Abstract

Performance measures that are commonly used in winter maintenance provide valuable information. However, some metrics are subjective (i.e., visual inspection), rely on historical records, depend on agencies’ practices, or only capture specific information. Winter maintenance performance measures are evaluated independently, and relationships among variables are not assessed. Therefore, the metric travel disruption (TD) is proposed in this study to perform a multispectral evaluation with input, output, and outcome-based performance measures to compare salt brine with solid salt applications. The metric TD integrates different sources of information to estimate a continuous performance measure that accounts for storm, vehicle operations, and roadway conditions over time instead of intermittent measurements or one-time observations, such as roadway friction or time to bare/wet. The input performance measures included storm conditions, type of chemical material, frequency of application, and application rate. The output performance measures were the amount of material used and the lane kilometer (miles) covered. The outcome performance measures consisted of time to bare/wet, speed reduction period, speed recovery period, storm impact period, maximum speed reduction, and TD. For salt brine, previous research has shown reduced salt usage, shorter times to bare/wet, and higher friction. However, there are some concerns regarding the operational and safety performance of roadways that are treated with salt brine. Winter treatment field data and vehicle probe data from the National Performance Management Research Data Set (NPMRDS) were collected from the study (salt brine) and control (solid salt) routes in Wisconsin. For the amount of salt used, the study routes used 32.6% less overall salt than the control routes per storm. The TD indicated that, on average, there was no statistically significant difference between the study and control routes. Despite the lower amount of salt that was used, roadways that were treated with salt brine had a similar operational performance as roadways that were conventionally treated with solid salt, which made salt brine application a cost-effective strategy. This evaluation demonstrated a multispectral performance evaluation of winter maintenance to appropriately quantify the effectiveness of treatments.

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Data Availability Statement

Some or all data, models, or codes that support the findings of this study are available from the corresponding author upon reasonable request. Data upon request include weather data during storms, material and amount used per storm, application rate of deicing by storm, times to bare/wet by storm, and speed data for selected winter storms.

Acknowledgments

The authors are thankful for the assistance that was provided by James Hughes, Emil Juni, Cody Churchill, and Michael Adams from the Wisconsin Department of Transportation. The authors also want to strongly acknowledge the data collection efforts carried out by staff and representatives from Dane, Jefferson, and Marquette counties, Wisconsin.

