100
Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Embed Size (px)

Citation preview

Page 1: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Ken WrightSensis Corporation

January 28, 2010

Modeling and Simulation Challenges and the New

Vehicle NRA

Page 2: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

2

Background Analyze the combined impacts of advanced vehicles and

NextGen

Page 3: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

3

Vehicles

Cruise @ M 0.78, 35k – 40k ft

2000 nm

Cruise @ M 1.641k ft to 53k ft

4000 nm

1200 nm

Cruise @ M 0.5, 25k ft

CESTOL

SST

LCTRUAS

750 nm

400 nm

VLJ

Cruise @ M 0.28, 15k ft

Cruise @ M 0.6, 35k ft

Page 4: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

4

Background (Continued) Timeframe

– 2025– 2040 (roughly 2 times today’s traffic levels)– 3X (3 times today’s traffic levels)

Tasks– Design vehicles– Develop usage scenarios– Compute delay– Compute environmental impacts– Compute metroplex impacts– Compute safety impacts– And much more

Page 5: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

5

New Vehicle Regional Airport

and AirspaceDesign Impacts

AvDemand

FACETSIMMOD

JPDO-providedNextGen

configuration

Regional Airport and

Airspace Performance

NextGen CONOPS,SAE 1845 AIR procedures (<10kft),

BADA Performance (>=10kft) conv. AC

EDS

Vehicle Market Penetration, Fleet Mix Changes

AEDTSystem

Wide

TARGETS

SafetyImpacts

APMT

ACES

PDARS Safety Metrics

GTSafety Models

New Vehicle Aircraft Design

Impacts

BADA AC Performance, New VehiclesD

eman

d fil

es

4D Trajectories System-wide

Dem

and

BA

DA

Dem

and

BA

DA

BA

DA

AC

Per

form

ance

Procedure Design

Arrival, departure procedures for new

vehicles

Pro

cedu

res

Pro

cedu

res

BA

DA

Procedures

Dem

and

Pro

cedu

res

BA

DA

BA

DA

AEDTRegional

4D Trajectories Regional

BA

DA

Pro

cedu

res

FlyabilityAnalysis

TSAM

PopulationGrowth

TravelCosts

Air

Tax

iD

eman

d F

ile

BADA AC Performance, New Vehicles

BA

DA

Flight Demand Growth

JPDO-providedNextGen

configuration

Key:Text in black Input or output to a model

Text in blue Result from a model

Pro

cedu

res

NAS-Wide Airport and Airspace Performance with and without New Vehicles for NextGen

EmissionImpacts

NoiseImpacts

SafetyMetrics

Sensis New Vehicle NRA Model

Interaction Diagram

Em

issi

ons

Inve

ntor

ies

Noi

se

Con

tour

s

Model Infrastructure

Page 6: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

6

The Focus of this Presentation is ACES

• To do NAS-wide simulation in ACES we need:• BADA Data• Schedules/Capacities

• ACES tracks used by AEDT to compute environmental impact

Page 7: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

7

General Modeling Simulation Observations Designing good experiments is tough

– Results often seem obvious– Difficult to translate concepts into hypotheses that leverage model

strengths

Difficult to spot erroneous results– Large datasets, complex interactive models– Figuring what’s going on below the surface is difficult

Some modules don’t work well with large datasets– Results not significantly impacted– New features can increase run time, without affecting results– ACES 5.0 vs ACES 6.2 compatibility issues

Page 8: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Challenge: Demand Generation

Page 9: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

9

JPDO-Provided Demand Sets

Page 10: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Huge delays at LAS and ATL due to capacity-demand imbalance dominatesystemwide-results

Page 11: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA
Page 12: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

12

Page 13: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

13

ACES-Specific Observations

MPAS (physics model) currently can’t fly unconventional vehicles

– Cruise-Efficient STOL Aircraft (cruises too slow)– Supersonic transport (cruises too fast)– Tiltrotor (takes off like a helicopter)

