Operations Research in Air Transportation

45
1 Giovanni Andreatta Padova University Verona 18 maggio 2006 Operations Research in Air Transportation

description

Operations Research in Air Transportation. Air Transportation System. Infrastructure Airports ATM (Air Traffic Management) ATFM (AT Flow Management) ATC (AT Control) Superstructure Commercial Flights Private Flights Military Flights. - PowerPoint PPT Presentation

Transcript of Operations Research in Air Transportation

Page 1: Operations Research in  Air Transportation

1Giovanni Andreatta Padova University Verona 18 maggio 2006

Operations Researchin

Air Transportation

Page 2: Operations Research in  Air Transportation

2Giovanni Andreatta Padova University Verona 18 maggio 2006

Air Transportation System

InfrastructureAirportsATM (Air Traffic Management)

ATFM (AT Flow Management)ATC (AT Control)

SuperstructureCommercial FlightsPrivate FlightsMilitary Flights

Page 3: Operations Research in  Air Transportation

3Giovanni Andreatta Padova University Verona 18 maggio 2006

Eurocontrol ATFM area and an example of Sectorization

Page 4: Operations Research in  Air Transportation

4Giovanni Andreatta Padova University Verona 18 maggio 2006

ATM (AT Management)

Motivation for improvement New technologies

CNS (Communications Navigation Surveillance) Datalink Better weather forecasting

New economic framework Deregulation Liberalization Competition

Page 5: Operations Research in  Air Transportation

5Giovanni Andreatta Padova University Verona 18 maggio 2006

Aviation Authorities (ICAO, FAA, Eurocontrol, National Aviation Authorities)

are adopting new ATM concepts:FANS (Future Air Navigation System)Free FlightCDM (Collaborative Decision Making)

and tools, for example:COMPASMAESTROCTAS

Page 6: Operations Research in  Air Transportation

6Giovanni Andreatta Padova University Verona 18 maggio 2006

SAFETY

Primary objective of ATM system Same separation rules in the last 15

years (except for vertical separation …)

Lack of quantitative models Need for a greater flexibility Implementation of new concepts

requires careful examination (example: implications of Free Flight)

Page 7: Operations Research in  Air Transportation

7Giovanni Andreatta Padova University Verona 18 maggio 2006

ATFM (AT Flow Management)

Providers FAA Eurocontrol CFMU (Central Flow Management

Unit)

ATM is continuously evolving Excellent information, elaboration and visualization

capabilities Lack of satisfactory decision support systems Need for real time tools able to handle

uncertainties (e.g., weather) and dynamically changing reality.

Page 8: Operations Research in  Air Transportation

8Giovanni Andreatta Padova University Verona 18 maggio 2006

Example of GUI

Page 9: Operations Research in  Air Transportation

9Giovanni Andreatta Padova University Verona 18 maggio 2006

Over 95% of the total EUROCONTROL

Route charges revenues

Page 10: Operations Research in  Air Transportation

10Giovanni Andreatta Padova University Verona 18 maggio 2006

Forecasted no. of IFR flights in CFMU area

Page 11: Operations Research in  Air Transportation

11Giovanni Andreatta Padova University Verona 18 maggio 2006

Page 12: Operations Research in  Air Transportation

12Giovanni Andreatta Padova University Verona 18 maggio 2006

ATFM

Demand Scheduled flights Charter flights General Aviation Military flights State flights …

System Capacity Airports (number of

take-off/landings) Airways Sectors (no. of flights

entering the sector or no. of flights in the sector)

Page 13: Operations Research in  Air Transportation

13Giovanni Andreatta Padova University Verona 18 maggio 2006

ATFM

Page 14: Operations Research in  Air Transportation

14Giovanni Andreatta Padova University Verona 18 maggio 2006

ATFM

Page 15: Operations Research in  Air Transportation

15Giovanni Andreatta Padova University Verona 18 maggio 2006

First solution: Ground Holding

Ground holding safer than airborne holding

Ground holding cheaper than airborne holding

N.B.: Flight shift in time

Page 16: Operations Research in  Air Transportation

16Giovanni Andreatta Padova University Verona 18 maggio 2006

Second solution: Rerouting

It is sometimes directly imposed by the Aviation Authority (CFMU)

