correlation between bridge vibration and bridge deck ......stringers, built since 1990. note that...

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REPORT FHWA/NY/SR-01/136 Correlation Between Bridge Vibration And Bridge Deck Cracking: A Qualitative Study SREENIVAS ALAMPALLI SPECIAL REPORT 136 TRANSPORTATION RESEARCH AND DEVELOPMENT BUREAU NEW YORK STATE DEPARTMENT OF TRANSPORTATION George E. Pataki, Governor/Joseph H. Boardman, Commissioner

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Page 1: Correlation Between Bridge Vibration And Bridge Deck ......stringers, built since 1990. Note that this is an observational study, and thus, a correlation between bridge vibration and

REPORT FHWA/NY/SR-01/136

Correlation Between Bridge VibrationAnd Bridge Deck Cracking:A Qualitative Study

SREENIVAS ALAMPALLI

SPECIAL REPORT 136TRANSPORTATION RESEARCH AND DEVELOPMENT BUREAUNEW YORK STATE DEPARTMENT OF TRANSPORTATIONGeorge E. Pataki, Governor/Joseph H. Boardman, Commissioner

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CORRELATION BETWEEN BRIDGE VIBRATION ANDBRIDGE DECK CRACKING: A QUALITATIVE STUDY

Sreenivas Alampalli, Engineering Research Specialist II

Special Report 136May 2001

TRANSPORTATION RESEARCH AND DEVELOPMENT BUREAUNew York State Department of Transportation, State Campus, Albany, New York 12232-0869

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ABSTRACT

In recent years, many New York State bridge engineers have suspected that bridge vibration inducedby vehicular traffic significantly influenced deck cracking. Several remedial measures wereconsidered, including modifying the deflection criteria recommended by AASHTO bridge designstandards, which would have had a major impact on construction costs. The New York StateDepartment of Transportation initiated a research project to systematically study the possiblecorrelation between bridge deck cracking and bridge vibration. Vibration and cracking severities ofmost steel girder bridges with concrete decks, built in New York between 1990 and 1997, wereobtained through a statewide survey and field inspection. Data were analyzed using statisticalmethods. Results indicate a strong correlation between bridge vibration and deck cracking. Arecommendation to further study this relation, using quantitative data was made. Since this is anobservational study, these correlations do not imply that bridge vibration is the primary cause of thebridge deck cracking.

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CONTENTS

I. INTRODUCTION . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1

A. Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1B. Study Objective . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1C. Study Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2

II. STATEWIDE SURVEY . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3

A. Deck Cracking Severity Rating . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3B. Bridge Vibration Severity Rating . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4

III. SURVEY RESULTS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7

IV. DATA ANALYSIS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9

A. Effect of Vibration Severity . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9B. Effect of Traffic Volume . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10C. Effect of Span Length . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10D. Effect of Bearings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10E. Interaction Effects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11

V. CONCLUSIONS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13

VI. RECOMMENDATIONS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15

ACKNOWLEDGMENTS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17

REFERENCES . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 19

Appendix A (Survey Results)Appendix B (Statistical Analysis)

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I. INTRODUCTION

A. BACKGROUND

The New York State Department of Transportation (NYSDOT) continuously studies various factorsadversely affecting the structural integrity of its bridges, as part of continuous efforts to improve thequality of New York’s transportation infrastructure system. Bridge decks are one such component.Bridge deck cracking has historically been an issue for transportation agencies worldwide due to itsrole in reducing structural life. Water, laden with de-icing salt, permeates through cracks in the bridgedeck and significantly accelerates the degradation of concrete decks. The structure’s useful life isreduced and bridge maintenance needs are increased.

Recently, the NYSDOT has improved bridge deck quality by reducing deck permeability and crackingpotential through improved concrete properties, deck design, and construction procedures. Some ofthese changes include pozzuolanic substitutions (fly-ash and micro-silica) for a portion of cement usedin bridge deck concrete (1,2), use of isotropically reinforced bridge decks (3), and changing therelative position of longitudinal and transverse reinforcement in the bridge deck (4). These changespositively influenced the deck quality, but did not eliminate the deck cracking (1).

Field engineers consider bridge vibration induced by the vehicular traffic a major factor influencingthe bridge deck cracking. This study, therefore, focused on examining the possible relationshipbetween bridge vibration and deck cracking. Parameters defining the vibration are amplitude,frequency, and characteristics of the vehicular traffic. However, recent studies concluded thatcharacteristics of the vehicular traffic do not play a significant role in bridge vibration (5), andtherefore it was not considered as a variable in this study.

B. STUDY OBJECTIVE

The objective of this research was to conduct a qualitative study to ascertain if a correlation existedbetween bridge vibration and bridge deck cracking. If results indicate that bridge vibration doesinfluence deck cracking, then the intent is to determine which bridges are deemed critical for furtheranalysis. This requires defining a frame work for a follow-up quantitative study, which includes fieldtesting of a small number of bridges representing the bridge population in New York State.

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The scope of the project is limited to qualitative study of bridges, with concrete decks on steelstringers, built since 1990. Note that this is an observational study, and thus, a correlation betweenbridge vibration and deck cracking does not imply that bridge vibration is the primary cause of thebridge deck cracking.

C. STUDY APPROACH

A decision to obtain data on the extent of cracking and vibration experienced by each of the bridgedecks in New York State was made after consultation with the Structural Engineering Services Unitof the Structures Design and Construction Division. Analysis of the data would reveal if anycorrelation exists between deck cracking and vibration. New York State has more than 10,000bridges. An in-depth survey evaluating the decks of all the state’s bridges is not feasible. Afterdiscussions with bridge engineers, the study was limited to steel girder superstructures built between1990 and 1997.

A roster of bridges was prepared using the Department’s database and sent to field engineers forinvestigation. Bridge inspectors were asked to physically inspect each of their assigned bridge decks,and report on the existence of deck cracking (type and severity) and bridge vibration (severity).Guidelines were provided for rating deck cracking and vibration. These guidelines are described inthe next section.

For each of the selected bridges, various other parameters were determined. Some parameters wereobtained from the New York State’s bridge inventory and inspection system (BIIS), and others wereobtained through a survey questionnaire. The parameters included average annual daily traffic(AADT), number of spans, length of each span, and type of bearing at the beginning and end of eachspan. Other data collected from engineer-in-charge records and visual inspection of the bridgesincluded environmental conditions during the deck pour, curing methods used, whether or not stagedconstruction was used, and whether the bridge was poured in sections or continuously.

Once the results were compiled, statistical methods were used to examine if a relationship betweenbridge vibration and deck cracking exists. The next course of action is dependant on the results of thisanalysis. If there is a statistically significant relationship reported between the bridge vibration andthe deck cracking, further experimental studies are warranted to determine which bridge featuresassociated with bridge vibration are playing a major role in deck cracking. If no statisticalrelationship is found, then an investigation into other possible causes of deck cracking is needed.

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II. STATEWIDE SURVEY

A survey questionnaire was prepared and sent to field engineers. The information that was collectedby visual inspection included the severity of deck cracking, type of cracking, and severity of bridgevibration. Field engineers were requested to make a field visit to visually inspect the bridge forreporting the deck cracking and bridge vibration severities for each of the spans.