Tail-tracking

Terminal area tracks

Conflict Detection and Resolution

Weather obstacles (Back-up)

Page 14: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

14

Tail-Tracking One-third of all delay is propagated delay

ACES tail-tracking doesn’t quite work

Page 15: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

15

Sensis Itinerary-Creation Algorithm gives 5-6 Stages per Airframe

Page 16: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

16

Increase in delay due to tail-tracking too small to be realistic

Page 17: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Aircraft is in two placesat the same time

1 2

43

Page 18: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

18

Short flights show discontinuous tracks

Flights having great circle distance less than about 60 nm fly discontinuous “X” routes

Affects 3,000 to 3,500 ACES flights in 2040 dataset (about 3.5% of total)

Because flights fly longer routes than necessary, amount of time spent airborne is too long.

Page 19: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

19

Page 20: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

20

Page 21: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

21

Page 22: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

22

Flight from TEB to LGA is Airborne for 31 Minutes.Average speed = 21 mph

Page 23: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

23

Conflict Detection and Resolution

Not used in New Vehicle project

Causes about as many conflicts as it resolves

Page 24: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA
Page 25: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 26: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

26

CDR Causes Collision

Page 27: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 28: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 29: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 30: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 31: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 32: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 33: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 34: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 35: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 36: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 37: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 38: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 39: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 40: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 41: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 42: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 43: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 44: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 45: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Aircraft sense impending 5-nm conflict

CDR Causes Collision

Page 46: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Aircraft move to avoid 5-nm conflict

CDR Causes Collision

Page 47: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Aircraft move to avoid 5-nm conflict

CDR Causes Collision

Page 48: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Boom!

CDR Causes Collision

Page 49: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 50: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 51: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 52: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 53: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 54: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 55: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 56: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

CDR Causes Collision

Page 57: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

57

3X-Dataset No restrictions on international arrivals leads to large sectors

exceeding capacity limits

Page 58: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

2086

Name CapacityZNY87 25ZBW01 35ZHU79 25ZNY90 25

Page 59: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Foreign arrivals choke offdomestic departures. (175k flights)

Page 60: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

60

Conclusions Big project; tested lots of models; pushed limits of ACES and AEDT

It’s probably more fun to be a developer than a user

Coming up with interesting experiments is tough– Experiments should leverage model strengths to find novel results

Difficult to spot erroneous results

Some modules/capabilities did not work as expected for our large-scale experimental configuration

Page 61: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Ken Wright

Sensis Corporation

Questions?

Page 62: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

Back up

Page 63: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

63

Rerouting around Weather Mostly worked, but number of weather polygons scenario could use

was unnecessarily limited

Peculiar reroutes due to lack of airborne holding capability in ACES

Page 64: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

64

Clusters of Storm Cells (>=50 DBZ)

Replaced by Rectangles

Page 65: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

65

Clusters of Storm Cells (>=50 DBZ)

Replaced by Rectangles

Page 66: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

66

Page 67: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

67

Page 68: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

68

Page 69: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

69

Page 70: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

70

Page 71: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

71

Page 72: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

72

Page 73: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

73

Page 74: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

74

Page 75: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

75

Page 76: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

76

Page 77: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

77

Page 78: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

78

Page 79: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

79

Page 80: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

80

Final fix blocked

Page 81: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

81

Final fix blocked

Page 82: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

82

Final fix blocked

Page 83: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

83

Page 84: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

84

Page 85: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

85

Page 86: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

86

Page 87: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

87

Page 88: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

88

Page 89: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

89

Page 90: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

90

Page 91: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

91

Page 92: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

92

It appears that the flight turns around only when it bounces off another weather cell

Page 93: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

93

Page 94: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

94

Page 95: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

95

Page 96: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

96

Page 97: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

97

Page 98: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

98

Page 99: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

99

Page 100: Ken Wright Sensis Corporation January 28, 2010 Modeling and Simulation Challenges and the New Vehicle NRA

100