References

Bagdadi, O., and A. Várhelyi. 2013. “Development of a method for detecting jerks in safety critical events.” Accid. Anal. Prev. 50: 83–91. https://doi.org/10.1016/j.aap.2012.03.032.
Bandara, N. 2015. “Winter travel speed data as performance measures for winter operations.” In Cold Regions Engineering 2015: Developing and Maintaining Resilient Infrastructure, edited by W. S. Guthrie, 452–463. Reston, VA: ASCE.
Benterki, A., M. Boukhnifer, V. Judalet, and C. Maaoui. 2020. “Artificial intelligence for vehicle behavior anticipation: Hybrid approach based on maneuver classification and trajectory prediction.” IEEE Access 8: 56992–57002. https://doi.org/10.1109/ACCESS.2020.2982170.
Brown, B., and K. Baass. 1997. “Seasonal variation in frequencies and rates of highway accidents as function of severity.” Transp. Res. Rec. 1581 (1): 59–65. https://doi.org/10.3141/1581-08.
Claros, B., M. Chitturi, A. Bill, and D. Noyce. 2021. “Environmental, economic, and operational impacts of roadway winter maintenance: Salt brine field evaluation.” J. Cold Reg. Eng. 35 (4): 04021013. https://doi.org/10.1061/(ASCE)CR.1943-5495.0000259
Claros, B., M. Chitturi, A. Bill, and D. A. Noyce. 2023a. “Field performance of salt brine applications.” Transp. Res. Rec. 2677 (3): 145–159. https://doi.org/10.1177/03611981221114117.
Claros, B., M. Chitturi, A. Bill, W. Nixon, and D. Noyce. 2023b. “Expanding liquid application rate guidance with field data and practitioner experience.” J. Cold Reg. Eng. 37 (2): 04023001. https://doi.org/10.1061/JCRGEI.CRENG-673.
Dabiri, S., and K. Heaslip. 2018. “Inferring transportation modes from GPS trajectories using a convolutional neural network.” Transp. Res. Part C Emerging Technol. 86: 360–371.
FHWA (Federal Highway Administration). 2023. National performance management research data set (NPMRDS). NPMRDS Analytics. Washington, DC: DOT.
Hainen, A. M., S. M. Remias, T. M. Brennan, C. M. Day, and D. M. Bullock. 2012. “Probe vehicle data for characterizing road conditions Associated with inclement weather to improve road maintenance decisions.” In Proc., IEEE Intelligent Vehicles Symp., 730–735. Madrid, Spain: IEEE.
Hanbali, R. M. 1994. “Economic impact of winter road maintenance on road users.” Transp. Res. Rec. 1442: 151–161.
ICF International (Firm), Athey Creek Consultants (Firm), and Vaisala Inc (Firm). 2019. Performance measures in snow and ice control operations. Rep. No. NCHRP 889. Washington, DC: Transportation Research Board, National Cooperative Highway Research Program.
Lee, C., W. Y. Loh, X. Qin, and M. Sproul. 2008. “Development of new performance measure for winter maintenance by using vehicle speed data.” Transp. Res. Rec. 2055 (1): 89–98.
Lee, C., and B. Ran. 2004. “Pilot study of speed-recovery duration as a measure of winter maintenance performance.” Transp. Res. Rec. 1877 (1): 137–143.
Liang, W. L., M. Kyte, F. Kitchener, and P. Shannon. 1998. “Effect of environmental factors on driver speed: A case study.” Transp. Res. Rec. 1635 (1): 155–161. https://doi.org/10.3141/1635-21.
Nakatsuji, T., and A. Kawamura. 2003. “Relationship between winter road-surface conditions and vehicular motion: Measurements by probe vehicles equipped with global positioning system.” Transp. Res. Rec. 1824 (1): 106–114. https://doi.org/10.3141/1824-12.
Oberg, G. 1995. Friction and journey speed on roads with various winterroad maintenance. [In Swedish.] VTI sartryck, No. 237. Washington, DC: National Academies of Sciences, Engineering, and Medicine.
Padget, E. D., K. K. Knapp, and G. B. Thomas. 2001. “Investigation of winter-weather speed variability in sport utility vehicles, pickup trucks, and passenger cars.” Transp. Res. Rec. 1779 (1): 116–124. https://doi.org/10.3141/1779-16.
Qiu, L., and W. A. Nixon. 2009. Performance measurement for highway winter maintenance operations. Project No. TR-491. Iowa City, IA: Iowa Highway Research Board.
Schafer, R. W. 2011. “What is a savitzky-golay filter?[lecture notes].” IEEE Signal Process Mag. 28 (4): 111–117. https://doi.org/10.1109/MSP.2011.941097.
Tobias, P., E. de León Izeppi, G. Flintsch, S. Katicha, and R. McCarthy. 2023. Pavement friction for road safety: Primer on friction measurement and management methods. FHWA-SA-23-007. Washington, DC: Federal Highway Administration.
TAC (Transportation Association of Canada). 2011. Winter roadway condition terminology guide. Ottawa: TAC.

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Go to Journal of Cold Regions Engineering
Journal of Cold Regions Engineering
Volume 38Issue 4December 2024

History

Received: Dec 21, 2023
Accepted: May 21, 2024
Published online: Sep 16, 2024
Published in print: Dec 1, 2024
Discussion open until: Feb 16, 2025

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Scientist I, Traffic Operations and Safety (TOPS) Laboratory, Univ. of Wisconsin-Madison, 1415 Engineering Drive, Madison, WI 53706 (corresponding author). ORCID: https://orcid.org/0000-0002-4787-1749. Email: [email protected]
Cesar Andriola [email protected]
Graduate Research Assistant, TOPS Laboratory, Univ. of Wisconsin-Madison, 1415 Engineering Drive, Madison, WI 53706. Email: [email protected]
Scientist II, TOPS Laboratory, Univ. of Wisconsin-Madison, 1415 Engineering Drive, Madison, WI 53706. ORCID: https://orcid.org/0000-0003-0580-3454. Email: [email protected]
Andrea Bill [email protected]
Associate Director, TOPS Laboratory, Univ. of Wisconsin-Madison, 1415 Engineering Drive, Madison, WI 53706. Email: [email protected]
David A. Noyce, Ph.D., P.E., F.ASCE [email protected]
Professor and Executive Associate Dean, TOPS Laboratory, Univ. of Wisconsin-Madison, 1415 Engineering Drive, Madison, WI 53706. Email: [email protected]

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