State-of-the-Art Reviews
Aug 20, 2019

Synergizing Roadway Infrastructure Investment with Digital Infrastructure for Infrastructure-Based Connected Vehicle Applications: Review of Current Status and Future Directions

Publication: Journal of Infrastructure Systems
Volume 25, Issue 4

Abstract

The safety, mobility, environmental, energy, and economic benefits of transportation systems, which are the focus of recent connected vehicle (CV) programs, are potentially dramatic. However, realization of these benefits largely hinges on the timely integration of digital technology into upcoming as well as existing transportation infrastructure. CVs must be enabled to broadcast and receive data to and from other CVs [vehicle-to-vehicle (V2V) communication], to and from infrastructure [vehicle-to-infrastructure (V2I) communication], and to and from other road users, such as bicyclists or pedestrians (vehicle-to-other road users communication). Further, the infrastructure and transportation agencies that manage V2I-focused applications must be able to collect, process, distribute, and archive these data quickly, reliably, and securely. This paper focuses on V2I applications and investigates current digital roadway infrastructure initiatives. It highlights the importance of including digital infrastructure investment alongside investment in more traditional transportation infrastructure to keep up with the auto industry’s push toward increasing intervehicular communication. By studying current CV testbeds and smart-city initiatives, this paper identifies digital infrastructure components (i.e., communication options and computing infrastructure) being used by public agencies. It also examines public agencies’ limited budgeting for digital infrastructure and finds that current expenditure is inadequate for realizing the potential benefits of V2I applications. Finally, the paper presents a set of recommendations, based on a review of current practices and future needs, designed to guide agencies responsible for transportation infrastructure. It stresses the importance of collaboration for establishing national and international platforms for the planning, deployment, and management of digital infrastructure to support connected transportation systems across political jurisdictions.

Get full access to this article

View all available purchase options and get full access to this article.