Could be in-directly imposed: air traffic demand

management

N.B.: flight shift in space

Page 17: Operations Research in  Air Transportation

17Giovanni Andreatta Padova University Verona 18 maggio 2006

Ground Holding

Ground holding better than airborne delay

History: 1981 USA AT controllers strike

Dimensions (No. of daily flights): 60,000 domestic flights in USA30,000 flights in Eurocontrol zone

Page 18: Operations Research in  Air Transportation

18Giovanni Andreatta Padova University Verona 18 maggio 2006

Ground Holding Problem

MIT

Padova University

Page 19: Operations Research in  Air Transportation

19Giovanni Andreatta Padova University Verona 18 maggio 2006

GH model(meaning)

MIN Total Cost of (ground + airborne delays)

subject to: Capacity constraints Assignment constraints Coupling constraints Integrality constraints

Page 20: Operations Research in  Air Transportation

20Giovanni Andreatta Padova University Verona 18 maggio 2006

GH model(type and dimensions)

The resulting model is a MIP (Mixed Integer Programming) problem with a few hundred thousands boolean variables and constraints

The problem is NP-hard (i.e., difficult) Yet, the instances using real data

were easy to solve

Page 21: Operations Research in  Air Transportation

21Giovanni Andreatta Padova University Verona 18 maggio 2006

Rerouting

€ €

€ € €

A rerouting is sometimes imposed by CFMU.

Rerouting implies different route charges!

Page 22: Operations Research in  Air Transportation

22Giovanni Andreatta Padova University Verona 18 maggio 2006

EUROCONTROLroute charge formula

n

irRTotal cost:

Unit rate in State i

iii tMTOW

dr 50

where for each State i the charge is given by:

Distance traveled in State i

Page 23: Operations Research in  Air Transportation

23Giovanni Andreatta Padova University Verona 18 maggio 2006

Critics to EUROCONTROL formula:

Should better reflect actual ATC costs: Use time rather than distance? Question the importance of weight

(augment the exponent from 0.5 to 0.87 ?) Efficiency in providing ATC services

should be taken into account …

50/** MTOWDRFee

Page 24: Operations Research in  Air Transportation

24Giovanni Andreatta Padova University Verona 18 maggio 2006

Air Navigation and Airport User Charges

Great interest internationally Background of rising infrastructure costs and

security costs at a time of global industry crisis Multiple objectives for charging systems:

Cover costs of service providers Cost-related charging formulae Provide incentives to improve efficiency/performance

of service providers Inform prioritization of investments Promote operational efficiency (e.g., reduce

congestion) Transparency and user participation etc.

Page 25: Operations Research in  Air Transportation

25Giovanni Andreatta Padova University Verona 18 maggio 2006

IRCS project (Trieste + Padova)

Innovative Route Charging Schemes

For more information see:

www.eurocontrol.int/care/innovative/projects2002/ircs/

Page 26: Operations Research in  Air Transportation

26Giovanni Andreatta Padova University Verona 18 maggio 2006

IRCS Specific Issues (partial list)

Alternative charging formulaeCommon unit rateTwo-part charge, etc.

Impacts of alternative charging systems Charge according to flight plan Tax on tickets Containment of service provider costs Other?

Page 27: Operations Research in  Air Transportation

27Giovanni Andreatta Padova University Verona 18 maggio 2006

General aim of IRCS project

the final purpose of the Innovative Route Charging Schemes project is:

to study the impact of changes in en-route charges

with respect to the demand and supply sides of ATM

in a view to improve the overall efficiency of the system

Page 28: Operations Research in  Air Transportation

28Giovanni Andreatta Padova University Verona 18 maggio 2006

Market based

Flow Demand Management

and Rerouting

Odoni, Fan, … (MIT)

Andreatta, Lulli (Padova)

Page 29: Operations Research in  Air Transportation

29Giovanni Andreatta Padova University Verona 18 maggio 2006

Optimal congestion fee

A congestion fee on a user is optimal when it is equal to the external costs that the user imposes on the other users.

