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Ford LSPI Prove Out Analysis 12-17-15 Kevin O’Malley The Lubrizol Corporation 1.

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Presentation on theme: "Ford LSPI Prove Out Analysis 12-17-15 Kevin O’Malley The Lubrizol Corporation 1."— Presentation transcript:

1 Ford LSPI Prove Out Analysis 12-17-15 Kevin O’Malley The Lubrizol Corporation 1

2 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

3 Data Table 3

4 Plot of Prove out Results 4

5 5 The number of LSPI events is shown for each of the 4 valid iterations per test

6 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

7 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

8 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

9 Regression Analysis – HEO Only 9

10 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

11 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

12 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

13 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

14 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

15 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

16 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

17 Quest to Understand Sources of variability - Option1 17

18 Quest to Understand Sources of variability - Option1 18

19 Quest to Understand Sources of variability - Option1 19

20 Quest to Understand Sources of variability - Option1 20

21 Quest to Understand Sources of variability - Option1 21

22 Quest to Understand Sources of variability - Option1 22

23 Quest to Understand Sources of variability - Option1 23

24 Quest to Understand Sources of variability - Option1 24

25 Quest to Understand Sources of variability - Option1 25

26 Quest to Understand Sources of variability – Option2 26 Build and operational differences do not appear to explain the residual variability

27 Quest to Understand Sources of variability – Option2 27 Build and operational differences do not appear to explain the residual variability

