IS428 AY2019-20T1 Assign Lim Zi Yuan 4

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VAST 2019 MC2: Citizen Science to the Rescue

Problem and Motivation

Dataset Analysis and Transformation

Interactive Visualizations

Observations


 

Summarize the state of radiation measurements at the end of the available period. Use your novel visualizations and analysis approaches to suggest a course of action for the city. Use visual analytics to compare the static sensor network to the mobile sensor network. What are the strengths and weaknesses of each approach? How do they support each other?

Static Sensor

Pros

  1. Static Sensors have 24/7 uptime as compared to Mobile Sensors
  2. Static Sensors are more accurate
  3. Static Sensors are more Robust

Cons

  1. Static Sensors are more expensive to deploy
  2. Static Sensors provide readings only from the immediate area around them
  3. Static Sensors are more expensive to maintain


Course of Action

Static Sensors are only covering 9 out of 19 areas. More are needed to supplement coverage. We can look into strategically placing them at roads that intersect between towns, saving the number of sensors we'll require.

Staticsensors.png

Mobile Sensor

Pros

  1. Mobile Sensors are cheap to deploy
  2. Mobile Sensors allow for wide coverage with numbers


Cons

  1. Mobile Sensors are not operating 24/7
  2. Mobile Sensors are more likely to break down
  3. Mobile Sensors do not detect radiation evenly


Course of Action

Based on the Graph, we can see that Mobile Sensors are not operational often enough resulting in missing data. A greater pool of such sensors are required to offset missing data.

Mobile-hourly reading.png


Conclusion

Mobile and Static sensors go hand in hand. Static Sensors record radiation data of important points whilst Mobile Sensors record just about everything else.

Frequency.png

This graph shows the amount of radiation data recorded by each neighbourhood for mobile sensors. We can see that Oak Willows has extremely low volume of mobile data collected, this area could be seldom travelled due to poor road infrastructure or the path is simply not convenient. We can supplement this data with the addition of a few Static Sensors.