Real Driving Emissions In Service Conformity...regulation, robustly detects repetitive failures of...
Transcript of Real Driving Emissions In Service Conformity...regulation, robustly detects repetitive failures of...
RDE ISC
2
1. Statistical procedure
2. Investigation
RDE ISC STATISTICS
3
ACEA INTERNAL
Cu
rre
nt
reg
ula
tio
n
ACEA 17 January
ACEA 7 April EU Com 7 April
ICCT 1st February
ICCT 7 April
Netherlands 1st February
Pass if average < limit - 𝑆2
𝑙𝑖𝑚𝑖𝑡
Fail if average ≥ limit - (𝑁 −3)
7 *
𝑆2
𝑙𝑖𝑚𝑖𝑡
Netherlands 7 April
ACEA 9 March
Pass if average < limit - 𝑆2
𝑙𝑖𝑚𝑖𝑡
Fail if average ≥ limit - (𝑁 −3)
7 *
𝑆2
𝑙𝑖𝑚𝑖𝑡
+ (𝟏𝟎 −𝑵)
𝟕 * limit * margin
Pass if median < limit - 𝑆2
𝑙𝑖𝑚𝑖𝑡
Fail if median ≥ limit - (𝑁 −3)
7 *
𝑆2
𝑙𝑖𝑚𝑖𝑡
HD
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2
3
5
4
6 7
8
9 10
RDE ISC STATISTICAL PROCEDURE
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All proposals for RDE ISC statistical procedure generate a major increase of stringency compared to current ISC regulation:
Fail sample if first 3 vehicles fail instead of minimum 5 vehicles today
Reduction of maximum sample size from 20 to 10 vehicles
Significant reduction of environmental risk
RDE ISC STATISTICAL PROCEDURE
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Example #1: (diesel NOx)
89
179
30
119 107
119 108 113 117 119
1 2 3 4 5 6 7 8 9 10
Vehicles
NTE 120 mg/km
Outlier zone 180 mg/km (1.5 * limit)
RD
E N
Ox
mg
/km
RDE ISC STATISTICAL PROCEDURE
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Vehicle RDE NOx
mg/km
1 89
2 179
3 30
4 119
5 107
6 119
7 108
8 113
9 117
10 119
Example #1: (diesel – limit 120 mg/km) Application of ISO based method (current reg. / EU Com proposal):
PASS decision for sample
RDE ISC STATISTICAL PROCEDURE
7
0
20
40
60
80
100
120
140
160
180
3 4 5 6 7 8 9 10
RD
E N
Ox
mg/
km
Sample Size
Average PASS FAIL
Example #1 Application of Netherlands proposal
PASS if:
Average < limit - 𝑆2
𝑙𝑖𝑚𝑖𝑡
FAIL if:
Average ≥ limit - (𝑁 −3)
7*
𝑆2
𝑙𝑖𝑚𝑖𝑡 +
(10 −𝑁)
7*limit*margin
S: standard deviation N: sample size
Margin: 0.3 Limit: NTE 120 mg/km
RDE ISC STATISTICAL PROCEDURE
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Vehicle RDE NOx
mg/km
Average
sample
Standard
deviation
1 89
2 179
3 30 99 74.8
4 119 103.88 61.85
5 107 104.4 53.58
6 119 106.75 48.27
7 108 106.93 44.06
8 113 107.63 40.84
9 117 108.67 38.33
10 119 109.65 36.27
Example #1:
RDE ISC STATISTICAL PROCEDURE
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Vehicle RDE NOx
mg/km
Average
sample
Standard
deviation
Pass
threshold
Fail
threshold Decision
1 89 TEST MORE
2 179 TEST MORE
3 30 99 74.8 73.37 156 TEST MORE
4 119 103.88 61.85 88.12 146.3 TEST MORE
5 107 104.4 53.58 96.08 138.88 TEST MORE
6 119 106.75 48.27 100.59 132.25 TEST MORE
7 108 106.93 44.06 103.82 126.18 TEST MORE
8 113 107.63 40.84 106.1 120.36 TEST MORE
9 117 108.67 38.33 107.76 114.65 TEST MORE
10 119 109.65 36.27 109.04 109.04 FAIL
Example #1 Application of Netherlands proposal
Average ≥ FAIL threshold FAIL decision for the sample
RDE ISC STATISTICAL PROCEDURE
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Example #2: Same as example #1 except from vehicle #3
89
179
60
119 107
119 108 113 117 119
1 2 3 4 5 6 7 8 9 10
Vehicles
NTE 120 mg/km
Outlier zone 180 mg/km (1.5 * limit)
RD
E N
Ox
mg
/km
emissions increase from 30 to 60 mg/km
RDE ISC STATISTICAL PROCEDURE
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Vehicle RDE NOx
mg/km Average
Standard
deviation (S)
1 89
2 179
3 60 109.00 61.85
4 119 111.38 50.73
5 107 110.40 43.98
6 119 111.75 39.48
7 108 111.21 36.07
8 113 111.38 33.39
9 117 112.00 31.29
10 119 112.65 29.58
Example #2:
Increase of vehicle #3 emissions Higher average Lower standard deviation
RDE ISC STATISTICAL PROCEDURE
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Vehicle RDE NOx
mg/km Average
Standard
deviation (S)
Pass
threshold
Fail
threshold Decision
1 89 TEST MORE
2 179 TEST MORE
3 60 109.00 61.85 88.12 156.00 TEST MORE
4 119 111.38 50.73 98.56 147.79 TEST MORE
5 107 110.40 43.98 103.88 141.11 TEST MORE
6 119 111.75 39.48 107.01 135.01 TEST MORE
7 108 111.21 36.07 109.16 129.23 TEST MORE
8 113 111.38 33.39 110.71 123.65 TEST MORE
9 117 112.00 31.29 111.84 118.15 TEST MORE
10 119 112.65 29.58 112.71 112.71 PASS
