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1
Leveraging big data to
maximize value from rail and
power infrastructure assets.
Chijioke (CJ) Ejimuda
Principal
2
02 Objective
Share big data
opportunities from $1 Trillion
infrastructure bill.
3
03 Agenda
Infrastructure project delivery model - Design Build Finance
Operate Maintain
Alternative big data sources for rail and power projects
Big data frameworks for batch and streaming analytics
4
04 Infrastructure Projects
5
Rail & Power
Infrastructure.
6
05 Infrastructure Project Delivery Model
Design Build Finance Operate Maintain
Public Private Partnership(P3) projects: Design Build Finance Operate and Maintain (DBFOM)
Batch
Analytics
Streaming
Analytics
7
Batch
Analytics
8
06 Batch Analytics for Rail
Mobile device data
Design
Sources: Pixabay
9
07 Batch Analytics for Power
Satellite data
Design
Sources: Pixabay
10
08 Batch Analytics for Rail
Equipment and material
data
Build
Sources: Pixabay
11
09 Batch Analytics for Power
Equipment and material
data
Build
Sources: Pixabay
12
10 Batch Analytics for Rail and Power
Finance Input from design and build phases
Sources: Pixabay
13
Streaming
Analytics
14
11 Streaming Analytics for Rail
Real time data from power
system
Operate &
Maintain
Sources: Sécheron
15
12 Streaming Analytics for Rail
Real time data from train
system
Operate &
Maintain
Sources: Sécheron
16
13 Streaming Analytics for Power
Real time data from power
system
Operate &
Maintain
Sources: Pixabay
17
Batch &
Streaming
Tech Stacks
18
14 Batch and Streaming Analytics Stack
Design Build Finance Operate Maintain
Batch
Analytics
Streaming
Analytics
19
15 Conclusion
Batch Analytics = Design-Build-Finance phases.
Streaming Analytics = Operate-Maintain phases.
$1 Trillion infrastructure projects.
cj@hybridata.us
20
16 References
● https://stldatastaging.wpengine.com/cellular-data-vs.-location-based-services-data-spatial-precision/
● https://apache.org/index.html#projects-list
● https://www.reuters.com/world/us/us-house-approves-715-bln-infrastructure-bill-2021-07-01/

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