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Ford LSPI Prove Out Analysis 12-17-15 Kevin O’Malley The Lubrizol Corporation 1
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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
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Data Table 3
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Plot of Prove out Results 4
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5 The number of LSPI events is shown for each of the 4 valid iterations per test
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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
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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
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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
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Regression Analysis – HEO Only 9
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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
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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
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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 62-0-66 suggests a wide range of variability and the other differences observed in the data are happening by chance
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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
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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
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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
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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
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Quest to Understand Sources of variability - Option1 17
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Quest to Understand Sources of variability - Option1 18
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Quest to Understand Sources of variability - Option1 19
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Quest to Understand Sources of variability - Option1 20
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Quest to Understand Sources of variability - Option1 21
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Quest to Understand Sources of variability - Option1 22
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Quest to Understand Sources of variability - Option1 23
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Quest to Understand Sources of variability - Option1 24
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Quest to Understand Sources of variability - Option1 25
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Quest to Understand Sources of variability – Option2 26 Build and operational differences do not appear to explain the residual variability
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Quest to Understand Sources of variability – Option2 27 Build and operational differences do not appear to explain the residual variability
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Operational Data Plots 28
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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
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30 Engine Speed
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ZOOMED IN 32 Low Event Oil
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33 High Event Oil
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34 Engine Load
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ZOOMED IN 36 Low Event Oil
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37 High Event Oil
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38 Coolant Out Temperature
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ZOOMED IN 40 Low Event Oil
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41 High Event Oil
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42 Oil Gallery Temperature
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ZOOMED IN 44 Low Event Oil
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45 High Event Oil
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46 Air Charge Temperature
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ZOOMED IN 48 Low Event Oil
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49 High Event Oil
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50 Inlet Air Temperature
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52 ZOOMED IN
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53 Low Event Oil
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54 High Event Oil
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55 Inlet Air Pressure
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ZOOMED IN 57 Low Event Oil
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58 High Event Oil
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59 Exhaust Back Pressure
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ZOOMED IN 61 Low Event Oil
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62 High Event Oil
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63 Fuel Temperature
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66 Low Event Oil
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67 High Event Oil
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68 Fuel Flow
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ZOOMED IN 70 Low Event Oil
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71 High Event Oil
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72 Air Charge Pressure
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ZOOMED IN 74 Low Event Oil
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75 High Event Oil
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76 Barometric Pressure
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ZOOMED IN 78 Low Event Oil
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79 High Event Oil
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80 Atmospheric Temp
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ZOOMED IN 82 Low Event Oil
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83 High Event Oil
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84 Crankcase Pressure
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87 Low Event Oil
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ZOOMED IN 88 Low Event Oil
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89 High Event Oil
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90 High Event Oil ZOOMED IN
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91 Blowby Flow
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ZOOMED IN 93 Low Event Oil
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94 High Event Oil
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95 Oil Sump Temp
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ZOOMED IN 97 Low Event Oil
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98 High Event Oil
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99 Oil Fiter In Temp
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ZOOMED IN 101 Low Event Oil
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102 High Event Oil
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103 Exhaust Temp
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ZOOMED IN 105 Low Event Oil
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106 High Event Oil
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107 Ignition Timing Advance for #1 Cylinder CAN
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110 Low Event Oil
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111 High Event Oil
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112 Absolute Throttle Position CAN
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115 Low Event Oil
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ZOOMED IN 116 High Event Oil
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117 Engine Coolant Temperature CAN
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120 Low Event Oil
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ZOOMED IN 121 High Event Oil
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122 Intake Air Temperature CAN
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125 Low Event Oil
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ZOOMED IN 126 High Event Oil
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127 Equivalence Ratio (Lambda) CAN
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131 Low Event Oil
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ZOOMED IN 132 High Event Oil
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133 Absolute Load Value CAN
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136 Low Event Oil
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ZOOMED IN 137 High Event Oil
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138 Intake Manifold Absolute Pressure CAN
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141 Low Event Oil
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ZOOMED IN 142 High Event Oil
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143 Fuel Rail Pressure CAN
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146 Low Event Oil
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ZOOMED IN 147 High Event Oil
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148 Boost Absolute Pressure - Raw Value CAN
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151 Low Event Oil
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ZOOMED IN 152 High Event Oil
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153 Turbocharger/Supercharger Wastegate Solenoid A Duty Cycle CAN
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156 Low Event Oil
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ZOOMED IN 157 High Event Oil
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158 Actual Intake (A) Camshaft Position Bank 1 CAN
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162 Low Event Oil
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ZOOMED IN 163 Low Event Oil
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ZOOMED IN 164 High Event Oil
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ZOOMED IN 165 High Event Oil
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166 Actual Exhaust (B) Camshaft Position Bank 1 CAN
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169 Low Event Oil
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ZOOMED IN 170 High Event Oil
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171 Intake (A) Camshaft Position Actuator Duty Cycle Bank 1 CAN
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174 Low Event Oil
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ZOOMED IN 175 High Event Oil
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176 Exhaust (B) Camshaft Position Actuator Duty Cycle Bank 1 CAN
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179 Low Event Oil
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ZOOMED IN 180 High Event Oil
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181 Charge Air Cooler Temperature Bank 1 Sensor 1 - Raw CAN
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184 Low Event Oil
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ZOOMED IN 185 High Event Oil
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186 Cylinder 1 Knock/Combustion Performance Counter CAN
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ZOOMED IN 188 Low Event Oil
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189 High Event Oil
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190 Cylinder 2 Knock/Combustion Performance Counter CAN
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ZOOMED IN 192 Low Event Oil
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193 High Event Oil
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194 Cylinder 3 Knock/Combustion Performance Counter CAN
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ZOOMED IN 196 Low Event Oil
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197 High Event Oil
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198 Cylinder 4 Knock/Combustion Performance Counter CAN
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ZOOMED IN 200 Low Event Oil
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201 High Event Oil
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202 Accelerator Pedal Position D CAN
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206 Low Event Oil
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ZOOMED IN 207 Low Event Oil
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ZOOMED IN 208 High Event Oil
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ZOOMED IN 209 High Event Oil
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210 Build Data
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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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