For a M/G/1 queue:

Marginal Internal External cost cost cost

d

dWcWc

d

dCMC q

q

= +

Page 30: Operations Research in  Air Transportation

30Giovanni Andreatta Padova University Verona 18 maggio 2006

Idea under investigation

Without congestion fee, BIG aircraft are penalized

With “optimal” congestion fee, SMALL aircraft are penalized

Why not consider different categories and compute

the “external” cost imposed within each category?

Page 31: Operations Research in  Air Transportation

31Giovanni Andreatta Padova University Verona 18 maggio 2006

Airports

Page 32: Operations Research in  Air Transportation

32Giovanni Andreatta Padova University Verona 18 maggio 2006

Airport modeling

Landside (Passenger terminal) Baggage handling Apron stand allocation Arrival aircraft sequencing

Page 33: Operations Research in  Air Transportation

33Giovanni Andreatta Padova University Verona 18 maggio 2006

Airport landside modeling

European sponsored projects: IV UE framework program: “TAPE” V UE framework program: “OPAL” VI UE framework program: “SPADE”

Padova UniversityRome “La Sapienza” UniversityAthens AUEBToulouse ONERADelft University

Page 34: Operations Research in  Air Transportation

34Giovanni Andreatta Padova University Verona 18 maggio 2006

SLAM ImplementationSLAM Implementation

• Program: ANSI C, LEX and YACC

• Graphic User Interface: JAVA

• Run under UNIX and WINDOWS

run

Input file Output fileOutput file

Output file

Page 35: Operations Research in  Air Transportation

35Giovanni Andreatta Padova University Verona 18 maggio 2006

Apron stand allocation

Romanin-Jacur, Filippi

Page 36: Operations Research in  Air Transportation

36Giovanni Andreatta Padova University Verona 18 maggio 2006

Arrival aircraft sequencing

Bianco, Rinaldi, Dell’Olmo, Lulli, …

Page 37: Operations Research in  Air Transportation

37Giovanni Andreatta Padova University Verona 18 maggio 2006

AIRLINES

Page 38: Operations Research in  Air Transportation

38Giovanni Andreatta Padova University Verona 18 maggio 2006

Airlines

Deregulation and Liberalization drive a higher competition

Need to reduce costs

Need to enhance revenues

Page 39: Operations Research in  Air Transportation

39Giovanni Andreatta Padova University Verona 18 maggio 2006

Airlines costs

The Passenger Mix Model The Fleet Assignment Problem The Crew Pairing Problem, the

Aircraft Routing Problem, and the Integrated Crew Pairing-Aircraft Routing Problem

The Schedule Design Problem Integrated Models

Page 40: Operations Research in  Air Transportation

40Giovanni Andreatta Padova University Verona 18 maggio 2006

Airlines revenues

Revenue management Seat pricing Seat categorization Integration

Page 41: Operations Research in  Air Transportation

41Giovanni Andreatta Padova University Verona 18 maggio 2006

Optimization Methods

Integer Linear Programming Greedy algorithms Genetic algorithms Tabu search Bi-linear programming models

Page 42: Operations Research in  Air Transportation

42Giovanni Andreatta Padova University Verona 18 maggio 2006

Where in the USA ?

NEXTORMITVirginia TECHU. of MarylandUC BerkeleyGMUFAA

Page 43: Operations Research in  Air Transportation

43Giovanni Andreatta Padova University Verona 18 maggio 2006

Where in Italy

PadovaAndreatta, Brunetta, Lulli, Romanin-Jacur,

… Rome

Dell’Olmo, Bianco, … Trieste

Ukovich, Castelli, Pesenti, … Siena

Marti

Page 44: Operations Research in  Air Transportation

44Giovanni Andreatta Padova University Verona 18 maggio 2006

Thank You

Padova References: www.dei.unipd.it/~brunetta/at_papers/

Page 45: Operations Research in  Air Transportation

45Giovanni Andreatta Padova University Verona 18 maggio 2006