References

5GAA (5G Automotive Association). 2017. “Toward fully connected vehicles: Edge computing for advanced automotive communications.” Accessed December 20, 2018. http://5gaa.org/wp-content/uploads/2017/12/5GAA_T-170219-whitepaper-EdgeComputing_5GAA.pdf.
5GAA (5G Automotive Association). 2018. “5G automotive association.” Accessed December 20, 2018. http://5gaa.org/.
5G America. 2018. “5G Americas white paper: Cellular V2X communications towards 5G.” Accessed December 20, 2018. http://www.5gamericas.org/files/9615/2096/4441/2018_5G_Americas_White_Paper_Cellular_V2X_Communications_Towards_5G__Final_for_Distribution.pdf.
ADOT (Arizona Department of Transportation). 2017. “Arizona Department of Transportation operating budget request FY 2019.” Accessed May 31, 2019. https://www.azdot.gov/docs/default-source/financial-management-services/dt-budget-request.pdf?sfvrsn=8.
Angelidou, M. 2014. “Smart city policies: A spatial approach.” Supplement, Cities 41 (S1): S3–S11. https://doi.org/10.1016/j.cities.2014.06.007.
ASCE. 2017. “Infrastructure report card: A comprehensive assessment of America’s infrastructure.” Accessed May 31, 2019. https://www.infrastructurereportcard.org/wp-content/uploads/2016/10/2017-Infrastructure-Report-Card.pdf.
Bagloee, S. A., M. Sarvi, M. Patriksson, and A. Rajabifard. 2017. “A mixed user-equilibrium and system-optimal traffic flow for connected vehicles stated as a complementarity problem.” Comput.-Aided Civ. Infrastruct. Eng. 32 (7): 562–580. https://doi.org/10.1111/mice.12261.
Bagloee, S. A., M. Tavana, M. Asadi, and T. Oliver. 2016. “Autonomous vehicles: Challenges, opportunities, and future implications for transportation policies.” J. Mod. Transp. 24 (4): 284–303. https://doi.org/10.1007/s40534-016-0117-3.
Bertini, R. L., H. Wang, T. Knudson, K. Carstens, and E. Rios. 2016. “Assessing state department of transportation readiness for connected vehicle–cooperative systems deployment: Oregon case study.” Transp. Res. Rec. 2559 (1): 24–34. https://doi.org/10.3141/2559-04.
Bhavsar, P., P. Das, M. Paugh, K. Dey, and M. Chowdhury. 2017. “Risk analysis of autonomous vehicles in mixed traffic streams.” Transp. Res. Rec. 2625 (1): 51–61. https://doi.org/10.3141/2625-06.
Boissevain, C. 2018. Smart city lighting: In smart cities, 181–195. Dordrecht, Netherlands: Springer.
Bristol. 2017. “Open programmable city.” Accessed December 20, 2018. http://www.bristolisopen.com/.
Brizzolara, D., and M. Flament. 2017. “Digital infrastructure for deployment of vehicle and road automation: Needs and recommendations.”. Accessed May 31, 2019. https://cordis.europa.eu/docs/projects/cnect/7/610737/080/deliverables/001-D361DigitalInfrastructure.pdf.
Business Roundtable. 2015. “Road to growth: The case for investing in America’s transportation infrastructure, US.” Accessed May 31, 2019. https://s3.amazonaws.com/brt.org/staging-qeOOpdhhbbqqq3/2015.09.16-InfrastructureReport-Final.pdf.
CCAV (Center for Connected and Autonomous Vehicles). 2018. “UK connected & autonomous vehicle research & development projects 2018.” Accessed December 20, 2018. https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/737778/ccav-research-and-development-projects.pdf.
CDOT (Colorado Department of Transportation). 2018. Proposed budget allocation plan for fiscal year 2018–19. Accessed July 3, 2019. https://www.codot.gov/business/budget/cdot-budget/current-budget-documents/fy-2018-19-final-budget-allocation-plan/at_download/file.
Chang, J., G. Hatcher, D. Hicks, J. Schneeberger, B. Staples, S. Sundarajan, M. Vasudevan, P. Wang, and K. Wunderlich. 2015. “Estimated benefits of connected vehicle applications: Dynamic mobility applications, AERIS, V2I safety, and road weather management applications.”. Accessed May 31, 2019. https://rosap.ntl.bts.gov/view/dot/3569/dot_3569_DS1.pdf?.
Chintapalli, S., N. Weragama, and D. P. Agrawal. 2013. “Selecting LTE and wireless mesh networks for indoor/outdoor applications.” In Proc. Int. Conf. on Computational Science and its Applications, 143–153. Dordrecht, Netherlands: Springer.
Choe, T., A. Skabardonis, and P. Varaiya. 2002. “Freeway performance measurement system: Operational analysis tool.” Transp. Res. Rec. 1811 (1): 67–75. https://doi.org/10.3141/1811-08.
Chowdhury, M., M. Rahman, A. Rayamaji, S. M. Khan, M. Islam, M. Z. Khan, and J. Martin. 2018. “Lessons learned from the real-world deployment of a connected vehicle testbed.” Transp. Res. Rec. 2672 (22): 10–22. https://doi.org/10.1177/0361198118799034.