Visual inspections are very subjective in nature. In order to decrease the subjectivity involved withthis type of inspection and data collection process, an arbitrary severity rating system was preparedand provided to each bridge inspector along with the questionnaire. Severity ratings were based ona scale from 0 to 5 (5 being the most severe). Detailed definitions of the rating system used aredescribed below.

A. DECK CRACKING SEVERITY RATING

Three categories of cracking were considered in this study. They are longitudinal cracking, transversecracking and an overall rating to evaluate the extent of cracking on the entire span. A scale of 0 to 5was used to rate the deck cracking severity as follows:

0. No cracking1. Low severity2. Used to shade between ratings of 1 and 33. Moderate severity4. Used to shade between ratings of 3 and 55. High severity

Longitudinal cracks: These are the cracks predominantly parallel to the bridge deck centerline. Thelength of the cracks was measured in meters and width was measured in millimeters. The longitudinalcrack ratings are explained below and shown in Figure 1.

Low severity (1) -- Bridge deck exhibits partial length longitudinal cracking. Cracks do not run formore than one-third of the length of the span. Cracks are less than 1 mm wide.

Moderate severity (3) -- Bridge deck exhibits some full length longitudinal cracks. Most cracks arepartial length. Most cracks are less than 1 mm wide. Longitudinal cracks occur every 3-4 metersalong the cross section of the bridge.

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High severity (5) -- Bridge deck exhibits mostly full length longitudinal cracks. Most cracks arewider than 1mm. Cracks occur every 2-3 meters along the cross section of the bridge.

Transverse cracks: These cracks are predominantly perpendicular to the bridge deck centerline. “Y”cracks are counted as a single crack. The length and width of the crack were measured in meters andmillimeters, respectively. The transverse crack ratings are explained below and shown in Figure 2.

Low severity (1) -- Bridge deck exhibits mostly partial width transverse cracks. The cracks are lessthan 1 mm wide.

Moderate severity (3) -- Bridge deck exhibits partial and full width transverse cracks. Cracks aremostly less than 1 mm wide. Transverse cracks occur every 5 meters.

High severity (5) -- Bridge deck exhibits full width transverse cracks with widths greater than 1mm.Some partial width cracking is also evident. Transverse cracks occur every 2-3 meters. Significant“Y” cracking at edges.

Overall cracking severity: The same rating system was used to rate the entire deck. The rating wasincreased by 1 if there was significant spalling, map cracking, or durability cracking. Severity ratingswere characterized by a 4 or 5 if significant transverse and longitudinal cracking existed. Adescription of the localized cracking was documented along with appropriate severity levels whenlocalized cracking was present.

B. BRIDGE VIBRATION SEVERITY RATING

Deck vibration was also rated on a scale of 1 to 5. Low vibrations induced by traffic loads wererated as 1 (low severity), moderate vibrations were rated as 3 (moderate severity), and verynoticeable vibrations were rated as 5 (high severity). A rating of 2 was used to shade between 1 and3, and 4 was used to shade between 3 and 5.

It is not easily possible or practical to quantitatively evaluate/measure bridge vibration (bothamplitude and frequency) through visual inspection or with simple instrumentation by field personnel.Hence, it should be noted that these ratings are more subjective and make the results of the studyqualitative.

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Figure 1. Longitudinal cracking severity guide.

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Figure 2. Transverse cracking severity guide.

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III. SURVEY RESULTS

A total of 384 bridge spans were inspected by field engineers. Their responses are summarized inAppendix A. This section provides salient details of the raw data pertaining to the inspected bridgepopulation. Results from the statistical analysis will be discussed in the next section.

Figure 3 shows the number of bridge spans in the population sorted by the year constructed; and thusis indicative of the years the bridge is in-service. Of the 384 bridge spans (233 bridges) inspected,242 exhibited some form of cracking. Figure 4 shows the number of bridges along with their deckcracking severity rating. Two hundred-twenty-seven decks cracked transversely, 44 crackedlongitudinally, and 29 bridge decks exhibited both forms of cracking. Environmental conditions duringthe deck pour, curing procedures used, and construction information were not provided for all thebridges. For this reasons, these data were not used in the further analysis. However, these detailswill be helpful to compare this information with the severity ratings in a secondary analysis. Figure5 shows the number of bridge spans in each of the vibration severity ratings.

0

20

40

60

80

Num

ber

of B

ridge

Spa

ns

1990 1991 1992 1993 1994 1995 1996 1997

Figure 3. Inspected bridge spans sorted by year constructed.

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0

20

40

60

80

100

120

140

160

Num

ber

of B

ridge

Spa

ns

0 1 2 3 4 5Rating

Figure 4. Inspected bridge spans sorted by crack rating.

0

50

100

150

200

250

Num

ber

of B

ridge

Spa

ns

1 2 3 4 5Rating

Figure 5. Inspected bridge spans sorted by vibration rating.

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IV. DATA ANALYSIS

Statistical methods were used to analyze the responses from the survey. One inspection survey wasnot included in the analysis due to incomplete data. Thus, only data from 383 bridges were analyzedand the results are presented in this section.

First, One-way Analysis of Variance (ANOVA) was used to study the correlation of each of thefollowing parameters on deck cracking severity (6). 1. Vibration severity

2. Traffic volume3. Span length 4. Beginning bearing type5. End-bearing type

Statgraphics software (7) was used to perform the required calculations and plot graphs. The effectsof the individual parameters on deck cracking were first determined. Then multi-factor ANOVAanalyses were used to examine the effects of two or more factors on one variable (i.e. deck cracking).The interaction effects of bridge vibration, span length, and traffic volume on bridge deck crackingwere examined using Multi-factor ANOVA analyses.

A. EFFECT OF VIBRATION SEVERITY

A careful examination of the vibration data shown in Figure 5 indicates very few bridges withvibration ratings of 4 and 5. In order to make the statistical analysis valid, the vibration ratings(CVIB) were reduced into three groups, by combining ratings of 2 and 3 into one group; and ratingsof 4 and 5 into another group as shown in Fig. 6.

0

50

100

150

200

250

Num

ber

of B

ridge

Spa

ns

1 2 3 4 5Rating

Figure 6. Inspected bridge spans sorted by modifiedvibration rating.

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As described above, a one-way Analysis of Variance was performed to determine the correlationbetween vibration severity (CVIB) and observed deck cracking severity (SEV). The test resultsconcluded that the vibration severity influences the cracking severity significantly. Detailed analysisis shown in Appendix B.

B. EFFECT OF TRAFFIC VOLUME

The traffic volume data used in the analysis, i.e. Average Annual Daily Traffic (AADT), wasclassified into three groups:

1. Low volume: AADT # 10002. Medium volume: 1000 < AADT # 5000, and 3. High volume: AADT > 5000

Analysis (see Appendix B) indicated that AADT does influence the cracking severity and very lowvolume bridges exhibit less cracking. This confirms what is expected from practice. At the sametime, there is no statistically significant differences between cracking of medium and high volumebridges, indicating that they can be combined for further analysis. Thus, for a multi-factor ANOVA,only two groups will be used, low volume (AADT # 1000) and high volume (AADT>1000).

C. EFFECT OF SPAN LENGTH

The bridge spans were classified based on their length into following three groups for analysis:

1. Long span bridges: Span Length > 60 m 2. Medium span bridges: 30 m < Span Length # 60 m

3. Small span bridges: Span Length # 30 m

Results (see Appendix B) indicated that span length does influence the cracking severity, with longerspans exhibiting more cracking. The results also showed that there is no statistically significantdifferences between cracking of bridges with spans less than 30-m long, and spans between 30 m to60 m long, indicating that they can be combined. Thus, for a multi-factor ANOVA, only two groupsof span lengths will be used, spans 60 m or shorter, and spans longer than 60 m.

