LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements (2024)

Chapter: Appendix J: Influencing Factors for FWD Deflection Measurements

Previous Chapter: Appendix I: EICM and LTPP Layer Modulus
Page 257
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

APPENDIX J

Influencing Factors for FWD Deflection Measurements

Temperature

The following provides the AIC and regression analysis results for temperature adjustment on FWD measured deflections.

Table J-14. Variable Selection Using Minimum AIC — D1

Factor Estimate nDF SS F Ratio Prob > F
Intercept -0.0063 1 0.0000 0.0000 1.0000
Asphalt layer thickness -0.0008 1 0.0002 5.89 0.0159
Climatic zone (all) -0.0015 3 0.0008 6.97 0.0001
Climatic zone (DF and DNF) -0.0014 3 0.0008 6.97 0.0001
Climatic zone (WF, DF, and DNF) -0.0008 3 0.0008 6.97 0.0001
Layer 2 temperature 0.0000 1 6.5e-6 0.1630 0.6862
PSC level (all categories) -0.0025 3 0.0023 19.61 5e-12
PSC level (good and excellent} 0.0009 3 0.0023 19.61 5e-12
PSC level (good, excellent, and poor) -0.0014 3 0.0023 19.61 5e-12
Total rainfall 0.0000 1 9.4e-6 0.2370 0.6268
Total thickness 0.0000 1 9.5e-6 0.2390 0.6251

Table J-15. Regression Results for Temperature Adjustment — D1

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept -0.0089 0.0003 681.0071 <.0001 -0.0096 -0.0083
Asphalt layer thickness (thick) -0.0007 0.0003 7.9053 0.0049 -0.0013 -0.0002
Asphalt layer thickness (thin) –-
Climatic zone (DF) 0.0009 0.0004 4.7989 0.0285 0.0018 -0.0001
Climatic zone (DNF)
Climatic zone (WF) -0.0012 0.0004 8.2685 0.0040 0.0020 0.0004
Climatic zone (WNF) 0.0020 0.0005 14.5432 0.0001 0.0010 0.0031
PSC level (excellent) -0.0025 0.0004 34.4892 <.0001 -0.0033 -0.0016
PSC level (fair) 0.0033 0.0005 36.7573 <.0001 0.0023 0.0044
PSC level (good) -0.0013 0.0005 7.8137 0.0052 -0.0022 -0.0004
PSC level (poor)

Note: “—” is the baseline variable for categorical variables. “L-R Chi Sq” is Likelihood Ratio Chi-Square.

Page 258
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

Table J-16. Variable Selection Using Minimum AIC — D2

Factor Estimate nDF SS F Ratio Prob > F
Intercept -0.0048 1 0.0000 0.0000 1.0000
Asphalt layer thickness (all) -0.0008 1 0.0002 12.54 0.0004
Climatic zone (all) -0.0007 2 0.0002 5.39 0.0049
Climatic zone (DF and WNF) 0.0000 1 1.8e-5 1.02 0.3139
Climatic zone (DNF and WF) 0.0009 1 0.0001 5.97 0.0149
Layer 2 temperature 0.0000 1 2.1e-5 1.18 0.2785
PSC level (excellent, good, and poor) -0.0006 2 0.0002 4.36 0.0134
PSC level (excellent, good, fair, and poor) -0.0022 3 0.0011 20.54 1.8e-12
PSC level (good and excellent) 0.0007 1 0.0001 5.46 0.0199
Total rainfall 0.0004 1 0.0000 1.95 0.1634
Total thickness (all) 0.0008 1 0.0001 7.74 0.0056

Table J-17. Regression Results for Temperature Adjustment — D2

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 0.0006 0.0013 0.2187 0.6400 -0.0020 0.0032
Asphalt layer thickness (thick) 0.0074 0.0012 38.8111 <.0001 0.0051 0.0098
Asphalt layer thickness (thin)
Climatic zone (DF) 0.000 0.0016 0.2006 0.6542 -0.0025 0.0039
Climatic zone (DNF)
Climatic zone (WF) -0.0153 0.0023 42.7150 <.0001 -0.0199 -0.0107
Climatic zone (WNF) 0.0085 0.0023 14.2643 0.0002 0.0041 0.0130
PSC (excellent) -0.0064 0.0020 10.0836 0.0015 -0.0103 -0.0024
PSC (fair) 0.0069 0.0020 12.2550 0.0005 0.0030 0.0107
PSC (good) -0.0032 0.0016 3.9537 0.0468 -0.0065 0.0000
PSC (poor)

Note: “—” is the baseline variable for categorical variables.