Compass4D. 2017 “Compass4D!” Accessed December 20, 2018. https://trimis.ec.europa.eu/project/compass4d.
CO-PILOT. 2015. “CO-PILOT cost component.” Accessed December 20, 2018. https://co-pilot.noblis.org/.
Cordero, C. 2016. “Optimizing 5G for V2X-Requirements, implications, and challenges.” Accessed December 20, 2018. http://www.ieeevtc.org/conf-admin/vtc2016fall/29.pdf.
Cregger, J., R. Wallace, and V. S. Brugeman. 2012. International survey of best practices in connected vehicle technologies: 2012 update. Ann Arbor, MI: Center for Automotive Research.
CRoads. 2017. “CRoads: Welcome.” Accessed December 20, 2018. https://www.c-roads.eu/platform.html.
CVRIA. 2018. “Applications.” Accessed December 20, 2018. https://local.iteris.com/cvria/html/applications/applications.html.
Dai, R., Y. Lu, C. Ding, and G. Lu. 2017. “The effect of connected vehicle environment on global travel efficiency and its optimal penetration rate.” J. Adv. Transp. 2017: 10. https://doi.org/10.1155/2017/2697678.
Dawes, S. S., L. Vidiasova, and O. Parkhimovich. 2016. “Planning and designing open government data programs: An ecosystem approach.” Government Inf. Q. 33 (1): 15–27. https://doi.org/10.1016/j.giq.2016.01.003.
de Carvalho, J. P., H. Veiga, C. R. Pacheco, and A. D. Reis. 2017. “Performance evaluation of 5 GHz IEEE 802.11 n WPA2 laboratory links.” In Vol. 1 of Proc., World Congress on Engineering. Hong Kong: International Association of Engineers.
Deering, A. M. 2016. “A framework for processing connected vehicle data in transportation planning applications.” M.Sc. thesis, Dept. of Civil, Architectural, and Environmental Engineering, Univ. of Texas at Austin.
Dey, K. C., A. Rayamajhi, M. Chowdhury, P. Bhavsar, and J. Martin. 2016. “Vehicle-to-vehicle (V2V) and vehicle-to-infrastructure (V2I) communication in a heterogeneous wireless network-Performance evaluation.” Transp. Res. Part C: Emerging Technol. 68 (Jul): 168–184. https://doi.org/10.1016/j.trc.2016.03.008.
Dickey, S., J. Dulmage, C. L. Huang, and R. Sengupta. 2010. ITS band roadside to vehicle communications in a highway setting. Berkeley, CA: Univ. of California at Berkeley.
Duran, D. R., E. Robinson, A. J. Kornecki, and J. Zalewski. 2013. “Safety analysis of autonomous ground vehicle optical systems: Bayesian belief networks approach”. In Proc., 2013 Federated Conf. on Computer Science and Information Systems (FedCSIS), 1419–1425. Warsaw, Poland: Polish Information Processing Society.
ECoAt (European Corridor – Austrian Testbed for Cooperative Systems). 2017. “Testfeld telematik—Results.” Accessed December 20, 2018. http://www.eco-at.info/testfeld-telematik-results.html.
EU (European Union). 2015. “eCall: Time saved = lives saved.” Accessed December 20, 2018. https://ec.europa.eu/digital-agenda/en/ecall-time-saved-lives-saved#Article.
European Commission. 2015. “Smart cities: Cities using technological solutions to improve the management and efficiency of the urban environment.” Accessed December 20, 2018. http://ec.europa.eu/eip/smartcities/index_en.htm.
European Commission. 2017. “SuperHub: Tailor made mobility.” Accessed December 20, 2018. https://ec.europa.eu/digital-single-market/en/content/superhub-tailor-made-mobility.
European Commission. 2018. “Europe on the move: Commission completes its agenda for safe, clean and connected mobility.” Accessed December 20, 2018. https://ec.europa.eu/transport/modes/road/news/2018-05-17-europe-on-the-move-3_en.
Fayazi, S. A., and A. Vahidi. 2017. “Vehicle-in-the-loop (VIL) verification of a smart city intersection control scheme for autonomous vehicles.” In Proc., 2017 IEEE Conf. on Control Technology and Applications, 1575–1580. New York: IEEE.
Feng, Y., S. Huang, Q. A. Chen, H. X. Liu, and Z. M. Mao. 2018. “Vulnerability of traffic control system under cyber-attacks using falsified data.” In Proc., Transportation Research Board 2018 Annual Meeting. Washington, DC: Transportation Research Board.
Ghadialy, Z. 2015 “Cellular IoT (CIoT) or LoRa?” Accessed December 20, 2018. http://blog.3g4g.co.uk/2015/11/cellular-iot-ciot-or-lora.html.
Grigorik. 2018. “High performance browsing networking WiFi.” Accessed December 20, 2018. https://hpbn.co/wifi/.
He, Y., M. Chowdhury, P. Pisu, and Y. Ma. 2012. “An energy optimization strategy for power-split drivetrain plug-in hybrid electric vehicles.” Transp. Res. Part C: Emerging Technol. 22 (2012): 29–41. https://doi.org/10.1016/j.trc.2011.11.008.
He, Z., X. Yang, W. Wang, and M. Zhang. 2017. “Measuring service quality in telematics service: Development and validation of multidimensional TeleServQ scale.” Total Qual. Manage. Bus. Excellence 28 (9–10): 1166–1182. https://doi.org/10.1080/14783363.2017.1310709.
