Recent Progress

Latest Achievements

LIST
FROM "02-Areas"
WHERE file.mtime >= date(today) - dur(7 days)
SORT file.mtime DESC
LIMIT 8

Recent MD Sessions

TABLE WITHOUT ID
  "[[" + file.name + "]]" as "Session",
  date as "Date",
  choice(status, status, "Planned") as "Status"
FROM "02-Areas/A.03 - MDs" OR "03-Meetings"
WHERE contains(file.name, "MD") AND contains(file.name, "2025")
SORT file.name DESC
LIMIT 5

🔬 Data & Models

Active Datasets

Dipole datasets v9 - Current production dataset
Dataset MD 2024-11-29 - Latest MD results
Dataset BC2024 AWAKE - AWAKE beam studies

Model Performance

TABLE WITHOUT ID
  "[[" + file.name + "]]" as "Model",
  choice(contains(file.name, "TFT"), "🧠 Transformer",
  choice(contains(file.name, "LSTM"), "🔄 LSTM", "🔬 Other")) as "Type"
FROM "02-Areas/A.00 - Hysteresis Modeling/A.00.1 - experiments/Models"
WHERE !contains(tags, "archived")
SORT file.mtime DESC
LIMIT 6

📝 Quick Actions

Ready to Start

TASK
WHERE start AND !completed
LIMIT 5

Inbox Processing

TABLE WITHOUT ID
  "[[" + file.name + "]]" as "File",
  file.mtime as "Added"
FROM "00-System/Inbox"
SORT file.mtime DESC
LIMIT 8

🔗 Quick Links

Research	Operations	Admin
MOC - Hysteresis Modeling	sps-app-hysteresis	Templates
Dipole datasets v9	Hysteresis Compensation	01-Projects
TFTMBI-176	FGC Real-time channel correction	Inbox

📊 Vault Statistics

Research Areas: 5 active domains
MD Sessions: 20+ documented sessions
Datasets: 148+ individual dataset files
Models: TFT, LSTM, PhyLSTM architectures
Attachments: 732 figures and documents

Last updated: 2025-08-26 | Next review: Weekly

Hysteresis Compensation

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