Table J-18. Variable Selection Using Minimum AIC — D3

Factor Estimate nDF SS F Ratio Prob > F
Intercept -0.0054 1 0.0000 0.0000 1.0000
Asphalt layer thickness (all) -0.0008 1 0.0002 8.13 0.0046
Climatic zone (all) 0.0000 3 0.0000 0.2230 0.8801
Climatic zone (DF and WF) 0.0000 3 0.0000 0.2230 0.8801
Climatic zone (WNF and DNF) 0.000 3 0.0000 0.2230 0.8801
Layer 2 temperature 3.9e-5 1 7.5e-5 3.39 0.0664
PSC level (all) -0.0031 1 0.0011 50.74 5.5e-12
PSC level (excellent and good) 0.0000 2 6.5e-5 1.4550 0.2347
PSC level (excellent, good, and poor) 0.0000 2 6.5e-5 1.4550 0.2347
Total rainfall 0.000 1 1.5e-5 0.6850 0.4084
Total thickness (all) -0.0007 1 0.0001 6.09 0.0140
Page 259
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

Table J-19. Regression Results for Temperature Adjustment D3

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 0.0005 0.0008 0.3995 0.5273 -0.0011 0.0022
Asphalt layer thickness (thick) 0.0040 0.0007 29.3120 <.0001 0.0026 0.0055
Asphalt layer thickness (thin)
Climatic zone (DF) 0.0003 0.0011 0.0675 0.7950 -0.0019 0.0024
Climatic zone (DNF)
Climatic zone (WF) -0.0074 0.0013 32.206 <.0001 -0.0099 0.0048
Climatic zone (WNF) 0.0038 0.0016 5.5799 0.0182 0.0006 0.0069
PSC level (excellent) -0.0021 0.0012 3.2258 0.0725 -0.0043 0.0002
PSC level (fair) 0.0049 0.0012 15.6609 <.0001 0.0025 0.0074
PSC level (good) -0.0037 0.0010 14.5561 0.0001 -0.0056 -0.0018
PSC level (poor)

Note: “—” is the baseline variable for categorical variables.

Table J-20. Variable Selection for Using Minimum AIC — D4

Factor Estimate nDF SS F Ratio Prob > F
Intercept -0.0049 1 0.0000 0.0000 1.0000
Asphalt layer thickness (thick-thin) -0.0010 1 0.0002 8.2460 0.0044
Climatic zone (DF-DNF} -0.0007 3 0.0003 3.5360 0.0152
Climatic zone (WF, DF, DNF-WNF} -0.0007 3 0.0003 3.5360 0.0152
Climatic zone (WF-DF and DNF) -0.0008 3 0.0003 3.5360 0.0152
Layer 2 temperature 6e-5 1 0.0002 6.3690 0.0121
PSC (good, excellent, and poor-fair) -0.0024 3 0.0009 12.8310 6e-8
PSC (good and excellent-poor) -0.0001 3 0.0009 12.8310 6.48e-8
PSC (good-excellent) 0.0004 4 0.0009 12.8310 6.48e-8
Total rainfall 0.0000 1 8.8e-7 0.0370 0.8480
Total thickness (thick-thin) 0.0010 1 0.0001 4.7820 0.0295

Table J-21. Regression Results for Temperature Adjustment — D4

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept -0.0004 0.0005 0.5004 0.4793 -0.0014 0.0007
Asphalt layer thickness (thick) 0.0013 0.0004 9.9067 0.0016 0.0005 0.0021
Asphalt layer thickness (thin)
Climatic zone (DF) 0.0011 0.000 2.6545 0.1033 0.0002 0.0024
Climatic zone (DNF)
Climatic zone (WF) -0.0020 0.000 8.9832 0.002 -0.0033 -0.000
Climatic zone (WNF) 0.0005 0.0010 0.3271 0.5674 -0.0013 0.0024
PSC level (excellent) 0.0003 0.0006 0.2811 0.5960 -0.0009 0.0015
PSC level (fair) 0.0025 0.0008 9.2582 0.0023 0.0009 0.0042
PSC level (good) -0.0024 0.0006 14.6490 0.0001 -0.0036 -0.0011
PSC level (poor)

Note: “—” is the baseline variable for categorical variables.

