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© 2013 The MITRE Corporation. All Rights Reserved. Approved for Public Release; Distribution Unlimited. 13-2263 Analysis of Conflict Detection For Performance Trajectory-Based Descent Operations Travis L Gaydos Elida C Smith Bill Liao Liya Wang

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Page 1: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

All Rights Reserved.

Approved for Public Release;

Distribution Unlimited. 13-2263

Analysis of Conflict Detection For

Performance Trajectory-Based Descent

Operations

Travis L Gaydos

Elida C Smith

Bill Liao

Liya Wang

Page 2: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

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Distribution Unlimited. 13-2263

Overall Question

• Trajectory-based descent operations

introduce changes to the current

environment, how do those changes affect

currently implemented conflict detection

automation?

– Studied for 3D PAM operations

2

Page 3: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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3D PAM Research Partners

3

Page 4: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Meter

Fix Triangular Delay Paths Generated in ARTCC

Airspace:

Waypoint Insertion Using

Place-Bearing-Distance (PBD)

Path Stretch

Start

Path Stretch

End

TOD

3D PAM Target Domain

TMA Freeze Horizon

Source: 3D Path Arrival Management Concept of Use, Version 2.1

What is 3D PAM?

• Objective: Increase delivery accuracy over metering fix while enabling more efficient and environmentally friendly aircraft vertical profiles

• High level description: Concept relies on ground and airborne automation to compute and execute advisories for conflict-free trajectories from cruise altitude to a time-based metering fix

4

Page 5: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

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Environment Changes

Closed Loop Maneuvers During Metering

Path Stretch turn out waypoint

Path Stretch return waypoint

Path Stretch turn back waypoint

SNY 120 065

YANKI

Place Bearing Distance

SNY

5

Page 6: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Environment Changes

Speed Profile Agreed Upon

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Page 7: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Environment Changes

More Near-Idle Thrust Descents

TODAY NEAR-IDLE

7

Page 8: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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NWA571

320P

956D438

M75

EDA

NWA561

320P

948D472

M72

EDA ◊

Conflict Detection Requirement Change

Arrival to Arrival Must Be Probed

8

It may not be intuitive

that these aircraft could

be conflict if the

controller is not aware of

the large path stretch

previously assigned to

NWA561

8

Page 9: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

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9

Now add many

more aircraft

flying varying

path stretch

maneuvers

Conflict Detection Requirement Change

Arrival to Arrival Must Be Probed

Page 10: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

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Important Current Conflict Detection

Automation Limitations

• Conflict detection does not utilize agreed upon

descent speed for modeling

– Not in current flight plan

– Modeler not designed to utilize

• Conflict detection does not utilize fact that

aircraft flying near-idle

– Performance data based on today’s operations

where few idle-thrust descents occur

10

Page 11: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Study Design

11

Page 12: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

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Study Design

12

Page 13: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Metric Definitions

= Notification = True Conflict

= True Alert

= False Alert

= Late Alert

= 3 minutes

= Missed Alert

= Missed Alert

Start Time End

13

Page 14: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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False every ~ 2.5 to 3 minutes on average

False Missed/Late True

Baseline 35 0 7

1. Measure in terms of pair of aircraft with at least 1 arrival

2. Measure only after all 3D PAM advisories have been provided to the pair

14

Page 15: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

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Possible Improvements for Trajectory

and Conflict Prediction

1) Parameter Changes

2) Aircraft Performance Data Changes

3) Trajectory Modeling Changes

(utilize increased info)

Implementation

Simplicity

15

Page 16: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

© 2013 The MITRE Corporation.

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Possible Improvements for

Conflict Prediction

1) Parameter Changes

- Based on past research to find

optimal values in today’s

environment

2) Aircraft Performance Data Changes

3) Trajectory Modeling Changes

(utilize increased info)

Implementation

Simplicity

16

Page 17: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Conformance Box

Vertical Unchanged

+/- 300 ft = level flight

+/- 1000 ft = climb/descend

+/-

2.5

nm

+/-

1.5

nm

+/- 1.5 nm

+/- 1.3 nm

17

Page 18: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Likelihood

Time to Predicted Conflict (minutes)

Pro

bab

ilit

y o

f C

on

flic

t

0

0.2

0.4

0.6

0.8

1.0

20 16 12 8 4 0

18

Page 19: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Tactical Check +

/- 2

.5 n

m

Prediction Look-ahead Larger

Prediction

Buffer

Conformance Box

19

Page 20: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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False Missed/Late True

Baseline 35 0 7

Likelihood Changes 35 0 7

Conformance Box

Changes

33 0 7

Tactical check 35 0 7

Combination of all of

above

33 0 7

False every ~ 2.5 to 3 minutes on average

1. Measure in terms of pair of aircraft with at least 1 arrival

2. Measure only after all 3D PAM advisories have been provided to the pair

20

Page 21: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Reasons For Results

• Only slight reduction in False Alerts

• Arrival vs Over-flight = ~45% of false alerts

– Magnitude due to scenario design, but illustrates

this will most likely be problem

• False drops by ~85% if alerts after TOD are

removed

• Why?

– Trajectory Modeling Off – Particularly Descents

• TOD – descent gradient

• Longitudinal – descent speeds not correct as does

not utilized agreed upon speeds

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Page 22: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Summary

• Important to understand TBO concepts

interaction with currently implemented

automation

• 3D PAM changes would cause issues for

currently conflict detection

– Descent portion of flight not modeled well for

near-idle thrust descents

– Performance data update or modeler changes

are needed

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Page 23: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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False Alert Case Study:

UAL1463 (Arr) vs COA261 (Ovr)

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Page 24: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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COA261 vs UAL1463

Current Distance

Between Aircraft

No Alert Yet

TOD Prediction

Is Early

X coordinate

Y c

oo

rdin

ate

Alt

itu

de

(fee

t)

Flight Duration Since

First Track Point (seconds)

Gro

un

d S

pee

d (

kts

)

Flight Duration Since

First Track Point (seconds)

Red = Actual

Blue = Predicted

Page 25: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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COA261 vs UAL1463

Predicted Problem

Location

Predicted

Problem

Location

Noticed Muted

Red Alert

X coordinate

Y c

oo

rdin

ate

Alt

itu

de

(fee

t)

Flight Duration Since

First Track Point (seconds)

Gro

un

d S

pee

d (

kts

)

Flight Duration Since

First Track Point (seconds)

Page 26: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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COA261 vs UAL1463 Notice Muted

Red Alert

Less Than 5nm Predicted Problem

Location

X coordinate

Y c

oo

rdin

ate

Alt

itu

de

(fee

t)

Flight Duration Since

First Track Point (seconds)

Gro

un

d S

pee

d (

kts

)

Flight Duration Since

First Track Point (seconds)

Can’t update until

observing no

descent

Page 27: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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COA261 vs UAL1463 Alert is removed

Updated because

Observed no descent

Aircraft past being

Close to 5nm

X coordinate

Y c

oo

rdin

ate

Alt

itu

de

(fee

t)

Flight Duration Since

First Track Point (seconds)

Gro

un

d S

pee

d (

kts

)

Flight Duration Since

First Track Point (seconds)

Page 28: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Back Up

28

Page 29: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Adherence Logic

• Set of rules for building trajectory dependent on if

aircraft has been conforming to flight plan or not

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Page 30: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Speed Weighting

Currently

Observed Advisory

Speed

New = More

Weight Here

30

Page 31: CD analysis - ATM Seminar...2013/05/24  · Title CD analysis Author tgaydos Created Date 5/24/2013 8:06:36 AM

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Turn Parameter

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