Ford LSPI Prove Out Analysis Kevin O’Malley The Lubrizol Corporation 1
Overview 40 tests included 16 IAR (2 stands; 8 tests per stand; 2 engine builds per stand) 16 SwRI (2 stands; 8 tests per stand; 2 engine builds per stand) 8 LZ (1 stand; 2 engine builds) 2 oils tested (low event oil and high event oil) Each oil tested in duplicate within each stand-engine build combination 2
Data Table 3
Plot of Prove out Results 4
5 The number of LSPI events is shown for each of the 4 valid iterations per test
Regression Analysis – HEO & LEO 6 IAR tends to be more mild compared to LZ and SwRI Overall Effects Table IAR PI10 is more severe than PI9 No strong indication that engines significantly differ within other labs IAR Stand 60 tends to be more mild than Stand 62 SwRI Stand 2 is more mild than Stand 4 Carry Over Effect not included; No strong evidence of its effect
Regression Analysis – LEO Only 7 On average, there is no strong evidence to conclude lab, stand, engine, and cylinder head hours affect the number of LSPI events Overall Effects Table However, there is some evidence suggesting IAR is more mild than LZ and SwRI IAR PI10 is more severe than PI9 SwRI LSPI 10 is more severe than LSPI 11 Parameter Estimates Table
Regression Analysis – HEO Only 8 IAR tends to be more mild compared to LZ and SwRI Overall Effects Table IAR PI10 is more severe than PI9 No strong indication that engines significantly differ within other labs IAR Stand 60 is more mild than Stand 62 SwRI Stand 2 is more mild than Stand 4 There is more evidence that cylinder head run hours affects LSPI events in HEO results
Regression Analysis – HEO Only 9
10 EngineStand(lab) included in the model VIF values give us an indication of the collinearity among the factors in the model The higher the VIF the more difficult it is to separate the factor’s effect from other terms in the model This suggests that there could be engine-stand differences as opposed to an cylinder head hours effect 60PI9 is on the low end of # of events 4LSPI 11 is on the high end of # of events
Regression Analysis – HEO Only 11 IAR tends to be the most mild lab Overall Effects Table A deeper inspection of these differences reveals: At IAR, Stand 60 PI9 is more severe than the other stand-engine combinations At LZ, engine 1000 tends to be more severe than 1001 At SwRI, LSPI 11 in stand 4 is more severe than both engines in stand 2
What are these prove-out data trying to tell us? Option 1: There are only oil differences (analysis suggests this is not the case, but it’s still possible) 12 Perhaps suggests a wide range of variability and the other differences observed in the data are happening by chance
What are these prove-out data trying to tell us? Option 2: There are oil differences and the effect of cylinder head run hours is real 13 IAR is the most mild lab on average IAR PI10 is more severe than PI9 IAR Stand 60 is more mild than Stand 62 SwRI Stand 2 is more mild than Stand 4
What are these prove-out data trying to tell us? Option 3: There are oil and stand-engine differences 14 IAR tends to be the most mild lab At IAR, Stand 60 PI9 is more severe than the other stand-engine combinations At LZ, engine 1000 tends to be more severe than 1001 At SwRI, LSPI 11 in stand 4 is more severe than both engines in stand 2
General Comments 15 It is not very clear what explains variability in the number of LSPI events It’s possible that cylinder head hours affects the variability Or it could be attributed to something related to setting up engine-stand combinations Or it could be that the only difference in LSPI events is the oil Or it could be build or operational data differences Or it could be something we have not yet identified or recorded The complexity in these data should be kept in mind when setting up LTMS post precision matrix We may find that the most conservative approach is an engine-stand based system
Quest to Understand Sources of variability 16 Assume each of the 3 options is plausible Mine operational data and build data to identify correlations for further review Mean, median, and standard deviation of each operational parameter Summarized by iteration Build data is unique to the engine Trend lines have been added to plots, but should be used with caution Comments When option 1 is assumed, build and a few operational differences could be affecting the number of LSPI events These differences generally line up with stand-engine differences When options 2 and 3 are assumed, build and operational differences do not appear to explain the residual variability
Quest to Understand Sources of variability - Option1 17
Quest to Understand Sources of variability - Option1 18
Quest to Understand Sources of variability - Option1 19
Quest to Understand Sources of variability - Option1 20
Quest to Understand Sources of variability - Option1 21
Quest to Understand Sources of variability - Option1 22
Quest to Understand Sources of variability - Option1 23
Quest to Understand Sources of variability - Option1 24