28 Operational Data Plots 28

29 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 30 Engine Speed

31 31

32 ZOOMED IN 32 Low Event Oil

33 33 High Event Oil

34 34 Engine Load

35 35

36 ZOOMED IN 36 Low Event Oil

37 37 High Event Oil

38 38 Coolant Out Temperature

39 39

40 ZOOMED IN 40 Low Event Oil

41 41 High Event Oil

42 42 Oil Gallery Temperature

43 43

44 ZOOMED IN 44 Low Event Oil

45 45 High Event Oil

46 46 Air Charge Temperature

47 47

48 ZOOMED IN 48 Low Event Oil

49 49 High Event Oil

50 50 Inlet Air Temperature

51 51

52 52 ZOOMED IN

53 53 Low Event Oil

54 54 High Event Oil

55 55 Inlet Air Pressure

56 56

57 ZOOMED IN 57 Low Event Oil

58 58 High Event Oil

59 59 Exhaust Back Pressure

60 60

61 ZOOMED IN 61 Low Event Oil

62 62 High Event Oil

63 63 Fuel Temperature

64 64

65 65 ZOOMED IN

66 66 Low Event Oil

67 67 High Event Oil

68 68 Fuel Flow

69 69

70 ZOOMED IN 70 Low Event Oil

71 71 High Event Oil

72 72 Air Charge Pressure

73 73

74 ZOOMED IN 74 Low Event Oil

75 75 High Event Oil

76 76 Barometric Pressure

77 77

78 ZOOMED IN 78 Low Event Oil

79 79 High Event Oil

80 80 Atmospheric Temp

81 81

82 ZOOMED IN 82 Low Event Oil

83 83 High Event Oil

84 84 Crankcase Pressure

85 85

86 86 ZOOMED IN

87 87 Low Event Oil

88 ZOOMED IN 88 Low Event Oil

89 89 High Event Oil

90 90 High Event Oil ZOOMED IN

91 91 Blowby Flow

92 92

93 ZOOMED IN 93 Low Event Oil

94 94 High Event Oil

95 95 Oil Sump Temp

96 96

97 ZOOMED IN 97 Low Event Oil

98 98 High Event Oil

99 99 Oil Fiter In Temp

100 100

101 ZOOMED IN 101 Low Event Oil

102 102 High Event Oil

103 103 Exhaust Temp

104 104

105 ZOOMED IN 105 Low Event Oil

106 106 High Event Oil

107 107 Ignition Timing Advance for #1 Cylinder CAN

108 108

109 109 ZOOMED IN

110 110 Low Event Oil

111 111 High Event Oil

112 112 Absolute Throttle Position CAN

113 113

114 114 ZOOMED IN

115 115 Low Event Oil

116 ZOOMED IN 116 High Event Oil

117 117 Engine Coolant Temperature CAN

118 118

119 119 ZOOMED IN

120 120 Low Event Oil

121 ZOOMED IN 121 High Event Oil

122 122 Intake Air Temperature CAN

123 123

124 124 ZOOMED IN

125 125 Low Event Oil

126 ZOOMED IN 126 High Event Oil

127 127 Equivalence Ratio (Lambda) CAN

128 128

129 129 ZOOMED IN

130 130 ZOOMED IN

131 131 Low Event Oil

132 ZOOMED IN 132 High Event Oil

133 133 Absolute Load Value CAN

134 134

135 135 ZOOMED IN

136 136 Low Event Oil

137 ZOOMED IN 137 High Event Oil

138 138 Intake Manifold Absolute Pressure CAN

139 139

140 140 ZOOMED IN

141 141 Low Event Oil

142 ZOOMED IN 142 High Event Oil

143 143 Fuel Rail Pressure CAN

144 144

145 145 ZOOMED IN

146 146 Low Event Oil

147 ZOOMED IN 147 High Event Oil

148 148 Boost Absolute Pressure - Raw Value CAN

149 149

150 150 ZOOMED IN

151 151 Low Event Oil

152 ZOOMED IN 152 High Event Oil

153 153 Turbocharger/Supercharger Wastegate Solenoid A Duty Cycle CAN

154 154

155 155 ZOOMED IN

156 156 Low Event Oil

157 ZOOMED IN 157 High Event Oil

158 158 Actual Intake (A) Camshaft Position Bank 1 CAN

159 159

160 160 ZOOMED IN

161 161 ZOOMED IN

162 162 Low Event Oil

163 ZOOMED IN 163 Low Event Oil

164 ZOOMED IN 164 High Event Oil

165 ZOOMED IN 165 High Event Oil

166 166 Actual Exhaust (B) Camshaft Position Bank 1 CAN

167 167

168 168 ZOOMED IN

169 169 Low Event Oil

170 ZOOMED IN 170 High Event Oil

171 171 Intake (A) Camshaft Position Actuator Duty Cycle Bank 1 CAN

172 172

173 173 ZOOMED IN

174 174 Low Event Oil

175 ZOOMED IN 175 High Event Oil

176 176 Exhaust (B) Camshaft Position Actuator Duty Cycle Bank 1 CAN

177 177

178 178 ZOOMED IN

179 179 Low Event Oil

180 ZOOMED IN 180 High Event Oil

181 181 Charge Air Cooler Temperature Bank 1 Sensor 1 - Raw CAN

182 182

183 183 ZOOMED IN

184 184 Low Event Oil

185 ZOOMED IN 185 High Event Oil

186 186 Cylinder 1 Knock/Combustion Performance Counter CAN

187 187

188 ZOOMED IN 188 Low Event Oil

189 189 High Event Oil

190 190 Cylinder 2 Knock/Combustion Performance Counter CAN

191 191

192 ZOOMED IN 192 Low Event Oil

193 193 High Event Oil

194 194 Cylinder 3 Knock/Combustion Performance Counter CAN

195 195

196 ZOOMED IN 196 Low Event Oil

197 197 High Event Oil

198 198 Cylinder 4 Knock/Combustion Performance Counter CAN

199 199

200 ZOOMED IN 200 Low Event Oil

201 201 High Event Oil

202 202 Accelerator Pedal Position D CAN

203 203

204 204 ZOOMED IN

205 205 ZOOMED IN

206 206 Low Event Oil

207 ZOOMED IN 207 Low Event Oil

208 ZOOMED IN 208 High Event Oil

209 ZOOMED IN 209 High Event Oil

210 210 Build Data

211 211 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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