Page 260
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

Table J-22. Variable Selection for Using Minimum AIC — D5

Factor Estimate nDF SS F Ratio Prob > F
Intercept 0.0001 1 0.0000 0.0000 1.0000
Asphalt layer thickness (all) -0.0017 1 0.0005 22.60 3.1e-6
Climatic zone (all) -0.0013 3 0.0006 8.75 1.4e-5
Climatic zone (DF and WF) -0.0005 3 0.0006 8.7470 1.4e-5
Climatic zone (WNF and DNF) -0.0013 3 0.0006 8.75 1.4e-5
Layer 2 temperature 0.0000 1 3.1e-6 0.1470 0.7019
PSC level (all) -0.0017 3 0.0004 5.80 0.0007
PSC level (excellent and poor) -0.0001 3 0.0004 5.80 0.0007
PSC level (excellent, good, and poor) 0.0003 3 0.0004 5.80 0.0007
Total rainfall 0.0000 1 1.2e-6 0.0560 0.8138
Total thickness (all) 0.0012 1 0.0001 7.05 0.0084

Table J-23. Regression Results for Temperature Adjustment — D5

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 0.0000 0.0005 0.0005 0.9820 -0.0009 0.0009
Asphalt layer thickness (thick) 0.0007 0.0003 4.7268 0.0297 0.0001 0.0014
Asphalt layer thickness (thin)
Climatic zone (DF) 0.000 0.0006 1.3755 0.2409 -0.0004 0.0018
Climatic zone (DNF)
Climatic zone (WF) -0.0008 0.0006 1.9099 0.1670 -0.0019 0.0003
Climatic zone (WNF) -0.0008 0.0008 1.1583 0.2818 -0.0023 0.0007
PSC level (excellent) 0.0008 0.0006 1.9078 0.1672 -0.0003 0.0019
PSC level (fair) 0.0021 0.0007 8.2073 0.0042 0.0007 0.0036
PSC level (good) -0.0010 0.0005 3.3446 0.0674 -0.0020 0.0001
PSC level (poor)

Note: “—” is the baseline variable for categorical variables.

Table J-24. Variable Selection Using Minimum AIC — D6

Factor Estimate nDF SS F Ratio Prob > F
Intercept 0.0009 1 0.0000 0.0000 1.0000
Asphalt layer thickness (all) 0.0000 1 3.6e-5 1.4720 0.2263
Climatic zone (all) -0.0018 3 0.0010 13.31 5.2e-8
Climatic zone (DNF and WF) -0.0011 3 0.0010 13.31 5.2e-8
Climatic zone (WNF and DF) -0.0013 3 0.0010 13.31 5.2e-8
Layer 2 temperature 0.0000 1 1.3e-5 0.5440 0.4616
PSC level (all) -0.0023 3 0.0011 14.52 1.2e-8
PSC level (excellent and good) -0.0009 3 0.0011 14.52 1.2e-8
PSC level (excellent, good, and poor) -0.0024 3 0.0011 14.52 1.2e-8
Total rainfall 0.0000 1 1.3e-5 0.5550 0.4573
Total thickness (all) 0.0000 1 2.2e-7 0.0090 0.9237
Page 261
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

Table J-25. Regression Results for Temperature Adjustment — D6

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 0.0002 0.0003 0.3115 0.5768 -0.0005 0.0008
Asphalt layer thickness (thick) -0.0002 0.0003 0.8698 0.3510 -0.0007 0.0003
Asphalt layer thickness (thin)
Climatic zone (DF) -0.0003 0.0005 0.4968 0.4809 -0.0012 0.0006
Climatic zone (DNF)
Climatic zone (WF) 0.0006 0.0004 2.3335 0.1266 -0.0002 0.0015
Climatic zone (WNF) -0.0009 0.0005 3.5489 0.0596 -0.0019 0.0000
PSC level (excellent) 0.0005 0.0005 1.2914 0.2558 -0.0004 0.0014
PSC level (fair) 0.0004 0.0006 0.6249 0.4292 -0.0007 0.0016
PSC level (good) 0.0006 0.0004 1.8312 0.1760 -0.0003 0.0014
PSC level (poor)

Note: “—” is the baseline variable for categorical variables.

Moisture

The following provides the AIC and regression analysis results for moisture adjustment on FWD measured deflections.

