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자료명/저자사항
Speed-safety analyses using linked National Performance Management Research Dataset (NPMRDS) and SHRP2 Roadway Information Database (RID) data / Michael Dimaiuta [and six others]. 인기도
발행사항
McLean, VA : U.S. Department of Transportation, Federal Highway Administration, Research, Development, and Technology, Turner-Fairbank Highway Research Center, 2018.
청구기호
Only available full-text DB
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내용구분
research papers
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1 online resource : PDF
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101
제어번호
NONB2201909356
주기사항
November 2018.
Performing organization: Genex Systems ; Cambridge Systematics ; Center for Transportation Research and Education, Iowa State University.
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Title page

Contents

FOREWORD 2

LIST OF ABBREVIATIONS 10

EXECUTIVE SUMMARY 11

RID 11

RID Structure and Data Elements 11

NPMRDS 12

LINKAGE OF NPMRDS AND RID DATA 13

ANALYSES PERFORMED USING THE LINKED NPMRDS-RID DATA 14

Analysis 1 14

Analysis 2 14

SUMMARY OF RESULTS 15

Summary of Analysis 1 Results 15

Summary of Analysis 2 Results 15

INTRODUCTION 17

BACKGROUND: THE SPEED-SAFETY RELATIONSHIP 17

OBJECTIVE 17

SHRP2 SAFETY/NATURALISTIC DRIVING STUDY OVERVIEW 19

RID OVERVIEW 21

SHRP2 PROJECT S04B: MOBILE DATA COLLECTION 23

RID STRUCTURE 23

RID DATA ELEMENTS 23

NPMRDS OVERVIEW 25

DATA COVERAGE 25

NPMRDS DATA COMPONENTS 26

TMC 27

TMC STATIC FILE 27

TT DATA 29

NPMRDS LINKS 30

OBTAINING THE NPMRDS DATA 32

PLAN FOR CONDUCTING THE NPMRDS-RID DATA LINKAGE 34

NPMRDS AND RID NETWORKS 34

RID FEATURE CLASSES AND NPMRDS DATA FILES 34

NPMRDS-RID LINKAGE PROCESS 36

STEP 1: PERFORM INITIAL SETUP 38

Input 38

Output 38

Description 38

STEP 2: IDENTIFY COMMON LINKS BETWEEN THE NPMRDS AND RID 40

Input 40

Output 40

Description 40

STEP 3: IMPORT NPMRDS LINKS-TMC LOOK-UP TABLE 43

Input 43

Output 43

Description 43

STEP 4: IDENTIFY APPROPRIATE TMC RECORDS (I.E., IDENTIFY TMCS THAT HAVE ALL THEIR LINKS MATCHED TO RID LINKS) 45

Input 45

Output 45

Description 45

STEP 5: IDENTIFY DIRECTIONAL RELATIONSHIP BETWEEN TMCS AND LINKS 48

Input 48

Output 48

Description 48

STEP 6: REFINE/LIMIT COMMON LINKS AND INDEPENDENTLY MANAGE DIRECTIONAL DATA 50

Input 50

Output 50

Description 50

STEP 7: ASSIGN TMCS TO LIMITED COMMON LINKS 51

Input 51

Output 51

Description 51

STEP 8: IMPORT TT DATA 51

Input 52

Output 52

Description 52

STEP 9: CALCULATE WEEKDAY FREE-FLOW SPEED 54

Input 54

Output 54

Description 54

STEP 10: COMBINE TT AND SPEED DATA WITH LINKAGE DATA 55

Input 55

Output 55

Description 55

SUMMARY OF THE NPMRDS-RID DATA LINKAGE PROCESS 56

ADDITIONAL DATA PREPARATION FOR THE ANALYSES 60

LIMITING THE NETWORK TO URBAN INTERSTATES AND MAJOR ARTERIALS 60

REFLECTING SPEED DATA ON THE NETWORK AND BUILDING THE CASE STUDY GEODATABASE 60

PREPARATION OF ALIGNMENT DATA 61

PREPARATION OF CRASH DATA 61

PREPARATION OF SPEED DATA AND PUTTING ALL DATA TOGETHER 61

ANALYSES USING THE LINKED NPMRDS-RID DATA 63

85TH-PERCENTILE OPERATING SPEED 63

ANALYSIS 1: NONCONGESTED OPERATING SPEED (VAVG AND V85) AS A FUNCTION OF SPEED LIMIT 63

Analysis 1 Results 64

ANALYSIS 2: SEVERITY OF CRASHES AS A FUNCTION OF THE DIFFERENTIAL BETWEEN THE SPEED LIMIT AND V85 68

Analysis 2 Results 71

SUMMARY 73

ANALYSES PERFORMED 73

ANALYSES RESULTS 73

Summary of Analysis 1 Results 73

Summary of Analysis 2 Results 74

CONCLUSIONS 75

LESSONS LEARNED AND CHALLENGES TO USING THE LINKED RID-NPMRDS DATA FOR SAFETY ANALYSES 75

Challenges Related to the RID 75

Challenges Related to the NPMRDS 75

Challenges Related to Linking the RID and the NPMRDS 76

Challenges Related to Using the Linked RID-NPMRDS Data for Speed-Safety Analyses 77

