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Measuring Crowd Density 
for Safety and Efficiency 
Challenge the future 1 
Marco Cattani 
Embedded Software Group, TU Delft
Challenge the future 2 
Motivations 
Concerts, festivals and sporting events often 
attract large crowds. 
© Alex Prager 
Heineken Music Hall
Challenge the future 3 
Motivations 
Concerts, festivals and sporting events often 
attract large crowds. 
Kingsday
Challenge the future 4 
Motivations 
Concerts, festivals and sporting events often 
attract large crowds. 
© Alex Prager 
Ajax Stadium
Challenge the future 5 
Motivations 
To improve planning and safety, we provide 
real-time visualization of crowd density.
Challenge the future 6 
Solution 
Low cost wristband that periodically senses 
and communicates the surrounding density.
Challenge the future 7 
Solution 
Limited capabilities Powerful tool 
• Cheap: 10-20 $ 
• Compact: 38x14 mm 
• Energy efficient: x20 
• Accuracy: < 10% error 
• Speed: sense in < 1’ 
• Concurrency: 100s nodes
Tracing the popularity of stands during a 
technology fair in Amsterdam 
Challenge the future 8 
Demo 
• Group of visitors 
• 1 device per person, 18 persons 
• A selected subset of stands 
• 1 device per stand, measuring the surrounding density 
• Visualizer 
• Visitors: blue dots, mobile 
• Stands: red/orange dots, static 
• Mobility estimated from connectivity
Challenge the future 9 
Running experiment 
Tracing the popularity of paintings at Cobra 
Museum in Amsterdam
Trace crowd density using a low cost wristband 
Challenge the future 10 
Conclusions 
• Improve safety and efficiency of crowds 
• Help crowd managers 
• Improve attendees awareness 
• Not only for crowd monitoring 
• Popularity of painting 
• Usage of building’s facilities 
• More information: www.cattanimarco.com à projects

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Measuring crows densities for safety and efficiency (Media Tour Smart IT)

  • 1. Measuring Crowd Density for Safety and Efficiency Challenge the future 1 Marco Cattani Embedded Software Group, TU Delft
  • 2. Challenge the future 2 Motivations Concerts, festivals and sporting events often attract large crowds. © Alex Prager Heineken Music Hall
  • 3. Challenge the future 3 Motivations Concerts, festivals and sporting events often attract large crowds. Kingsday
  • 4. Challenge the future 4 Motivations Concerts, festivals and sporting events often attract large crowds. © Alex Prager Ajax Stadium
  • 5. Challenge the future 5 Motivations To improve planning and safety, we provide real-time visualization of crowd density.
  • 6. Challenge the future 6 Solution Low cost wristband that periodically senses and communicates the surrounding density.
  • 7. Challenge the future 7 Solution Limited capabilities Powerful tool • Cheap: 10-20 $ • Compact: 38x14 mm • Energy efficient: x20 • Accuracy: < 10% error • Speed: sense in < 1’ • Concurrency: 100s nodes
  • 8. Tracing the popularity of stands during a technology fair in Amsterdam Challenge the future 8 Demo • Group of visitors • 1 device per person, 18 persons • A selected subset of stands • 1 device per stand, measuring the surrounding density • Visualizer • Visitors: blue dots, mobile • Stands: red/orange dots, static • Mobility estimated from connectivity
  • 9. Challenge the future 9 Running experiment Tracing the popularity of paintings at Cobra Museum in Amsterdam
  • 10. Trace crowd density using a low cost wristband Challenge the future 10 Conclusions • Improve safety and efficiency of crowds • Help crowd managers • Improve attendees awareness • Not only for crowd monitoring • Popularity of painting • Usage of building’s facilities • More information: www.cattanimarco.com à projects