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Work Hard.
Fly Right. SM
A New Era for Crew Recoveryat Continental Airlines
2002 Franz Edelman Award
Achievement in Operations Research
and the Management Sciences
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Speakers Anna White, Director of Crew Technology, Continental Airlines Dr. Julian Pachon, Operations Research Scientist, CALEB Technologies
Video Larry Kellner, President, Continental Airlines
Contributing Team Members Dr. Gang Yu, founder of CALEB Technologies; Jack G. Taylor Regents
Professor in Business at UT Austin Dr. Gao Song, O.R. Scientist, CALEB Technologies Dr. Michael Arguello, O.R. Scientist, CALEB Technologies Sandra McCowan, Software Engineer and Project Manager, CALEB
Technologies
Belize City
Santo Domingo
Calgary
San Juan
Nassau
Guatemala CitySan Pedro SulaTegucigalpa
Guadalajara
Mexico CityPuerto Vallarta
IxtapaAcapulco
Leon Antigua
San Jose
San SalvadorManagua
CancunCozumel
Panama City
St. Maarten
Quito
Monterrey
Caracas
Aruba
Merida
Tampico
Veracruz
SaltilloTorreon
Chihuahua
Sapporo
Sendai
Nagoya Tokyo
OsakaFukuoka
Los Cabos
Toronto
Montreal
Bermuda
Guayaquil
Lima
Rio de Janeiro
Vancouver
Ottawa
Halifax
São Paulo
Niigata
Okayama
Quebec
Madrid
London
Frankfurt
Amsterdam
Birmingham
ShannonManchester
Brussels
GlasgowDublin
Paris
Rome
MilanLisbon
Zurich
San Luis Potosi
Aguascalientes
Puebla
Mazatlan
Bogota
Puerto Plata St. Thomas
Belo Horizonte
Seoul
GuamGuam
Taipei
Hong Kong
Yap
Majuro
Kwajalein
Denpasar
Saipan
Pohnpei
Kosrae
Honolulu
Truk
Cairns
Manila
Palau
HoustonHouston
Cleveland ClevelandNew YorkNew York
Hermosillo
Grand Cayman
Tel Aviv
Dusseldorf
Stansted
Aguadilla
Before Sep 2001: Serve 228 Destinations in 40 Countries
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Pacific (14%)
Newark (17%)Cleveland (14%)
Houston (5%)Europe (4%)
Latin America (2%)
Continental Smaller, But Maintains High Quality Product
Estimated Second Quarter 2002 vs. 2001
Data includes Continental Express
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95%
96%
97%
98%
99%
1998 1999 2000 2001 2002
Continental Industry
D.O
.T C
om
ple
tio
n %
Industry = Top 10 US Major Carriers*Non-weighted average; data excludes Sept 11-30
98.2%
97.3%
97.9%
97.2%
98.1%
96.7%
98.7%
97.7%
Exceptional Completion Factor
99.6%98.8%
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76.6%78.1%
82.2%83.5%
60%
65%
70%
75%
80%
85%
1999 2000 2001 2002
Consistent Strong Operational Integrity
*September 2001 capacity reduction cancellations not included
% A
rriv
als
wit
hin
14
min
ute
s
D.O.T On-Time
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History Lesson - March 1993:
The Storm of the Century and Catalyst
for Change
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Continental Impact•Total Loss of Operational Control •Five Days to Recover Crews •Millions of Dollars in Losses•VERY Unhappy Customers
Continental Decision • Create Operations Task Force• Centralize Operations Data in a Common Database• Buy Best of Breed Real Time Decision Support Systems
Worst Blizzard to hit US since 1888 Affected 26 states, with 20 inches of snow in Southeast Caused $1 billion in damage Closed EWR airport for almost 2 days
It took days for Continental to locate all crewmembers
March 1993: Storm of the Century
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ResultVariables
Crew
Passengers
Aircraft
Operational Recovery
Flight Operations
Inflight
SOCC
Aircraft Maintenance
Airport Services
Customer Service
Reservations
Marketing
Revenue Management
Inputs
NewOperation
al Schedule
Cre
wS
olv
er a
nd
Op
sSo
lver
Rep
lan
N-times
One time
Irregular Ops
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Original plan was to purchase an off-the-shelf system and customize for Continental No major airline had a system of this kind No software vendors had solved the problem O.R. scholars did not have the needed airline knowledge
CALEB Technologies had both the operations research expertise and the airline background to deliver what was needed
The CrewSolver Project at Continental
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MultipleCustomizedSolutions
Solution Request- User Constraints- What-if scenario- OpsSolver Solution
Real-time Disruptions- Cancellations- Delays- Diverts- Schedule Changes
Real-time Disruptions- Cancellations- Delays- Diverts- Schedule Changes
LegalityChecker
CrewSolverOptimization
Server
Crew Updatesvia the Web
Crew Updatesvia the Web
Updates to SOCC Systems
Operational Data- Crew Pairings- Aircraft Routes- Legality and Qualification Data
CrewSolver System Overview
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The Go Forward Plan and The CrewSolver System
Fly ToWin
- Top quartile margins
- Maximize yields and profits
- Maximize flights completed
- Minimize revenue loss
WorkingTogether
- Treat each other with dignity and respect
- Open communications
- Generate reliable flight crew schedule information quickly
- Preserve quality of life
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The Go Forward Plan and The CrewSolver System
FundTheFuture
- Control our destiny
- Reduce costs by leveraging technology
- Minimize crew recovery costs
- Reduce passenger changes
MakeReliabilityA Reality
- Reliable on-time flight schedule
- Maintain DOT performance
- Produce reliable crew recovery plan
- Minimize crew delays and cancellations
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When faced with disruptions including: Flight delays and cancellations Diversions Adding new flights Reassigning equipment types Sick crew Crew misconnects Crew legality issues
How do airlines get crew back to planned pairings in a timely manner? Minimize recovery costs while covering all flights Ensure crew qualifications and legalities Support quality of life objectives
