Air Transportation System Architecture Analysis Project Phase I Advanced System Architecture

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Air Transportation System
Architecture Analysis
Project Phase I
Advanced System Architecture
Spring 2006
March 23rd, 2006
Presentation by:
Philippe Bonnefoy
Roland Weibel
Instructors: Chris Magee, Joel Moses and Daniel Whitney
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
1
Motivation
• The air transportation system is facing and will continue
to face significant challenges in terms of meeting
demand for mobility
• Current multi-agency effort to establish a roadmap for
the “Next Generation of Air Transportation System”
• Navigation in current system under most conditions
requires use of fixed-location of current infrastructure to
facilitate mobility
• Future (evolved) architecture of the system require
understanding of the structure of the current system
• Lack of integrated quantitative analysis of structure of
the current system
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
2
Objective of the project
• Better understand the architecture of the current system
through network analyzes
• Understand
– the network characteristics of individual system layers
– Influence of constraints, desired properties (i.e. safety, capacity,
etc.) in explanation of network characteristics
– comparison of network characteristics across different layers,
through coupling of infrastructure or comparison of different
network characteristics across layers
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
3
DEMAND
Overview of the System
System layer
Layer attributes
Demand layer
Population, income,
location of businesses
ArcGIS,
Census
Mobility layer
Movements of
People and goods
DB1B
database
Transport layer
Aircraft routes
ETMS, OAG
Operator layer
Operators
OAG
Data sources
On-Demand
Scheduled
SUPPLY
Part 121, 135, 91
Airspace
Ground
Infrastructure
layer
National Airspace
System
(airports layout and
airspace structure)
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
FAA Form
5010 airport
database,
airway
4
Current Progress (examples in next slides)
• Infrastructure Layer:
– Airspace Structure (Navaids) Analysis
• Low Altitude routes (Victor Airways)
• High Altitude routes (Jet routes)
• Transport Layer:
– Traffic Data (ETMS) Analysis
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
5
Preliminary Analysis of the High Altitude
(Jet) Route Network
Image removed for copyright reasons.
Chart of Jet Routes
Degree Distribution
600
“Pseudo” Poisson
distribution
Frequency
500
400
300
200
100
or
e
M
15
13
11
9
7
5
3
1
0
Degree
Bin
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
6
Preliminary Analysis of the Wide-Body/Narrow
Body &Regional Jet Flight Network
Narrow Body Jets
Wide Body Jets
(Images removed for
copyright reasons.)
Narrow Body Jets
Degree Distribution
Cumulative Probability p(>k)
1
0.1
Wide/Narrow Body &
Regional Jets
0.01
WB/NB/RJ + with primary &
secondary airports
aggregated
0.001
1
10
100
1000
10000
Scale free with
exponential cut-off
Degree
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
7
Preliminary Analysis of the Light Jet Flight
Network
Image removed for copyright reasons.
Light Jets
10000
Cumulative Frequency
(n*p(>k))
Degree Distribution
1000
100
Scale free with a slow
exponential cut-off
10
1
1
10
Degree
100
1000
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
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Potential Additional Data Acquisition
•
•
•
•
•
10% Ticket Sample – DB1B Database
Ground Delay Program Data
Additional ETMS Days
Air Traffic Control Sectors And Interfaces
Additional Schedule Data (OAG)
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
Availability
9
Potential Future Areas of Investigation
•
Cross-Layer Comparisons
– Infrastructure, transport, and mobility layers
– Domain expertise input on processes at work to create network
structure
•
Intra-Layer Comparisons (Transport Layer)
– Network differences by aircraft type, or by air carrier
•
Influence of nodal constraints
– Airport and airspace capacity as nodal constraints on network growth
•
Maximum Route Efficiency Achievable
– Merging of airport and airway data
•
Motifs/Substructure
– Application of motif/ coarse-graining analysis to identify common
patterns in network
© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology
10
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