D. EFFECT OF BEARINGS

Influence of bearings on deck cracking severity was examined (see Appendix B). Since there aremany different types of bearings, they were classified into 6 main groups, as follows:

1. Elastomeric Bearing (Free/Expansion)2. Elastomeric Bearing (Fixed)3. Pot Bearing (Fixed)4. Pot Bearing (Free/Expansion)5. None6. Others (include discs, rockers, multi-rotational, etc.)

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Analysis similar to that described previously was conducted for beginning and end bearing influenceon deck cracking. Results indicated that there is no statistically significant difference between thecracking severity and type of bearing. Thus, type of bearing is not considered in further analysis.

E. INTERACTION EFFECTS

Multi-factor ANOVA is useful in examining the effects of two or more factors on one variable. Thus,multi-factor ANOVA is used here to examine the effects of bridge vibration, span length, and trafficvolume (AADT) on bridge deck cracking. As illustrated in the previous section, bridge vibration isdivided into 3 ranges - low, medium, and noticeable or severe. The traffic volume was divided into2 categories - low with AADT#1000, and high with AADT>1000. Similarly, span lengths have beendivided into two categories - short spans with lengths # 60 m, and large spans which are longer than60 m.

This analysis (see Appendix B) determines the factors having a statistically significant effect on deckcracking, and also tests for significant interactions among the factors considered. The results indicatedthat vibration severity and span length have a statistically significant effect on bridge deck crackingin the 95% confidence level. Overall, bridges with noticeable vibration combined with long spanlengths exhibit significant bridge deck cracking.

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V. CONCLUSIONS

Correlation between bridge vibration and bridge deck cracking was studied through field inspectionof 384 steel bridge spans with concrete decks. The influence of span length, bearing type, and trafficvolume on the deck cracking were investigated along with bridge vibration. The scope of the projectis limited to the qualitative study of bridges with concrete decks on steel stringers, constructedbetween 1990 and 1997. The results indicate the following:

1. Vibration severity is the most significant parameter influencing bridge deck cracking. Higherseverity equates to higher deck cracking. Decks with noticeable vibration cracked mostseverely.

2. Longer spans exhibit more deck cracking than shorter spans.

3. Traffic volume is the least significant factor, of the three considered, in influencing the bridgedeck cracking. But, high traffic volume generated more cracking than low traffic volume.

4. Bridge bearings do not influence the deck cracking severity.

5. Bridges with noticeable vibration combined with longer span lengths exhibited significantbridge deck cracking.

Due to the subjective nature of the vibration severity indicator used, further experimental studies arewarranted to determine the quantitative effect of bridge vibration on bridge deck cracking, and the roleof other structural features on deck cracking associated with bridge vibration.

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VI. RECOMMENDATIONS

The results indicate that bridge vibration influences deck cracking. The bridges with noticeable vibration andlonger spans may induce more bridge deck cracking. Since vibration response severities were qualitativeindices, quantitative data should be obtained for a sample of bridges. Since resources are limited, vibrationdata collection from the following brides is recommended (see Table 1). This list was generated usingstratified random sampling principles and represent the bridge population under each modified vibrationseverity rating and span length categories (8).

Table 1. Randomly selected bridges to be field tested.

Bridge ID(BIN)

Cracking Severity(Rating)

Vibration Severity(Rating)

Traffic Volume(AADT)

Span Length(m)

4005580 5 5 13750 77

4005580 5 5 13750 63

1093109 2 3 4650 34

1002760 2 3 2857 39

4020060 4 3 9541 67

1010550 0 1 10785 23

1074732 1 1 1000 48

1035670 1 1 2212 39

2260640 1 3 5700 69

1074812 0 1 13500 25

1048090 4 1 1944 65

3331460 1 1 4758 58

2220210 1 3 4452 36

3368130 1 2 5600 53

1041160 2 4 3980 35

1091321 3 4 6925 28

1077100 3 1 12417 66

1026390 0 1 1511 34

1019900 0 1 2093 26

1077160 0 1 11972 26

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Measurement of displacements and accelerations induced by ambient traffic, and the first three modalfrequencies of the selected bridges is recommended. These data can be used to get quantitativeinformation on the influence of bridge vibration on deck cracking. They can also be compared withknown vehicular vibration characteristics to eliminate resonance issues affecting bridge deckcracking.

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ACKNOWLEDGMENTS

The author gratefully acknowledges the bridge inspectors for inspecting each of the bridges selectedfor this study and collecting relevant data. Frank Owens, formerly with the Department, contributedsignificantly in the initial stages of the study, preparation of the survey, and data collection. DuaneCarpenter of the Structures Design and Construction Division assisted in extracting the bridgeinformation from the bridge inventory database. Joseph C. Savoie of the Structures Design andConstruction Division provided necessary input at all stages of this study. Dr. Deniz Sandhu of theTransportation Research and Development Bureau provided advice in conducting the statisticalanalysis, and Dr. Jorge Haddock of the Rensselaer Polytechnic Institute reviewed the report.

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REFERENCES

1. Owens, F., and Alampalli, S. “In-Service Performance of HP Concrete Bridge Decks,” SpecialReport 130, Transportation Research and Development Bureau, New York State Department ofTransportation, Albany, NY, February 1999.

2. Alampalli, S., and Owens, F. “Performance of Class HP Concrete in Bridge Decks,” 5th ASCEMaterials Engineering Congress, Materials and Construction - Exploring the Connection,Cincinnati, OH, pp. 367-372, May 1999.

3. Fu, G., Alampalli, S., and Pezze, F. “Long Term Serviceability of Isotropically ReinforcedBridge Deck Slabs,” Transportation Research Record 1371, National Research Council,Washington, D.C., pp. 26-36, 1992.

4. “The State-Of-The-Art Bridge Deck,” The Bridge Deck Task Force Report, New York StateDepartment of Transportation, Albany, NY, October 31, 1995.

5. Cioara, T., and Alampalli, S. “Particular Methods in Signal Processing for Remote BridgeMonitoring Systems,” ASCE Structures Congress 2000, Philadelphia, PA, May 2000.

6. Box, G.E.P., Hunter, W.G., and Hunter, J.S. “Statistics for Experiments,” John Wiley & Sons,New York, 1978.

7. “Statgraphics Plus for Windows - Version 3.0,” Statistical Graphics Corp., Manugistics, Inc.,Rockville, MD.