Example #2 Application of Netherlands proposal
Increase of emissions Lower standard deviation Higher PASS/FAIL thresholds Average < PASS threshold PASS decision for the sample instead of FAIL
RDE ISC STATISTICAL PROCEDURE
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Conclusions on the application of Netherlands proposal: Example #1: Lower emissions, higher standard deviation FAIL Example #2: Higher emissions, lower standard deviation PASS
RDE ISC STATISTICAL PROCEDURE
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Current regulation
ACEA initial proposal
ACEA revised proposal
EU Com proposal
ICCT revised proposal
HD regulation
PA
SS
ING
PR
OB
AB
ILIT
Y
OK RATE IN THE FIELD
20%
4
0%
6
0%
8
0%
10
0%
20% 40% 60% 80% 100%
Producer risk
Environmental risk
RDE ISC STATISTICAL PROCEDURE
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0%
20%
40%
60%
80%
100%
0% 20% 40% 60% 80% 100%
25 mg/km st. dev.
30 mg/km st. dev.
35 mg/km st. dev.
40 mg/km st. dev.
45 mg/km st. dev.
50 mg/km st. dev.
55 mg/km st. dev.
PA
SS
ING
PR
OB
AB
ILIT
Y
OK RATE IN THE FIELD
Netherlands proposal for scenarios with different standard deviations (with NOx limit = 120 mg/km)
Current regulation
ACEA initial proposal
ACEA revised proposal
EU Com proposal
ICCT revised proposal
HD regulation
Producer risk is higher for Netherlands proposal
than Heavy Duty
RDE ISC STATISTICAL PROCEDURE
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EU Commission proposal Netherlands proposal
Based on ISO standard and current ISC
regulation, robustly detects repetitive
failures of emissions control systems
- Based on formula derived from COP for fixed
WLTP cycle, leads to inconsistent decisions
Allows some variability of in-service vehicles
and RDE testing conditions
- Fail threshold is a function of the spread
(disadvantages low emissions too)
Detection of outliers and early investigation
of cause and recurrence of failure
- Whole family can fail in-service conformity
based on only one single outlier
RDE ISC STATISTICAL PROCEDURE
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REAL DRIVING EMISSIONS PACKAGE 4
July 2017 DRAFT
Nov 2017 VOTE
March 2018 PUBLICATION
September 2018 FIRST RDE4 TYPE APPROVAL current ISC statistical procedure applies to RDE
New RDE ISC statistical procedure applies to Euro 6d vehicles
ACEA supports EU Commission proposal for RDE ISC statistical procedure for this timeframe.
RDE ISC
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1. Statistical procedure
2. Investigation
RDE ISC
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IN-SERVICE CONFORMITY
Sample decision?
INVESTIGATION
PASS
FAIL
PLAN OF REMEDIAL
Is there a problem?
YES
NO
RDE ISC
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GTAA tests X families / year
Sample decision?
GTAA starts investigation with OEM
GTAA and OEM test another sample
Check test & vehicle
conditions?
Sample decision?
OEM determines cause and develops plan of remedial measures
within 90 working days
OEM implements remedial measures
GTAA approves
plan within 30 working
days?
PASS
FAIL
PASS
INVALID
FAIL
VALID YES
NO
First step of investigation should be to reproduce the failure.
Vehicles are compliant
Test results from accredited labs
Vehicles are not compliant
RDE ISC
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NOK
10
9
8
7
6
5
4
3
2
1
0
Sample size 3 4 5 6 7 8 9 10
Same vehicles family / same calibration
RDE OUTLIERS
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0 0.5 1 1.5 2 2.5 3 3.5 4
NOx emissions [NTE multiplier]
Outliers
Beta distribution with Mean: 0.75 NTE (90 mg/km) St.dev.: 0.42 NTE (50 mg/km)
0 80 160 240 320 400 480 560
pro
ba
bil
ity
de
nsi
ty
NOx emissions [mg/km]
Mean: 60 mg/km St.dev.: 15 mg/km (diesel)
NEDC / WLTP RDE
Outliers
special causes
RDE OUTLIERS
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RDE outliers (>1.5 * NTE value) can be due to: - vehicle defect special cause
should be investigated - extreme, unrepresentative
testing conditions - or unknown history of operation
of vehicles in service. Definition of RDE outlier should be written in package 4 regulation.
0 0.5 1 1.5 2 2.5 3 3.5 4
Pro
bab
ility
de
nsi
ty
Emission [NTE multiplier]
Outliers
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