Performance of Weigh-in-Motion (WIM) Sensors in Rigid and Flexible Pavements and Guidelines for Recommended Pavement Thickness
Publication: International Conference on Transportation and Development 2022
ABSTRACT
The performance of a WIM site mainly depends on sensor technology, pavement conditions, calibration, and maintenance practices. An adequate pavement structure is required to install and accommodate WIM system sensors throughout their service life. WIM sensor manufacturers suggest that the plate-based sensors [load cells (LC) and bending plate (BP)] should only be installed in Portland cement concrete (PCC) pavements, while the linear or strip type sensors [such as polymer piezo (PP) or piezo cable (PC), and quartz piezo (QP)] could be installed on both PCC and asphalt concrete (AC) pavements. This paper evaluates the influence of pavement surface thickness on WIM accuracy data for different sensor types and suggests adequate thicknesses for WIM stations installed in PCC and AC pavements based on the data. Data from ninety-four (94) WIM stations in the United States and Canada are used for WIM accuracy and pavement thickness analyses. For 18 sites, BP sensors are installed in PCC pavements. Out of 29 total QP sensor sites, 6 and 23 had PCC and AC pavements. In contrast, 19 PC sites have PCC pavements, and the remaining 28 sites have AC pavements. The results show that BP sensors can be installed in 10 in. or thicker PCC slabs to yield ASTM type I accuracy. Irrespective of pavement type, 8 in. or above (PCC or HMA thickness) is recommended for QP sensors to obtain highly accurate WIM data. No consistent trends were observed for PC sensors, as the sites showed significantly higher gross vehicle weight error even after calibration in both AC and PCC pavements.
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REFERENCES
ASTM. (2009). Standard Specification for Highway Weigh-In-Motion (WIM) Systems with User Requirements and Test Methods E 1318-09. 2007 Annual Book of ASTM Standards. Edited by ASTM Committee E17-52 on Traffic Monitoring. ASTM International, USA.
Burnos, P., Gajda, J., and Sroka, R. (2018). “Accuracy criteria for evaluation of Weigh-in-Motion Systems.” Metrology and Measurement Systems, 25(4).
Burnos, P., and Rys, D. (2017). “The Effect of Flexible Pavement Mechanics on the Accuracy of Axle Load Sensors in Vehicle Weigh-in-Motion Systems.” Sensors, 17(9), 2053.
Davies, P., and Sommerville, F. (1987). Calibration and Accuracy Testing of Weigh-in-Motion Systems.
Elkins, G. E., Schmalzer, P., Thompson, T., and Simpson, A. (2003). “Long-term pavement performance information management system pavement performance database user guide.” McLean: Federal Highway Administration.
Fekpe, E., Gopalakrishna, D., and Middleton, D. (2004). Highway Performance Monitoring System Traffic Data for High-Volume Routes: Best Practices and Guidelines. Federal Highway Administration: Washington, DC, USA.
Fernado, E., Middleton, D., Carson, T., Longmire, R., Sepulveda, E., Ruback, L., Freeman, T., and Oh, J. (2009). Deploying Weigh-in-Motion Installations on Asphalt Concrete Pavements. Austin: Texas Department of Transportation.
FHWA-LTPP Technical Support Services Contractor. (2009). “LTPP Field Operations Guide for SPS WIM Sites Version 1.0 Draft Office of Infrastructure Research, Development, and Technology, Federal Highway Administration, McLean, Virginia.” 173.
FHWA (Federal Highway Administration). (2018). WIM Pocket Guide.Federal Highway Administration, Washington DC.
Haider, S. W., and Harichandran, R. S. (2007). “Relating Axle Load Spectra to Truck Gross Vehicle Weights and Volumes.” ASCE Journal of Transportation Engineering, 133(12), 696–705.
Haider, S. W., and Masud, M. M. “Effect of moisture infiltration on flexible pavement performance using the AASHTOWare Pavement-ME.” Proc., Proc., Advances in Materials and Pavement Prediction: Papers from the International Conference on Advances in Materials and Pavement Performance Prediction (AM3P 2018), April 16-18, 2018, Doha, Qatar.
Haider, S. W., and Masud, M. M. “Accuracy Comparisons Between ASTM 1318-09 and COST-323 (European) WIM Standards Using LTPP WIM Data.” Proc., Proceedings of the 9th International Conference on Maintenance and Rehabilitation of Pavements—Mairepav9, Springer, 155–165.
Haider, S. W., and Masud, M. M. (2020). “Use of LTPP SMP Data to Quantify Moisture Impacts on Fatigue Cracking in Flexible Pavements [].” United States. Federal Highway Administration. Office of Research ….
Haider, S. W., Masud, M. M., and Chatti, K. (2020). “Influence of moisture infiltration on flexible pavement cracking and optimum timing for surface seals.” Canadian Journal of Civil Engineering, 47(5), 487–497.
Haider, S. W., Masud, M. M., and Musunuru, G. (2018). “Effect of Water Infiltration Through Surface Cracks on Flexible Pavement Performance.”
Haider, S. W., Masud, M. M., Selezneva, O., and Wolf, D. J. (2020). “Assessment of Factors Affecting Measurement Accuracy for High-Quality Weigh-in-Motion Sites in the Long-Term Pavement Performance Database.” Transportation Research Record, 2674(10), 269–284.
Jacob, B., and O’Brien, E. J. “European Specification on Weigh-in-Motion Of Road Vehicles (COST323).” Proc., Second European Conference on Weigh-In-Motion of Road Vehicles, Held Lisbon, Portugal 14-16 September 1998.
Masud, M. M. (2018). Quantification of Moisture Related Damage in Flexible and Rigid Pavements and Incorporation of Pavement Preservation Treatments in AASHTOWare Pavement-ME Design and Analysis, Michigan State University.
Masud, M. M. IRF GLOBAL R2T Conference.
Masud, M. M., and Haider, S. W. “Estimation of Weigh-in-Motion System Accuracy from Axle Load Spectra Data.” Airfield and Highway Pavements 2021, 378–388.
Masud, M. M., and Haider, S. W. (2020). “Long-Term Pavement Performance: International Data Analysis Contest, 2017–2018 Graduate Category: Use of LTPP SMP Data to Quantify Moisture Impacts on Fatigue Cracking in Flexible Pavements.”
Masud, M. M., Haider, S. W., Selezneva, O., and Wolf, D. J. “Impact of WIM Systematic Bias on Axle Load Spectra–A Case Study.” Proc., Advances in Materials and Pavement Performance Prediction II: Contributions to the 2nd International Conference on Advances in Materials and Pavement Performance Prediction (AM3P 2020), 27-29 May, 2020, San Antonio, TX, USA, CRC Press, 64.
Selezneva, O., and Wolf, D. J. (2017). Successful Practices in Weigh‐in‐Motion Data Quality with WIM Guidebook [Volumes 1 & 2]. Arizona. Dept. of Transportation.
Walker, D., Selezneva, O., and Wolf, D. “Findings from LTPP SPS WIM Systems Validation Study.” Proc., 6th International Conference on Weigh-In-Motion (ICWIM 6) International Society for Weigh-In-MotionInstitut Francais des Sciences et Technologies des Transports, de l’Aménagement et des Réseaux (IFSTARR) International Transport ForumForum of European National Highway Research Laboratories (FEHRL) Transportation Research BoardFederal Highway Administration.
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Published online: Aug 31, 2022
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