8. Levy, P.S., and Lemeshow, L. “Sampling of Populations: Methods and Applications,” John Wiley& Sons, New York, 1991.

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APPENDIX A

SURVEY RESULTS

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SURVEY RESULTS

VIBRATION CRACKING TRANSLONGCRACKEDEND BEGININGSPAN LENGTHAADTBIN

SEVERITYSEVERITYBEARING BEARING(ft)(Note 1)

30NNNFIX ElastomericEXP Elastomeric9373761007540

11YNYFIX ElastomericEXP Elastomeric16035741017990

31YNYFIX Pot BearingEXP Pot Bearing1928851020480

20NNNEXP ElastomericFIX Elastomeric6744171020630

31YYYNoneNone14091001022450

11YNYEXP ElastomericFIX Elastomeric6620301022550

24YYYEXP Disc BearingFIX Disc Bearing20069131024710

30NNNEXP Pot BearingEXP Pot Bearing185117851025310

30NNNFIX Pot BearingNone225117851025310

30NNNEXP Pot BearingNone265117851025310

30NNNEXP Pot BearingNone225117851025310

30NNNEXP Pot BearingNone185117851025310

30NNNFIX ElastomericEXP Elastomeric50126621026300

30NNNEXP ElastomericNone70126621026300

30NNNEXP ElastomericNone50126621026300

31YYYEXP Pot BearingFIX Pot Bearing120133581026320

41YYYFIX ElastomericEXP Elastomeric120100411033281

41YYYFIX ElastomericEXP Elastomeric120100411033282

21YNYFIX Pot BearingEXP Pot Bearing17428571038690

33YNYEXP Pot BearingEXP Pot Bearing18496001054150

32YNYFIX ElastomericEXP Elastomeric12546501093109

32YNYEXP ElastomericNone11146501093109

21YNYFIX ElastomericEXP Elastomeric72123002200460

20NNNEXP ElastomericFIX Elastomeric121503200600

10NNNEXP ElastomericFIX Elastomeric891063300920

20NNNEXP ElastomericFIX Elastomeric1352503301740

11YNYFIX Pot BearingEXP Pot Bearing909713303080

11YNYEXP Pot BearingFIX Pot Bearing1659713303080

10NNNEXP ElastomericFIX Elastomeric1856403304000

23YYYEXP ElastomericEXP Elastomeric14845503305510

23YYYFIX ElastomericNone18545503305510

23YYYEXP ElastomericNone18545503305510

23YYYEXP ElastomericNone14845503305510

12YNYFIX Pot BearingEXP Pot Bearing14445503368290

12YNYEXP Pot BearingFIX Pot Bearing14445503368290

12YNYFIX Pot BearingEXP Pot Bearing14445503368290

12YNYEXP Pot BearingFIX Pot Bearing14445503368290

12YNYFIX Pot BearingEXP Pot Bearing13945503368290

12YNYEXP Pot BearingFIX Pot Bearing18045503368290

12YNYEXP Pot BearingEXP Pot Bearing13945503368290

55YNYEXP Pot BearingEXP Pot Bearing207137504005580

55YNYEXP Pot BearingNone253137504005580

55YNYFIX Pot BearingNone300137504005580

55YNYEXP Pot BearingNone253137504005580

55YNYEXP Pot BearingNone207137504005580

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2.52YNYEXP Pot BearingFIX Pot Bearing12728571002760

2.52YNYEXP Pot BearingNone13928571002760

2.52YNYEXP Pot BearingNone14428571002760

10NNNFIX ElastomericEXP Elastomeric75107851010550

10NNNEXP ElastomericFIX Elastomeric9693411010630

42YNYFIX Pot BearingEXP Pot Bearing15013741018861

42YNYEXP Pot BearingNone15013741018861

42YNYFIX Pot BearingEXP Pot Bearing15013741018862

42YNYEXP Pot BearingNone15013741018862

22YNYFIX ElastomericEXP Elastomeric10520101020320

22YNYEXP ElastomericNone10520101020320

10NNNNoneNone5945001029360

31YNYFIX Pot BearingEXP Pot Bearing23011931038820

31YNYEXP Pot BearingNone23011931038820

10NNNEXP ElastomericFIX Elastomeric66201441052070

11YNYEXP ElastomericFIX Elastomeric425073307190

10NNNEXP ElastomericNone425073307190

30NNNEXP Pot BearingEXP Pot Bearing134110004018871

30NNNEXP Pot BearingNone167110004018871

30NNNFIX Pot BearingNone146110004018871

30NNNEXP Pot BearingNone120110004018871

30NNNEXP Pot BearingEXP Pot Bearing13413744018872

30NNNEXP Pot BearingEXP Steel Sliding16713744018872

30NNNFIX Pot BearingNone14613744018872

30NNNEXP Pot BearingNone13913744018872

33.5YNYFIX Pot BearingEXP Pot Bearing22095414020060

31YNYEXP Pot BearingNone22095414020060

33YNYEXP Pot BearingNone15095414020060

10NNNEXP Disc BearingEXP Disc Bearing16035031016490

10NNNFIXED Multi-RotaNone18035031016490

10NNNEXP Disc BearingNone18035031016490

11YNYEXP Disc BearingNone18035031016490

10NNNEXP Disc BearingNone16035031016490

10NNNFIX Pot BearingEXP Pot Bearing132139911021720

10NNNFIXED Multi-RotaEXP Disc Bearing159236211022111

10NNNFIXED Multi-RotaEXP Disc Bearing159236211022112

10NNNFIX ElastomericEXP Elastomeric12048051023010

11NYYFIX ElastomericEXP Elastomeric12742641023650

11YNYEXP ElastomericEXP Elastomeric55492341025842

11YNYFIX ElastomericNone62492341025842

10NNNEXP ElastomericNone45492341025842

10NNNEXP ElastomericNone45492341025842

11NYYEXP ElastomericEXP Elastomeric72492341025851

11NYYFIX ElastomericNone93492341025851

11NYYEXP ElastomericNone54492341025851

11NYYEXP ElastomericEXP Elastomeric77492341025852

11NYYFIX ElastomericNone98492341025852

11NYYEXP ElastomericNone57492341025852

11YNYOther FIXEDOther FIXED15034821034220

11YNYFIX ElastomericEXP Elastomeric12922121035670

14YNYFIX ElastomericEXP Elastomeric12854721035730

14YNYEXP ElastomericNone12854721035730

31YNYEXP ElastomericFIX Elastomeric10641061040291

31YNYEXP ElastomericFIX Elastomeric10041061040292

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11YNYFIXED Multi-RotaEXP Disc Bearing6925611043390