The Crew Recovery Problem
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Minimize (all incremental pairing costs) + (deadhead costs) + (uncovered flight costs) + (cost of using reserves)
Subject to
Every scheduled flight should have at least one crew member for each required position (1)
Each crew member can be assigned to at most one associated pairing (2)
Optimization Model for Crew Recovery
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Novelty of Solution Techniques
Solution localization
Constraint localization
Cost characterization and prioritization
Multiple solutions
Partial solutions
Computational Experience
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CrewSolver System Architecture
CrewSolverOptimization Server
Configuration Parameters
System Environment Variables
System Environment Variables
Message ServerMessage Server
MainframeMainframe SOC
Database
Static City File
Crew File
Socket
SharedMemoryMiddleware
FTP
Publish/Subscribe
Crew Client GUI
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FlightScheduling
System(mainframe)
CrewPairingSystem
(desktop)
ManpowerPlanningSystem
(desktop)
ScheduleSynchronization
System(workstation)
Day of Ops Flight SystemFOMS
(mainframe)
OpsSolver(workstation)
ARMS GUI(workstation)
SOCC Db(data store)
Day of Ops Crew SystemCMS
(mainframe)
CrewSolver(workstation)
COMS GUI(workstation)
SOCC Db(data store)
Proposed FlightSchedule
CommentsFinal Flight Schedule
FleetPlan
Final Flight Schedule
FlightScheduleUpdates
FlightScheduleUpdates
Final FlightSchedule and
Pairings
OperationalFlight Updates
Crew ScheduleUpdates
Web<Internet>
Kiosk<Intranet>
Cre
w S
ched
ule
Upd
ates
Ack
now
ledg
emen
t
Ack
now
ledg
emen
t
Cre
w S
ched
ule
Upd
ates
CMS: Crew Management SystemCOMS: Crew Operations Management SystemSOCC: System Operations Control CenterFOMS: Flight Operations Management SystemARMS: Aircraft Routing Management System
Automatic Data FeedManual Data Feed
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Web-based GUI
Delay Suggestions
N-way Swapping
Pairing Splitting
Reduced Memory Footprint
Greater User Control
Other Airline Implementations
CrewSolver System Enhancements
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Other Major Airlines• Up to 3 days to recover • Unhappy customers• Unhappy crews
Continental with CrewSolver
• Less than 5 minutes to solve• Recovered by the next day• No crew complaints• Fewer reserves used
Nor’easter hit New York metropolitan area, worst since 1996 12/29/2000 35% Newark reduction for 12/30/00 = 112
cancellations 12/30/2000 Complete shut down of Newark hub = 113
cancellations 354 crews affected
Continental was back to normal operations in record time
Case Study: New Year’s Eve 2000-2001
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Continental’s CrewSolver • Ran scenarios Sunday night for Monday pre-cancellations• Able to wait from Noon until 7pm to modify flight schedule • Solved 141 flight cancellations affecting 500 crews in under 7 minutes• All crews rescheduled and notified by Tuesday morning• Solved again on Tuesday for new cancellations
“The Reluctant Storm”Saturday – “Biggest winter blast in 5 years”Sunday – “Forecasters expect massive snowstorm”Monday – “Tricky forecast for Philadelphia and New York”Tuesday – “Expecting 3”-6” of snow in New York”
Case Study: The Reluctant Storm, March 2001
Continental delayed recovery to minimize flight cancellations
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Houston Hub • 749 cancellations / 3 days• 442 crews impacted• Lack of crews
Continental CrewSolver • Recovery one day at a time• Crews repaired daily < 13 minutes• Reserve usage minimized
Tropical Storm Allison hits Houston June 7th thru June 9th 32” of rain, winds up to 50 knots, Houston declared a disaster
area Houston hub accounts for 30% of total flight schedule
operations Major crew base for both Pilots and Flight Attendants Corporate headquarters for Continental Airlines
Continental was able to continue system-wide operations
Case Study: Tropical Storm Allison, June 2001
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Repaired 5861 pairingsOver a 2 week window
Case Study: 9/11/2001
- Re-planned flight and crew schedule dozens of times - Used OpsSolver to recover aircraft and flight schedule- Exported OpsSolver solution to CrewSolver to recover crew pairings and schedules
Sept. 11-132001
- Reduced activity to 50-55% of scheduled flights using OpsSolver - 100% closure of DCA- Largest single CrewSolver scenario repaired 1600 pairings in 17 minutes
Sept. 14-162001
- Solved 20% scheduled reduction for the remainder of September- Rescheduled all flight crews over a 14-day period
ExtendedWindow
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0
10
20
30
40
50
60
9/11 9/12 9/13 9/14 9/15 9/16 9/17 9/18 9/19
% Delays of Major Airlines
Aided by CALEB’s recovery suite, Continental was able to recover faster than other airlines, reducing costs and lost revenue
CrewSolver in Practice September 2001
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CrewSolver is integrated into the daily operations of Continental Airlines
Better, more comprehensive recovery decisions with respect to aircraft, crew, maintenance, and passengers
Recovery solutions in minutes or seconds compared to hours or days for a manual recovery
Continental Airlines saves one to five million dollars for average major disruptions using the CrewSolver system Fewer flight delays and cancellations due to crew unavailability Reduced crew pay liability Reduced hotel and per diem expenditures Reduced passenger re-accommodation costs Reduced usage of reserve crews
System Value and Impact