Automatic missed approach and late go-around detection
Job BrJob Brüüggenggen
Safety ManagerSafety Manager
ATC The NetherlandsATC The Netherlands
18th June 20132Automatic Missed Approach and Late go-around detection
Background (2007)•Near mid-air collision at Schiphol between Airbus A318 approaching to RWY18c and Boeing 737 departing from RWY24.
•Airbus A318 made a missed approach and crossed path of the departing B737. Closest distance 460m at same altitude.
TO Clearance KL1027 GA AF3484 GA Undetected
18th June 20133Automatic Missed Approach and Late go-around detection
We can’t be the only one …
18th June 20134Automatic Missed Approach and Late go-around detection
…SPL dependent rwy combinations
18th June 20135Automatic Missed Approach and Late go-around detection
Estimated collision risk 8.5 x 10 -9
Missed approach
2 x 10-3
Inadequate timing
1 x 10-1
No ATC resolution
1 x 10-1
No pilot (TCAS) resolution
8.5 x 10-1No separation
5 x 10-4
18th June 20136Automatic Missed Approach and Late go-around detection
Mitigation measures
1. Restrict use of dependent rwy combinations
2. Change the timing procedure3. Monitor operations4. Training and Safety Culture5. Increase detection probability
18th June 20137Automatic Missed Approach and Late go-around detection
5.1 Increase detection probability
18th June 20138Automatic Missed Approach and Late go-around detection
5.2 track vector on GND radar
18th June 20139Automatic Missed Approach and Late go-around detection
5.3 automatic go-around detection
Landing
Aircraft?
Landing
Aircraft?
Non-nominal
landing
parameters?
Non-nominal
landing
parameters?
Alert!Alert!yes yes
Surveillance
reportdetection
18th June 201310Automatic Missed Approach and Late go-around detection
Preliminary Algorithm
• Preliminary algorithm developed on minimum amount of readily available data (with limited resolution and sample rate):
– Position [x, y]: 1/64 NM– Mode-C altitude: 100 ft– Groundspeed: 1 kts– Tracker sample rate: 1/4.19 (0.24) Hz
• Dataset contains MA/GA plus flights with severe weather landings
18th June 201311Automatic Missed Approach and Late go-around detection
Algorithm Development per phase•High final: deviation from reference path•Low final: persistent pos. ROC•Stable final: path deviation+positive ROC•Flare/Land: altitude•Overshoot: by definition, if not land
18th June 201312Automatic Missed Approach and Late go-around detection
Results (1/3) for 293 MA, 2011
-6 -4 -2 0 2 4 6 8 100
500
1000
1500
2000
2500
3000GA detection performance for all missed approaches 2011
Distance to Threshold [nm]
Hei
ght
[ft]
18th June 201313Automatic Missed Approach and Late go-around detection13
Results (2/3)Number of Detections per Phase (293 cases, 2011)
0
20
40
60
80
100
120
140
1 2 3 4 5
High final Low final Stable final Flare/Land Overshoot
18th June 201314Automatic Missed Approach and Late go-around detection
Results (2/3)Identified Go-around Altitude (293 cases, 2011)
14
0 500 1000 1500 2000 25000
10
20
30
40
50
60
Height of go-around detection [ft]
Num
ber
of c
ases
Go-around detection height, all phases
18th June 201315Automatic Missed Approach and Late go-around detection
Results (3/3)Estimated Detection Delay per Phase
0 10 20 30 400
2
4
6
8
10Phase 1: high final
nr. of
cas
es
10 20 30 40 500
10
20
30
40Phase 2: low final
nr. of
cas
es0 10 20 30
0
10
20
30
40
50Phase 3: stable final
Estimated detection delay [sec]
nr. of
cas
es
0 10 20 300
2
4
6
8Phase 4: flare & land
Estimated detection delay [sec]nr
. of
cas
es
MEAN [SEC] STANDARD DEVIATION [SEC]
Phase 1 20.6 8.1
Phase 2 21.5 6.8
Phase 3 10.7 4.4
Phase 4 16.9 6.3
18th June 201316Automatic Missed Approach and Late go-around detection
Achievable responsiveness
2000 ft
1200 ft
0 1 2 3 4a 4b 5
Intermediate
Approach
High Final
Approach
Low Final
Approach
Stable Final
Approach
500 ft
Flare Landing Run Overshoot
50 ft
22 s22 s 11 s11 s 17 s17 s21 s21 s
False alerts:
- non-stabilised approach
- circling
Options for improvement
-Use 25 ft altitude resolution Mode S
-Use Multilateration data for 1 sec update
6.2 NM / ~2.7 min ~1.9 NM / ~1 min
11 % 32 % 43 % 13 % 0 %Probability of missed approach:
18th June 201317Automatic Missed Approach and Late go-around detection
Complications
1.05 1.1 1.15 1.2 1.25 1.3 1.35
x 105
4.76
4.78
4.8
4.82
4.84
4.86
4.88
4.9
4.92
4.94
4.96
x 105
AMS PAMSPL
OM 06
OM 27
OA L18C
OM 18C
WP L27
AMEGA
Approach 18R, MA 18R identified, approach 24,
circling 22, MA 22, circling 27 all correctly identified.
18th June 201318Automatic Missed Approach and Late go-around detection
Simulator sessions
18th June 201319Automatic Missed Approach and Late go-around detection
Automatic Go around detection: results• Operational concept defined• HMI acceptable• Functionality usable• Implementation before winter operations
2014.
LuchtverkeersleidingNederland
BezoekadresStationsplein ZuidWest 10011117 CV SCHIPHOL
PostadresPostbus 752001117 ZT SCHIPHOL
T +31 (0)20 4062000 F +31 (0)20 6484999
E [email protected] www.lvnl.nl
www.luchtverkeersleider.nl