11YNYEXP Disc BearingNone13025611043390

11YNYEXP Disc BearingNone6925611043390

11YNYFIXED Multi-RotaEXP Disc Bearing100140261043450

11YNYEXP Disc BearingNone100140261043450

11YNYFIX Pot BearingEXP Pot Bearing99148791048680

11YNYEXP Pot BearingNone99148791048680

10NNNFIX ElastomericEXP Elastomeric15001048900

11YNYFIX ElastomericEXP Elastomeric137140281048929

11YNYEXP ElastomericNone104140281048929

11NYYOther FIXEDEXP Elastomeric10272641060620

11NYYOther FIXEDNone10272641060620

11YYYEXP ElastomericNone10272641060620

11YNYFIX ElastomericEXP Elastomeric10583771074690

11YNYEXP ElastomericNone10583771074690

11YYYEXP ElastomericFIX Elastomeric1116005001074701

11YYYEXP ElastomericFIX Elastomeric1115001074702

11YNYFIX ElastomericEXP Elastomeric10510001074710

11YNYEXP ElastomericNone10510001074710

11YNYEXP Pot BearingFIX Pot Bearing15610001074731

11YNYEXP Pot BearingFIX Pot Bearing15610001074732

30NNNFIX ElastomericEXP Elastomeric108105372034240

30NNNEXP ElastomericNone72105372034240

10NNNEXP Pot BearingFIX Pot Bearing11012682257760

10NNNFIX ElastomericEXP Elastomeric12116213317890

11YNYEXP ElastomericFIX Elastomeric9614103319010

10NNNFIX Pot BearingEXP Pot Bearing18086434011030

11NYYFIX Pot BearingEXP Pot Bearing170125144443330

11YNYFIX ElastomericEXP Elastomeric16092914443350

11YNYFIX ElastomericEXP Elastomeric5529481001210

10NNNEXP Pot BearingEXP Pot Bearing8262741011660

10NNNFIX Pot BearingNone14062741011660

10NNNEXP Pot BearingNone8262741011660

10NNNNoneNone86153791012350

31YNYFIX Pot BearingEXP Pot Bearing147162371022920

10YNNFIX ElastomericEXP Elastomeric9035221024550

11YYYEXP Pot BearingFIX Pot Bearing14670191027830

33YYYFIX ElastomericEXP Elastomeric16374501027870

11YNYEXP Pot BearingEXP Pot Bearing15056991028200

34YNYFIX Pot BearingNone19056991028200

23YNYEXP Pot BearingNone19056991028200

23YNYEXP Pot BearingNone15056991028200

11YNYFIX Pot BearingEXP Pot Bearing13356991028200

23YNYEXP Pot BearingNone16556991028200

24YNYEXP Pot BearingNone13356991028200

10NNNNoneNone16142081030180

10NNNEXP ElastomericFIX Elastomeric8963001041520

11YYYNoneNone69125081042560

11YNYFIX ElastomericEXP Elastomeric54303001044230

11YNYEXP ElastomericNone80303001044230

11YNYEXP ElastomericNone54303001044230

33YYYFIX ElastomericEXP Elastomeric10535381071471

11NYYFIX ElastomericEXP Elastomeric13835381071501

10NNNEXP ElastomericFIX Elastomeric14087691074561

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10NNNEXP ElastomericFIX Elastomeric14087691074562

11YNYEXP ElastomericFIX Elastomeric8113552260580

31YNYFIX Pot BearingEXP Pot Bearing21957002260640

31YNYEXP Pot BearingNone21957002260640

31YNYEXP Pot BearingEXP Pot Bearing19157002260640

31YNYFIX Pot BearingNone22657002260640

31YNYEXP Pot BearingNone22657002260640

31YNYEXP Pot BearingNone19157002260640

10NNNEXP Pot BearingEXP Pot Bearing768392263810

10NNNFIX Pot BearingNone1048392263810

10NNNEXP Pot BearingNone1048392263810

10NNNEXP Pot BearingNone768392263810

11YNYFIX Pot BearingEXP Pot Bearing10951403027760

11YNYEXP Pot BearingNone10951403027760

10NNNFIX Pot BearingEXP Pot Bearing1959783324840

10NNNFIX ElastomericEXP Elastomeric14010003326910

11YYYNoneNone9588093326990

11YNYFIX ElastomericEXP Elastomeric12010003327100

10NNNFIX ElastomericEXP Elastomeric11537603327920

10NNNEXP Pot BearingFIX Pot Bearing1783153328390

10NNNNoneNone12241003368440

10NNNEXP Pot BearingNone7347354454030

34YNYEXP Pot BearingNone11947354454030

10NNNNoneNone7347354454030

10NNNEXP ElastomericEXP Elastomeric7610624454090

3.54YNYFIX ElastomericNone13710624454090

10NNNEXP ElastomericNone7610624454090

10NNNFIX ElastomericEXP Elastomeric13251034454130

10NNNEXP ElastomericFIX Elastomeric5551034454130

10NNNFIX ElastomericEXP Elastomeric15850006012270

3.55YNYEXP ElastomericNone12681951010180

3.55YNYFIX ElastomericEXP Elastomeric12681951010180

10NNNEXP Pot BearingNone10910201011380

11YNYEXP Pot BearingNone14510201011380

10NNNFIX Pot BearingEXP Pot Bearing10910201011380

10NNNEXP Pot BearingFIX Pot Bearing17525281012480

11YNYEXP Pot BearingNone8045031012520

11YNYEXP Pot BearingNone15545031012520

11YNYFIX Pot BearingEXP Pot Bearing13045031012520

10NNNEXP ElastomericFIX Elastomeric13013581012550

10NNNNoneNone8269191012660

12YYYFIX ElastomericEXP Elastomeric16536081012910

22YNYEXP ElastomericNone133117801012930

22YNYNoneNone133117801012930

20NNNNoneNone12473071014940

31NYYEXP Pot BearingFIX Pot Bearing12654651015020

10NNNNoneNone15348811015050

10NNNEXP ElastomericNone13073931016340

10NNNFIX ElastomericEXP Elastomeric13073931016340

11YNYFIX ElastomericEXP Elastomeric12719151042860

11YNYEXP ElastomericNone12719151042860

10NNNFIX ElastomericEXP Elastomeric10714791046880

10NNNFIX ElastomericEXP Elastomeric13214791046890

14YYYEXP Pot BearingFIX Pot Bearing21419441048090

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11YYYEXP Pot BearingNone11540001074800

11YNYEXP Pot BearingNone17540001074800

10NNNFIX Pot BearingEXP Pot Bearing11540001074800

10NNNEXP ElastomericFIX Elastomeric83135001074811

10NNNEXP ElastomericFIX Elastomeric83135001074812

10NNNEXP ElastomericFIX Elastomeric104135001074821

10NNNEXP ElastomericFIX Elastomeric104135001074822

10NNNEXP ElastomericFIX Elastomeric12840001074830

11NYYEXP ElastomericFIX Elastomeric12840001074840

10NNNEXP ElastomericFIX Elastomeric73135001074851

11NYYEXP ElastomericFIX Elastomeric73135001074852

11YNYFIX ElastomericEXP Elastomeric12128731074861

11NYYFIX ElastomericEXP Elastomeric11528731074862

10NNNFIX ElastomericEXP Elastomeric8528731074881

11YNYFIX ElastomericEXP Elastomeric8528731074882

10NNNEXP Pot BearingNone18853001074900

11YNYEXP Pot BearingEXP Pot Bearing19153001074900

10NNNEXP Pot BearingFIX Pot Bearing18753001074900

10NNNEXP Pot BearingNone19153001074900

10NNNEXP Pot BearingNone18453001074900

10NNNFIX Pot BearingNone17453001074900

10NNNFIX ElastomericEXP Elastomeric12773931077150

10NNNNoneNone13134191090980

10NNNFIX ElastomericEXP Elastomeric14019702214000

11YNYEXP ElastomericFIX Elastomeric12613782218180

10NNNFIX ElastomericEXP Elastomeric13741862218210

11YNYFIX ElastomericEXP Elastomeric18947583331460

11YNYEXP ElastomericNone13447583331460

11YNYEXP Pot BearingFIX Pot Bearing17626431000780

22.5YNYFIX ElastomericEXP Elastomeric15126431000800

33YNYEXP Pot BearingFIX Pot Bearing11243421007041

33.5YNYEXP Pot BearingFIX Pot Bearing11243421007042

31YNYFIX Pot BearingNone13118541008550

31YNYEXP Pot BearingNone11718541008550

31YNYNoneNone13018541008850

31YNYFIX ElastomericNone10576331010170

31YNYNoneNone11876331010170

24YNYFIX ElastomericEXP Elastomeric16022131017250

24YNYEXP ElastomericNone16022131017250

23YNYFIX ElastomericEXP Elastomeric12231861017299

23YNYEXP ElastomericNone12731861017299

20NNNFIX ElastomericEXP Elastomeric10828521018950

32YNYFIX ElastomericEXP Elastomeric9744861018960

32YNYEXP ElastomericNone13044861018960

32YNYEXP ElastomericNone9744861018960

23YNYFIX ElastomericEXP Elastomeric14421091021270

23YNYEXP ElastomericNone17121091021270

23YNYNoneNone12711591021280

21YNYFIX ElastomericEXP Elastomeric12040891023980

21YNYEXP ElastomericNone12040891023980

31YNYFIX ElastomericEXP Elastomeric12010161027250

31YNYEXP ElastomericNone12010161027250

32YNYFIX ElastomericEXP Elastomeric11029741027260

32YNYEXP ElastomericNone14029741027260

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32YNYEXP ElastomericNone11029741027260