Table J-26. Variable Selection Using Minimum AIC — D1

Factor Estimate nDF SS F Ratio Prob > F
Intercept 2.24 1 0.0000 0.0000 1.0000
Average base moisture 0.0000 1 0.8525 1.4480 0.2290
Average subgrade moisture 0.0334 1 41.79 70.96 7.7e-17
Average deep subgrade moisture -0.0117 1 9.10 15.44 8.8e-5
Climatic zone (all) -0.2579 3 60.83 34.43 1.4e-21
Climatic zone (DNF, WNF, and WF) -0.1487 3 60.83 34.43 1.4e-21
Climatic zone (WNF and WF) -0.1181 3 60.83 34.43 1.4e-21
Total rainfall 0.0404 1 1.45 2.46 0.1168

Table J-27. Regression Results for Moisture Adjustment — D1

Factor Estimate Std Error L-R Prob > Lower Upper
Chi Sq Chi Sq Limit Limit
Intercept 2.1714 0.0440 2432.48 <.0001 2.09 2.26
Average subgrade moisture 0.0225 0.0018 149.61 <.0001 0.0189 0.0261
Climatic zone (DF) 0.2769 0.0313 78.18 <.0001 0.2155 0.3383
Climatic zone (WF) 0.0822 0.0284 8.39 0.0038 0.0265 0.1378
Climatic zone (WNF) -0.0371 0.0340 1.19 0.2744 -0.1038 0.0295
Climatic zone (DNF)
Total rainfall 0.0493 0.0256 3.72 0.0539 0.0008 0.0994
Page 262
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

Table J-28. Variable Selection Using Minimum AIC —D2

Factor Estimate nDF SS F Ratio Prob > F
Intercept 2.08 1 0.0000 0.0000 1.0000
Average base moisture -0.0113 1 3.98 8.64 0.0034
Average subgrade moisture 0.0264 1 22.76 49.33 3.3e-12
Average deep subgrade moisture -0.0042 1 0.9508 2.06 0.1514
Climatic zone (all) -0.2554 3 33.3963 24.13 3.1e-15
Climatic zone (WNF, WF, and DF) -0.1217 3 33.40 24.13 3.1e-15
Climatic zone (WNF and WF) -0.0784 3 33.40 24.13 3.1e-15
Total rainfall 0.0492 1 1.618 3.51 0.0614

Table J-29. Regression Results for Moisture Adjustment — D2

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 2.08 0.0399 2719.54 <.0001 2.00 2.16
Average subgrade moisture 0.0228 0.0017 186.86 <.0001 0.0195 0.0261
Climatic zone (DF) 0.2658 0.0284 87.42 <.0001 0.2101 0.3216
Climatic zone (WF) 0.1099 0.0257 18.30 <.0001 0.0595 0.1603
Climatic zone (WNF) -0.0825 0.0308 7.18 0.0074 -0.1428 -0.0221
Climatic zone (DNF)
Total rainfall 0.0433 0.0231 3.50 0.0612 -0.0021 0.0886

Table J-30. Variable Selection Using Minimum AJC —D3

Factor Estimate nDF SS F Ratio Prob > F
Intercept 1.8212 1 0.0000 0.0000 1.0000
Average base moisture 0.0000 1 0.2883 0.6130 0.4338
Average subgrade moisture 0.0234 1 16.49 35.07 4.1e-9
Average deep subgrade moisture -0.0050 1 1.38 2.94 0.0866
Climatic zone (all) -0.3252 3 58.95 41.8010 9.7e-26
Climatic zone (WNF, WF, and DF) -0.1693 3 58.95 41.8010 9.7e-26
Climatic zone (WNF and WF) -0.1063 3 58.95 41.8010 9.7e-26
Total rainfall 0.0562 1 2.0044 4.26 0.0391

Table J-31. Regression Results for Moisture Adjustment —D3

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 1.9120 0.0376 2591.9840 <.0001 1.8383 1.9856
Average subgrade moisture 0.0240 0.0016 233.0114 <.0001 0.0209 0.0271
Climatic zone (DF) 0.2824 0.0266 112.7459 <.0001 0.2302 0.3345
Climatic zone (WF) 0.1339 0.0241 30.8306 <.0001 0.0866 0.1812
Climatic zone (WNF) -0.1459 0.0288 25.6953 <.0001 -0.2024 -0.0895
Climatic zone (DNF)
Total rainfall 0.0640 0.0216 8.7618 0.0031 0.0216 0.1065
Page 263
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

Table J-32. Variable Selection Using Minimum AIC —D4

Factor Estimate nDF SS F Ratio Prob > F
Intercept 1.69 1 0.0000 0.0000 1.0000
Average base moisture -0.0084 1 1.79 4.04 0.0447
Average subgrade moisture 0.0272 1 54.65 123.31 3.5e-27
Average deep subgrade moisture 0.0000 1 0.0484 0.1090 0.7413
Climatic zone (all) -0.3030 3 60.92 45.82 7.6e-28
Climatic zone (DNF and WNF) -0.2116 3 60.92 45.82 7.6e-28
Climatic zone (WF and DF) -0.0927 3 60.92 45.82 7.6e-28
Total rainfall 0.1012 1 4.54 10.24 0.0014