Other Lessons Learned 78

BENEFITS OF LINKING THE RID WITH OTHER DATA SOURCES 78

RECOMMENDED ENHANCEMENTS TO THE RID 78

FUTURE RESEARCH DIRECTIONS 80

ANALYTICAL POSSIBILITIES SUPPORTED BY THE LINKED NPMRDS-RID DATA 80

Use of the New NPMRDS v2 for Future Studies 80

Estimating Operating Speed by Using Traffic and Roadway Characteristics Data 80

Investigating Crashes in Noncongested Conditions Versus Congested Conditions in Large Urban Areas 80

Investigating the Combined Effect of Horizontal Curve Length and Radius on Operating Speeds 81

ANALYTICAL POSSIBILITIES SUPPORTED BY THE RID 81

Analytical Possibilities Using the RID Without Linkage to the NDS 81

Analytical Possibilities Using the RID With Linkage to the NDS 88

APPENDIX 1: DETAILS OF ADDITIONAL DATA PREPARATION FOR THE ANALYSES 91

LIMITING THE NETWORK TO URBAN INTERSTATES AND MAJOR ARTERIALS 91

Process to Build the Urban Interstate and Major Arterials Network 91

REFLECTING SPEED DATA ON THE NETWORK AND BUILDING THE CASE STUDY GEODATABASE 92

PREPARATION OF ALIGNMENT DATA 93

PREPARATION OF CRASH DATA 95

PREPARATION OF SPEED DATA AND PUTTING ALL DATA TOGETHER 96

REFERENCES 98

Table 1. NPMRDS static file record layout 28

Table 2. NPMRDS TT data record layout 30

Table 3. NPMRDS attributes 31

Table 4. Statistics derived for each TMC 53

Table 5. ANOVA statistics for V85 as a function of speed limit and degree of curvature squared 65

Table 6. ANOVA statistics for Vavg as a function of speed limit and degree of curvature squared 67

Table 7. Speeds and FI-total crashes ratio by analysis unit 70

Table 8. Weighted regression analysis results for FI-total crash ratio 71

Table 9. HSM part C models that need calibration 83

Table 10. Analysis units 94

Figure 1. Illustration. SHRP2 NDS database and RID 20

Figure 2. Illustration. SHRP2 RID overview 22

Figure 3. Illustration. General layout of the NPMRDS data 26

Figure 4. Screen shot. NPMRDS static file in spreadsheet format 27

Figure 5. Screen shot. NPMRDS TT data in spreadsheet format 29

Figure 6. Screen shot. NPMRDS shapefile in ArcGIS® 32

Figure 7. Screen shot. NPMRDS Links to TMC look-up table 32

Figure 8. Screen shot. New_RID_NPMRDS_Linkage geodatabase 37

Figure 9. Screen shot. WA_NHS_NPMRDS_Links feature class represented in ArcMap 39

Figure 10. Screen shot. JoinedLinks feature class represented in ArcMap™ 41

Figure 11. Screen shot. CommonLinks feature class represented in ArcMap™ 42

Figure 12. Screen shot. LinkTMCRef table in ArcMap™ 44

Figure 13. Screen shot. Sample of "many-to-many" relationship between NPMRDS Links and TMCs 46

Figure 14. Screen shot. Sample of the Limited_LinkTMCRef table in ArcMap™ 47

Figure 15. Screen shot. Limited_LinkTMCXRef table 49

Figure 16. Screen shot. Limited_LinkTMCXRef pivot table 49

Figure 17. Screen shot. RID Links in Washington State matched to TMCs from NPMRDS data 57

Figure 18. Screen shot. RID Links matched to TMCs for a small section in Washington State 58

Figure 19. Screen shot. RID Links matched to TMCs for a freeway interchange in Washington State 59

Figure 20. Screen shot. Final Case Study geodatabase 62

Figure 21. Equation. V85 during off-peak periods 65

Figure 22. Graph. V85 as a function of speed limit and curvature 66

Figure 23. Equation. Vavg during off-peak periods 67

Figure 24. Graph. Vavg as a function of speed limit and curvature 68

Figure 25. Equation. Ratio of FI to total crashes as a function of speed differential 72

Figure 26. Graph. Relationship of speed differential and FI-total crashes ratio 72

Figure 27. Graph. Single-vehicle roadway departure crashes on rural interstates 87

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