32YNYFIX ElastomericEXP Elastomeric12029381027270

32YNYEXP ElastomericNone12029381027270

21YNYFIX ElastomericEXP Elastomeric847391027560

31YNYEXP Pot BearingEXP Pot Bearing10261031062080

31YNYFIX Pot BearingNone13761031062080

31YNYEXP Pot BearingNone10261031062080

31YNYEXP Pot BearingEXP Pot Bearing10335261074780

31YNYFIX Pot BearingNone13835261074780

31YNYEXP Pot BearingNone10335261074780

23YNYFIX ElastomericEXP Elastomeric12065142219650

23YNYEXP ElastomericNone12065142219650

31YNYFIX Pot BearingEXP Pot Bearing11944522220210

31YNYFIX Pot BearingNone14544522220210

31YNYEXP Pot BearingNone11944522220210

2.50NNNFIX Pot BearingEXP Pot Bearing237195002220220

2.50NNNEXP Pot BearingNone245195002220220

10NNNFIX ElastomericEXP Elastomeric424563336620

31YNYEXP ElastomericFIX Elastomeric1481233338480

31YNYEXP Pot BearingFIX Pot Bearing20657303339020

20NNNFIX ElastomericEXP Elastomeric1424063340620

22YYYEXP ElastomericFIX Elastomeric5229741003070

34YNYEXP ElastomericNone11189081003160

34YNYNoneNone11189081003160

22YYYFIX Pot BearingEXP Pot Bearing12941941016671

22YYYEXP Pot BearingNone16441941016671

22YYYEXP Pot BearingNone10041941016671

34YYYFIX Pot BearingEXP Pot Bearing12541941016672

34YYYEXP Pot BearingNone15841941016672

34YYYEXP Pot BearingNone11741941016672

45YNYNoneEXP Elastomeric56147551022349

45YNYNoneEXP Elastomeric69147551022349

45YNYFIX ElastomericEXP Elastomeric34147551022349

32YNYEXP ElastomericFIX Elastomeric18077251026840

10NNNFIX ElastomericFIX Elastomeric5844951034850

22YNYEXP ElastomericFIX Elastomeric46174401037380

44YNYFIX ElastomericEXP Elastomeric9569251040801

44YNYEXP ElastomericNone9569251040801

44YNYFIX ElastomericEXP Elastomeric9569251040802

44YNYEXP ElastomericNone9569251040802

42YNYFIX Pot BearingEXP Pot Bearing11539801041160

42YNYEXP Pot BearingNone11539801041160

32YNYEXP ElastomericFIX Elastomeric175657751044839

35YNYNoneEXP Elastomeric85225901045240

35YNYFIX ElastomericEXP Elastomeric85225901045240

22YNYEXP ElastomericFIX Elastomeric8192241046960

22YNYEXP ElastomericFIX Elastomeric97217031047010

24YYYFIX Pot BearingEXP Pot Bearing160255211052920

24YYYEXP Pot BearingNone200255211052920

20NNNFIX ElastomericEXP Elastomeric10571711074590

22YNYFIX ElastomericEXP Elastomeric7054001074600

22YNYEXP ElastomericFIX Elastomeric8354001074600

11YNYEXP ElastomericFIX Elastomeric96432321074750

12YNYFIX Pot BearingEXP Pot Bearing182124171077090

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13YNYFIX Pot BearingEXP Pot Bearing245124171077100

13YNYEXP Pot BearingFIX Pot Bearing216124171077100

43YNYEXP ElastomericFIX Elastomeric9269251091321

44YNYEXP ElastomericFIX Elastomeric9269251091322

24YNYFIX Pot BearingEXP Elastomeric858002262530

24YNYEXP ElastomericNone1218002262530

24YNYEXP Pot BearingNone758002262530

40NNNFIX ElastomericEXP Elastomeric11560052265310

22YNYFIX ElastomericEXP Elastomeric12532683343620

10NNNFIX ElastomericEXP Elastomeric1017003346370

10NNNEXP ElastomericNone1027003346370

21YNYEXP ElastomericFIX Elastomeric17556003368130

11YNYEXP ElastomericFIX Elastomeric97217775502121

10NNNEXP ElastomericFIX Elastomeric12878505502301

22YNYFIX Pot BearingEXP Pot Bearing8825005514160

22YNYEXP Pot BearingNone11725005514160

10NNNFIX Pot BearingEXP Pot Bearing150375975523850

10NNNFIX Pot BearingEXP Pot Bearing14735551003970

10NNNFIX Pot BearingEXP Pot Bearing18469231004080

10NNNFIX ElastomericEXP Elastomeric16116421004370

13YNYFIX ElastomericEXP Elastomeric96116501013730

13YNYEXP ElastomericNone113116501013730

11YNYEXP ElastomericFIX Elastomeric12749331017470

10NNNFIX ElastomericEXP Elastomeric10732261017630

10NNNEXP ElastomericNone13032261017630

11YNYFIX ElastomericEXP Elastomeric12532261017640

11YNYEXP ElastomericNone18032261017640

10NNNFIX Pot BearingEXP Pot Bearing12556251018510

20NNNEXP Pot BearingFIX Pot Bearing8727051018560

10NNNFIX ElastomericEXP Elastomeric8520931019900

10NNNFIX ElastomericEXP Elastomeric10016141020930

10NNNFIX ElastomericEXP Elastomeric18038281021360

11YNYFIX ElastomericEXP Elastomeric13610171024830

10NNNFIX ElastomericNone11015111026390

10NNNNoneNone11015111026390

10NNNFIX ElastomericEXP Elastomeric757571026440

10NNNEXP ElastomericNone957571026440

10NNNEXP ElastomericNone757571026440

10NNNEXP ElastomericFIX Elastomeric10518001030420

10NNNNoneNone936711030710

10NNNEXP ElastomericFIX Elastomeric12316711030720

10NNNFIX ElastomericEXP Elastomeric10327701030810

10NNNEXP ElastomericNone10327701030810

10NNNFIX ElastomericEXP Elastomeric12219811030850

10NNNNoneNone9026281040350

10NNNEXP Pot BearingFIX Pot Bearing17429351040370

11NYYNoneNone1054021041690

10NNNFIX ElastomericEXP Elastomeric1064021041700

10NNNEXP ElastomericFIX Elastomeric1024021041710

10NNNEXP ElastomericFIX Elastomeric1185421041730

10NNNEXP Pot BearingFIX Pot Bearing15558451045670

10NNNNoneNone11369391046820

10NNNFIX Pot BearingEXP Pot Bearing12013631050220

11YNYFIX ElastomericEXP Elastomeric10724481054811

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11YNYEXP ElastomericNone10424481054811

