air transportation system architecture analysis · © 2005 philippe a. bonnefoy, roland e. weibel,...

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© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation System Air Transportation System Architecture Analysis Architecture Analysis Project Phase I Project Phase I Advanced System Architecture Advanced System Architecture Spring 2006 Spring 2006 March 23 rd , 2006 Presentation by: Philippe Bonnefoy Roland Weibel Instructors: Chris Magee, Joel Moses and Daniel Whitney

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Page 1: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1

Air Transportation System Air Transportation System Architecture AnalysisArchitecture Analysis

Project Phase IProject Phase I

Advanced System ArchitectureAdvanced System Architecture

Spring 2006Spring 2006

March 23rd, 2006

Presentation by: Philippe Bonnefoy

Roland Weibel

Instructors: Chris Magee, Joel Moses and Daniel Whitney

Page 2: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 2

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

Page 3: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 3

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

Page 4: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 4

Overview of the System Layer attributesSystem layer Data sources

Population, income,location of businesses

ArcGIS, Census

Demand layer

Infrastructure layer

Operator layer

Transport layer

Mobility layer

Ground

Airspace

SUPP

LY

Scheduled

On-Demand

DEM

AND

DB1B database

Movements of People and goods

Aircraft routes ETMS, OAG

Operators Part 121, 135, 91

OAG

FAA Form 5010 airportdatabase, airway

National Airspace System(airports layout and airspace structure)

Page 5: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 5

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

Page 6: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 6

0

100

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1 3 5 7 9 11 13 15

More

Bin

Freq

uenc

yPreliminary Analysis of the High Altitude (Jet) Route Network

Degree Distribution

Degree

“Pseudo” Poisson distribution

Chart of Jet RoutesChart of Jet Routes

Image removed for copyright reasons.

Page 7: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 7

0.001

0.01

0.1

1

1 10 100 1000 10000

Degree

Cum

ulat

ive

Prob

abili

ty p

(>k)

Wide/Narrow Body &Regional Jets

WB/NB/RJ + with primary &secondary airportsaggregated

Preliminary Analysis of the Wide-Body/Narrow Body &Regional Jet Flight Network

Degree Distribution

Scale free with exponential cut-off

Narrow Body JetsNarrow Body Jets

Wide Body JetsWide Body Jets Narrow Body JetsNarrow Body Jets

(Images removed forcopyright reasons.)

Page 8: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 8

1

10

100

1000

10000

1 10 100 1000Degree

Cum

ulat

ive

Freq

uenc

y (n

*p(>

k))

Preliminary Analysis of the Light Jet Flight Network

Light JetsLight Jets

Degree Distribution

Scale free with a slow exponential cut-off

Image removed for copyright reasons.

Page 9: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 9

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)

Availability

Page 10: Air Transportation System Architecture Analysis · © 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 1 Air Transportation

© 2005 Philippe A. Bonnefoy, Roland E. Weibel, Engineering Systems Division, Massachusetts Institute of Technology 10

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