Table J-33. Regression Results for Moisture Adjustment — D4

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 1.6823 0.0347 2357.01 <.0001 1.61 1.75
Average subgrade moisture 0.0234 0.0014 260.55 <.0001 0.0206 0.0262
Climatic zone (DF) 0.2943 0.0247 141.52 <.0001 0.2458 0.3429
Climatic zone (WF) 0.1615 0.0224 51.87 <.0001 0.1176 0.2055
Climatic zone (WNF) -0.1675 0.0267 39.27 <.0001 -0.2200 -0.1151
Climatic zone (DNF)
Total rainfall 0.0778 0.0201 14.93 0.0001 0.0383 0.1173

Table J-34. Variable Selection Using Minimum AIC — D5

Factor Estimate nDF SS F Ratio Prob > F
Intercept 1.53 1 0.0000 0.0000 1.0000
Average base moisture -0.0091 1 2.21 6.6990 0.0098
Average subgrade moisture 0.0224 1 51.46 155.90 1.2e-33
Climatic zone (all) -0.3040 3 65.97 66.61 1e-39
Climatic zone (DNF and WNF) -0.1430 3 65.97 66.61 1e-39
Climatic zone (WF and DF) -0.0489 3 65.97 66.61 1e-39
Total rainfall 0.1447 1 8.21 24.88 7.1e-7

Table J-35. Regression Results for Moisture Adjustment — D5

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 1.4129 0.0370 1460.04 <.0001 1.3404 1.4854
Average subgrade moisture 0.0225 0.0015 217.48 <.0001 0.0195 0.0255
Climatic zone (DF) 0.3049 0.0261 136.64 <.0001 0.2537 0.3560
Climatic zone (WF) 0.1988 0.0240 68.80 <.0001 0.1518 0.2457
Climatic zone (WNF) -0.1306 0.0279 21.98 <.0001 -0.1852 -0.0760
Climatic zone (DNF)
Total rainfall 0.0816 0.0208 15.36 <.0001 0.0408 0.1224
Page 264
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.

Table J-36. Variable Selection Using Minimum AIC — D6

Factor Estimate nDF SS F Ratio Prob > F
Intercept 0.8800 1 0.0000 0.0000 1.0000
Average base moisture -0.0052 1 0.6082 2.2220 0.1364
Average subgrade moisture 0.02149 1 38.06 139.04 4.3e-30
Climatic zone (all) -0.2951 3 39.31 47.87 7.3e-29
Climatic zone (WNF, WF, and DF) -0.1522 3 39.31 47.87 7.3e-29
Climatic zone (WNF and WF) -0.1256 3 39.31 47.87 7.3e-29
Total rainfall 0.1292 1 9.25 33.79 8.3e-9

Table J-37. Regression Results for Moisture Adjustment — D6

Factor Estimate Std Error L-R Chi Sq Prob > Chi Sq Lower Limit Upper Limit
Intercept 0.9901 0.0627 250.09 <0.0001* 0.8672 1.11
Intercept 0.8206 0.0359 521.5993 <.0001 0.7501 0.8910
Average subgrade moisture 0.0248 0.0015 286.7422 <.0001 0.0219 0.0276
Climatic zone (DF) 0.3735 0.0248 227.5699 <.0001 0.3250 0.4221
Climatic zone (WF) 0.1531 0.0238 41.4474 <.0001 0.1065 0.1997
Climatic zone (WNF) -0.0838 0.0266 9.9442 0.0016 -0.1359 -0.0317
Climatic zone (DNF)
Page 257
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
Page 257
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Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
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Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
Page 259
Page 260
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
Page 260
Page 261
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
Page 261
Page 262
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
Page 262
Page 263
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
Page 263
Page 264
Suggested Citation: "Appendix J: Influencing Factors for FWD Deflection Measurements." National Academies of Sciences, Engineering, and Medicine. 2024. LTPP Data Analysis: Improving Use of FWD and Longitudinal Profile Measurements. Washington, DC: The National Academies Press. doi: 10.17226/28570.
Page 264
Next Chapter: Guidelines for Adjusting FWD Deflections on Asphalt Pavements to Account for Temperature and Moisture Conditions
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