Quest to Understand Sources of variability - Option1 25
Quest to Understand Sources of variability – Option2 26 Build and operational differences do not appear to explain the residual variability
Quest to Understand Sources of variability – Option2 27 Build and operational differences do not appear to explain the residual variability
Operational Data Plots 28
Overview Operational parameters are plotted versus cumulative time Cumulative time is a combination of time from valid iterations A, B, C, and D; time at start of iteration A = 0hrs Each RunID/Test # is plotted in a separate pane Each parameter has plots with a legend for both lab and number of LSPI events (a.k.a. All Cylinder PP & MFB2) CAN data are plotted with and without stand 62 29
30 Engine Speed
31
ZOOMED IN 32 Low Event Oil
33 High Event Oil
34 Engine Load
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ZOOMED IN 36 Low Event Oil
37 High Event Oil
38 Coolant Out Temperature
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ZOOMED IN 40 Low Event Oil
41 High Event Oil
42 Oil Gallery Temperature
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ZOOMED IN 44 Low Event Oil
45 High Event Oil
46 Air Charge Temperature
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ZOOMED IN 48 Low Event Oil
49 High Event Oil
50 Inlet Air Temperature
51
52 ZOOMED IN
53 Low Event Oil
54 High Event Oil
55 Inlet Air Pressure
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ZOOMED IN 57 Low Event Oil
58 High Event Oil
59 Exhaust Back Pressure
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ZOOMED IN 61 Low Event Oil
62 High Event Oil
63 Fuel Temperature
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65 ZOOMED IN
66 Low Event Oil
67 High Event Oil
68 Fuel Flow
69
ZOOMED IN 70 Low Event Oil
71 High Event Oil
72 Air Charge Pressure
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ZOOMED IN 74 Low Event Oil
75 High Event Oil
76 Barometric Pressure
77
ZOOMED IN 78 Low Event Oil
79 High Event Oil
80 Atmospheric Temp
81
ZOOMED IN 82 Low Event Oil
83 High Event Oil
84 Crankcase Pressure
85
86 ZOOMED IN
87 Low Event Oil
ZOOMED IN 88 Low Event Oil
89 High Event Oil
90 High Event Oil ZOOMED IN
91 Blowby Flow
92
ZOOMED IN 93 Low Event Oil
94 High Event Oil
95 Oil Sump Temp
96
ZOOMED IN 97 Low Event Oil
98 High Event Oil
99 Oil Fiter In Temp
100
ZOOMED IN 101 Low Event Oil
102 High Event Oil
103 Exhaust Temp
104
ZOOMED IN 105 Low Event Oil
106 High Event Oil
107 Ignition Timing Advance for #1 Cylinder CAN
108
109 ZOOMED IN
110 Low Event Oil
111 High Event Oil
112 Absolute Throttle Position CAN
113
114 ZOOMED IN
115 Low Event Oil
ZOOMED IN 116 High Event Oil
117 Engine Coolant Temperature CAN
118
119 ZOOMED IN
120 Low Event Oil
ZOOMED IN 121 High Event Oil
122 Intake Air Temperature CAN
123
124 ZOOMED IN
125 Low Event Oil
ZOOMED IN 126 High Event Oil
127 Equivalence Ratio (Lambda) CAN
128
129 ZOOMED IN
130 ZOOMED IN
131 Low Event Oil
ZOOMED IN 132 High Event Oil
133 Absolute Load Value CAN
134
135 ZOOMED IN
136 Low Event Oil
ZOOMED IN 137 High Event Oil
138 Intake Manifold Absolute Pressure CAN
139
140 ZOOMED IN
141 Low Event Oil
ZOOMED IN 142 High Event Oil
143 Fuel Rail Pressure CAN
144
145 ZOOMED IN
146 Low Event Oil
ZOOMED IN 147 High Event Oil
148 Boost Absolute Pressure - Raw Value CAN
149
150 ZOOMED IN
151 Low Event Oil
ZOOMED IN 152 High Event Oil
153 Turbocharger/Supercharger Wastegate Solenoid A Duty Cycle CAN
154
155 ZOOMED IN
156 Low Event Oil
ZOOMED IN 157 High Event Oil
158 Actual Intake (A) Camshaft Position Bank 1 CAN
159
160 ZOOMED IN
161 ZOOMED IN
162 Low Event Oil
ZOOMED IN 163 Low Event Oil
ZOOMED IN 164 High Event Oil
ZOOMED IN 165 High Event Oil
166 Actual Exhaust (B) Camshaft Position Bank 1 CAN
167
168 ZOOMED IN
169 Low Event Oil
ZOOMED IN 170 High Event Oil
171 Intake (A) Camshaft Position Actuator Duty Cycle Bank 1 CAN
172
173 ZOOMED IN
174 Low Event Oil
ZOOMED IN 175 High Event Oil
176 Exhaust (B) Camshaft Position Actuator Duty Cycle Bank 1 CAN
177
178 ZOOMED IN
179 Low Event Oil
ZOOMED IN 180 High Event Oil
181 Charge Air Cooler Temperature Bank 1 Sensor 1 - Raw CAN
182
183 ZOOMED IN
184 Low Event Oil
ZOOMED IN 185 High Event Oil
186 Cylinder 1 Knock/Combustion Performance Counter CAN
187
ZOOMED IN 188 Low Event Oil
189 High Event Oil
190 Cylinder 2 Knock/Combustion Performance Counter CAN
191
ZOOMED IN 192 Low Event Oil
193 High Event Oil
194 Cylinder 3 Knock/Combustion Performance Counter CAN
195
ZOOMED IN 196 Low Event Oil
197 High Event Oil
198 Cylinder 4 Knock/Combustion Performance Counter CAN
199
ZOOMED IN 200 Low Event Oil
201 High Event Oil
202 Accelerator Pedal Position D CAN
203
204 ZOOMED IN
205 ZOOMED IN
206 Low Event Oil
ZOOMED IN 207 Low Event Oil
ZOOMED IN 208 High Event Oil
ZOOMED IN 209 High Event Oil
210 Build Data
211 Average LSPI events per test are plotted versus lab-stand-engine combinations The color on the plot is associated with the various build measurements collected
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