11YNYFIX ElastomericEXP Elastomeric10724481054812

11YNYEXP ElastomericNone10424481054812

10NNNEXP ElastomericFIX Elastomeric86119721077160

10NNNFIX Pot BearingEXP Pot Bearing180921091690

10NNNEXP Pot BearingNone145921091690

10NNNEXP Pot BearingNone96921091690

12YNYFIX Pot BearingEXP Pot Bearing83134052226190

12YNYEXP Pot BearingNone134134052226190

12YNYEXP Pot BearingNone88134052226190

11YNYFIX ElastomericEXP Elastomeric1271483352030

11YNYEXP ElastomericNone1271483352030

10NNNEXP Disc BearingFIX Disc Bearing12512423355450

11YNYEXP ElastomericFIX Elastomeric9223703356240

Note 1: BIN = Bridge Identification Number

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APPENDIX B

STATISTICAL ANALYSIS

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STATISTICAL ANALYSIS

One-way Analysis of Variance (ANOVA) was performed to assist in determining the correlationbetween each of the variables (bridge vibration, traffic volume, span length, and bearing type) anddeck cracking. The F-test was used to determine if there are any significant differences amongst themeans. If there are, the multiple range tests were used to determine which means are significantlydifferent from others. Multi-factor ANOVA was used to examine the effects of two or more factors(i.e. interaction effects) on deck cracking. Data from all 383 bridge spans was used in the analysis.If inspectors rated the bridge vibration or crack ratings with a non-integer, the ratings were roundedto the nearest integer (eg.1.5 was treated as 2 for the analysis).

Effect of Vibration

ANOVA was performed to determine the correlation between vibration severity and observed deckcracking severity (SEV). The results are shown in Tables B1 and B2. Modified vibration ratings(CVIB) shown in Fig. 6 in Section IV along with deck cracking ratings shown in Fig. 4 were used inthis analysis. Table B1. ANOVA table for cracking severity (SEV) by modified vibration ratings (CVIB).

Source Sum ofSquares

Degrees ofFreedom

Mean Square F-Ratio P-Value

Between groups 228.262 2 114.131 92.92 0.0000

Within groups 466.751 380 1.22829

Total (Corr.) 695.013 382

Table B2. Table of means for cracking severity (SEV) by modified vibration ratings (CVIB)with 95% confidence intervals.

CVIB COUNT Mean Std. Err.(Pooled s)

Lower Limit Upper Limit

1 (Low) 217 0.617512 0.0752351 0.512909 0.722114

3 (Moderate) 143 1.78322 0.0926793 1.65436 1.91207

5 (High) 23 3.34783 0.231093 3.02653 3.66912

Total 383 1.21671

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Note that the ANOVA table decomposes the variance of SEV into two components: a between-groupcomponent and a within-group component. The F-ratio, which in this case equals 92.9187, is a ratioof the between-group estimate to the within-group estimate. Since the P-value of the F-test is less than0.05, there is a statistically significant difference between the mean SEV from one level of CVIB toanother at the 95.0% confidence level. To determine which means are significantly different fromwhich others, multiple range tests were used.

Table B3. Multiple range tests for cracking severity (SEV) by modified vibration ratings(CVIB).CVIB Count Mean Homogeneous Groups1 217 0.617512 X 3 143 1.78322 X 5 23 3.34783 XContrast Difference +/- Limits1 - 3 *-1.16571 0.234714 1 - 5 *-2.73031 0.477856 3 - 5 *-1.56461 0.489561 * denotes a statistically significant difference.

Table B3 applies a multiple comparison procedure to determine which means are significantlydifferent from others. The bottom half of the table shows the estimated difference between each pairof means. The asterisks placed next to 3 pairs, indicate that these pairs show statistically significantdifferences at the 95% confidence level. Three homogenous groups are identified using columns ofX's. Within each column, the levels containing X's form a group of means that have no statisticallysignificant differences. Fisher's least significant difference (LSD) procedure was used to discriminateamong the means. With this method, there is a 5% risk of calling each pair of means significantlydifferent when the actual difference equals 0.

1 3 5

Means and 95.0 Percent LSD Intervals

CVIB

0

1

2

3

4

SE

V

Figure B1. Means plot for cracking severity (SEV) and modified vibration ratings (CVIB).

The means plot (Fig. B1) shows the mean SEV for each level of CVIB. It also shows an intervalaround each mean. The intervals are based on Fisher's least significant difference (LSD) procedure.They are constructed in such a way that if two means are the same, their intervals will overlap 95%

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of the time. Any pair of intervals that do not overlap vertically correspond to a pair of means whichhave a statistically significant difference. This indicates that there are three significantly differentmeans.

From all the above data, it can be concluded that the vibration severity significantly influences thecracking severity. Similar analysis was performed for other parameters.

Effect of Traffic Volume

For analysis, the traffic volume data , i.e. Average Annual Daily Traffic (AADT), was classified intothree groups: low volume (AADT # 1000), medium volume (1000 < AADT # 5000), and high volume(AADT > 5000). The groups were designated 1, 2, and 3 respectively. Analyses similar to thosedescribed earlier were conducted and results are given in Tables B4-B6 and Fig. B2.

Table B4. ANOVA table for cracking severity (SEV) by traffic volume (AADT).

Source Sum ofSquares

Degrees ofFreedom

Mean Square F-Ratio P-Value

Betweengroups

36.6719 2 17.3359 9.98 0.0001

Within groups 660.341 380 1.73774

Total (Corr.) 695.013 382

Since the P-value of the F-test is less than 0.05, there is a statistically significant difference betweenthe mean SEV from one level of AADT to another at the 95% confidence level. Thus, means plot andmultiple range tests were conducted for further analysis.

Table B5. Table of means for cracking severity (SEV) by traffic volume (AADT) with 95%confidence intervals.

AADT COUNT Mean Std. Err.(Pooled s)

Lower Limit Upper Limit

1 89 0.674157 0.139732 0.479882 0.868432

2 124 1.33065 0.118381 1.16606 1.49523

3 170 1.41765 0.101104 1.27708 1.55822

Total 383 1.21671

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1 2 3

Means and 95.0 Percent LSD Intervals

ADT

0.4

0.6

0.8

1

1.2

1.4

1.6

SE

V

Figure B2. Means plot for traffic volume (AADT) and cracking severity (SEV).

Table B6. Multiple range tests for cracking severity (SEV) by traffic volume (AADT).AADT Count Mean Homogeneous Groups1 89 0.674157 X 2 124 1.33065 X3 170 1.41765 XContrast Difference +/- Limits1 - 2 *-0.656488 0.36009 1 - 3 *-0.74349 0.339123 2 - 3 -0.0870019 0.306101 * denotes a statistically significant difference

The results shown in Tables B5 and B6, and Fig. B2 indicate that there is no statistically significantdifferences between cracking of medium and high volume bridges, indicating that they can becombined for further analysis. At the same time, it also indicates that AADT does influence thecracking severity and very low volume bridges exhibit less cracking. This confirms what is expectedfrom practice. Thus, for a multi-factor ANOVA, only two groups will be used, low volume (AADT# 1000) and high volume (AADT>1000).

Effect of Span Length

For analysis, the bridges were classified based on span length into three groups: small spans 30-m orshorter (LEN = 3), medium spans between 30 m and 60 m long (LEN = 2), and long spans which aregreater than 60 m (LEN = 1). Analysis results are shown in Tables B7-B9, and Fig. B3. Since theP-value of the F-test is less than 0.05, there is a statistically significant difference between the meanSEV from one level of span length (LEN) to the another at the 95% confidence level. Thus, means plotand multiple range tests were conducted for further analysis.

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Table B7. ANOVA table for cracking severity (SEV) by span lengths (LEN).

Source Sum ofSquares

Degrees ofFreedom

Mean Square F-Ratio P-Value

Between groups 17.9466 2 8.97331 5.04 0.0069

Within groups 677.066 380 1.78175

Total (Corr.) 695.013 382

Table B8. Table of means for cracking severity (SEV) by span lengths (LEN) with 95%confidence intervals.

AADT COUNT Mean Std. Err.(Pooled s)

Lower Limit Upper Limit

1 22 2.09091 0.284585 1.69524 2.48658

2 258 1.17442 0.0831025 1.05888 1.28996

3 103 1.13592 0.131524 0.95306 1.31878

Total 383 1.21671

Table 9. Multiple range tests for cracking severity (SEV) by span length.Len Count Mean Homogeneous Groups3 103 1.13592 X 2 258 1.17442 X 1 22 2.09091 XContrast Difference +/- Limits1 - 2 *0.91649 0.582929 1 - 3 *0.954987 0.616429 2 - 3 0.0384963 0.305903 *denotes a statistically significant difference

1 2 3

Means and 95.0 Percent LSD Intervals

Len

0.9

1.3

1.7

2.1

2.5

SE

V

Figure B3. Means plot for span lengths (LEN) and cracking severity (SEV).

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The results from Tables B8 and B9, and Fig. B3 indicate that there is no statistically significantdifferences between cracking of bridges with spans less than 30 m long, and spans between 30 m to60 m long, indicating that they can be combined. At the same time, it also indicates that span lengthdoes influence the cracking severity, with longer spans exhibiting more cracking. Thus, for a multi-factor ANOVA, only two groups will be used, spans 60 m or shorter, and spans longer than 60 m.

Effect of Bearings

Influence of bearings on deck cracking severity was examined. Since there are many different typesof bearings, they were classified into 6 groups, as following.

1. Elastomeric Bearing (Free/Expansion)2. Elastomeric Bearing (Fixed)3. Pot Bearing (Fixed)4. Pot Bearing (Free/Expansion)5. None6. Others (include discs, rockers, multi-rotational, etc.)

Analysis results are given in Tables B10-B11, and Figs. B4-B5, for beginning (BEGBEAR) and endbearings (ENDBEAR). The results indicate that there is no statistically significant difference betweenthe cracking severity and type of bearing. Thus, type of bearing is not considered in further analysis.

Table B10. ANOVA table for beginning bearing type (BEGBEAR) by cracking severity (SEV).

Source Sum ofSquares

Degrees ofFreedom

Mean Square F-Ratio P-Value

Between groups 16.527 2 3.30539 1.84 0.1048

Within groups 678.486 380 1.7997

Total (Corr.) 695.013 382

Table B11. ANOVA table for end bearing type (ENDBEAR) by cracking severity (SEV).

Source Sum ofSquares

Degrees ofFreedom

Mean Square F-Ratio P-Value

Between groups 7.4899 2 1.49798 0.82 0.5350

Within groups 687.523 380 1.82367

Total (Corr.) 695.013 382

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1 2 3 4 5 6

Means and 95.0 Percent LSD Intervals

BEGBEAR

0

0.3

0.6

0.9

1.2

1.5

1.8S

EV

Figure B4. Means plot for beginning bearing type (BEGBEAR) and cracking severity (SEV).

Means and 95.0 Percent LSD Intervals

ENDBEAR

SE

V

1 2 3 4 5 60

0.3

0.6

0.9

1.2

1.5

1.8

Figure B5. Means plot for end bearing type (ENDBEAR) and cracking severity (SEV).

Multi-factor Analysis of Variance

Multi-factor ANOVA is useful in examining the effects of two or more factors on one variable. Thus,multi-factor ANOVA is used here to examine the effect of bridge vibration, span length, and trafficvolume (AADT) on bridge deck cracking. As illustrated in the previous section, bridge vibration isdivided into 3 ranges - low (1), medium (3), and noticeable or severe (5). The traffic volume wasdivided into two categories - low with AADT#1000 (1) , and high with AADT>1000 (3). Similarly,span lengths have been divided in to two categories - short spans of length # 60 m (3), and largespans, which are longer than 60 m (1).

This analysis is to determine the factors having a statistically significant effect on deck crackingseverity (SEV), and also test for significant interactions amongst the factors. The F-tests in theANOVA table identify the significant factors. For each significant factor, multiple range tests tellwhich means are significantly different from others.

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Table B12 decomposes the severity of deck cracking (SEV) into contributions by various factors. Thecontribution of each factor is measured by having the effects of all other factors removed. TheP-values test the statistical significance of each factor. Since P-values of vibration severity and spanlength are less than 0.05, these have a statistically significant effect on bridge deck cracking at the95% confidence level.

Table B12. ANOVA table for deck cracking severity (SEV).

Source Sum ofSquares

Degrees ofFreedom

Mean Square F-Ratio P-Value

A: CVIB 42.9662 2 21.4831 20.38 0.0000

B: AADT 0.30207 1 0.30207 0.290 0.5928

C: LEN 18.0213 1 18.0213 17.09 0.0000

InteractionsABACBC

2.3595449.95812.38117

221

1.1797724.97172.38117

1.12023.692.260

0.32770.00000.1337

RESIDUAL 393.262 373 1.05432

TOTAL(Corrected)

695.013 382

Note: All F-ratios are based on the residual mean square error.

Figs B6-B8 show the mean deck cracking (SEV) for each level of vibration severity (CVIB), trafficvolume (AADT), and span lengths (LEN), along with 95% confidence intervals for each of the means.The bars which do not overlap indicate significant difference between the two means, and bars thatoverlap indicate no significant difference between the means. The interaction plots are useful forinterpreting the interaction between vibration severity, traffic volume, and span length. For example,the two lines drawn on Fig. B9 represent each level of span length. They connect the least squaresmeans for the 3 levels of vibration severity (CVIB). If there was absolutely no interaction, these lineswould be parallel. Stronger the interaction, larger the difference in shape of these lines. This plot andthe p value of lower than 0.05 for interaction effect (AC) in the means table indicate that interactionexists between vibration severity and span lengths.

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Means and 95.0 Percent LSD Intervals

CVIB

SE

V

1 3 50

1

2

3

4

5

Figure B6. Means plot for deck cracking severity (SEV) and vibration severity (CVIB).

Means and 95.0 Percent LSD Intervals

Modified_LEN

SE

V

1 31.4

1.8

2.2

2.6

3

3.4

3.8

Figure B7. Means plot for deck cracking severity (SEV) and span length (LEN).

Means and 95.0 Percent LSD Intervals

Modified_ADT

SE

V

1 31.7

1.9

2.1

2.3

2.5

2.7

2.9

Figure B8. Means plot for deck cracking severity (SEV) and traffic volume (AADT).

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Figure B9. Interaction plot for deck cracking severity (SEV), vibration severity (CVIB), andspan length (LEN).