Hitachi. 2015. The Internet on wheels and Hitachi, Ltd. Santa Clara, CA: Hitachi Data Systems.
Hörl, S., F. Ciari, and K. W. Axhausen. 2016. “Recent perspectives on the impact of autonomous vehicles.” Working paper, Zurich, Switzerland: Institute for Transport Planning and Systems.
IEEE. 2015. “Initial deployment of V2X communication systems in Europe could begin in 2019.” Accessed December 20, 2018. http://sites.ieee.org/connected-vehicles/2015/10/20/initial-deployment-v2x-communication-systems-europe-begin-2019/.
Islam, M., M. Chowdhury, H. Li, and H. Hu. 2018. “Cybersecurity attacks in vehicle-to-infrastructure applications and their prevention.” Transp. Res. Rec. 2672 (19): 66–78. https://doi.org/10.1177/0361198118799012..
ITS Benefits (Intelligent Transportation Systems Benefits). 2018. “Benefits database overview.” Accessed December 20, 2018. https://www.itsbenefits.its.dot.gov/its/benecost.nsf/BenefitsHome.
ITS Deployment Tracking. 2018. “2016-2017 deployment tracking survey results.” Accessed December 20, 2018. https://www.itsdeployment.its.dot.gov/cv_fm1.asp.
ITSJPO (Intelligent Transportation Systems Joint Program Office). 2018. “Automated vehicle research.” Accessed December 20, 2018. https://www.its.dot.gov/automated_vehicle/.
KCMO (City of Kansas City MO). 2016. “Beyond traffic: The vision for the Kansas City smart city challenge.” Accessed May 31, 2019. https://cms.dot.gov/sites/dot.gov/files/docs/Kansas%20City%20Vision%20Narrative.pdf.
Khan, S. M., K. C. Dey, and M. Chowdhury. 2017a. “Real-time traffic state estimation with connected vehicles.” IEEE Trans. Intell. Transp. Syst. 18 (7): 1687–1699. https://doi.org/10.1109/TITS.2017.2658664.
Khan, S. M., M. Rahman, A. Apon, and M. Chowdhury. 2017b. “Characteristics of intelligent transportation systems and its relationship with data analytics.” Data analytics for intelligent transportation systems, 1–29. Amsterdam, Netherlands: Elsevier.
Krechmer, D., J. Osborne, J. Bittner, M. Jensen, and E. Flanigan. 2015. Connected vehicle impacts on transportation planning: Technical memorandum# 2: Connected vehicle planning processes and products and stakeholder roles and responsibilities. Washington, DC: US Dept. of Transportation.
Lee, J., E. Tejedor, K. Ranta-aho, H. Wang, K. T. Lee, E. Semaan, E. Mohyeldin, J. Song, C. Bergljung, and S. Jung. 2018. “Spectrum for 5G: Global status, challenges, and enabling technologies.” IEEE Commun. Mag. 56 (3): 12–18. https://doi.org/10.1109/MCOM.2018.1700818.
Litman, T. 2017. Autonomous vehicle implementation predictions. Victoria, BC, Canada: Victoria Transport Policy Institute.
Loibl, W., S. Vielguth, J. Peters-Anders, S. Möller, D. Jakutyte-Walangitang, J. Brinkman, I. Wenzler, A. Cramwinckel, and M. Fumarola. 2014. “The TRANSFORM DSE—An interactive decision support environment for serving smart city strategy development and local measure implementation.” In Proc., Int. Conf. on Urban Planning and Regional Development in the Information Society, 573–581. Vienna.
Lu, N., N. Cheng, N. Zhang, X. Shen, and J. W. Mark. 2014. “Connected vehicles: Solutions and challenges.” IEEE Internet Things J. 1 (4): 289–299. https://doi.org/10.1109/JIOT.2014.2327587.
Market Research. 2016. “Traffic management market by solutions (ELV, full pedestrian, led signals & retrofit solutions, intersection controllers parking space and toll management), detection (AGPVD, loop detection & CCTV and ANPR), & by region-Global forecast to 2020.” Accessed December 20, 2018. https://www.marketresearch.com/MarketsandMarkets-v3719/Traffic-Management-Solutions-ELV-Full-9626749/?progid=88923.
MassDOT (Massachusetts DOT). 2014. “Massachusetts Department of Transportation Highway Division: A 2014 synthesis: The status of intelligent transportation systems deployment April 2014.” Accessed May 31, 2019. https://www.mass.gov/files/documents/2018/11/19/ITS_AnnualReport.pdf.
MassDOT (Massachusetts DOT). 2017. “State transportation improvement program 2017–2021.” Accessed May 31, 2019. https://www.mass.gov/files/documents/2017/10/17/STIP17-21_Final.pdf.
Ma, Y., M. Chowdhury, A. Sadek, and M. Jeihani. 2009. “Real-time highway traffic condition assessment framework using vehicle-infrastructure integration (VII) with artificial intelligence (AI).” IEEE Trans. Intell. Transp. Syst. 10 (4): 615–627. https://doi.org/10.1109/TITS.2009.2026673.
Ma, Y., M. Chowdhury, A. Sadek, and M. Jeihani. 2012. “Integrated traffic and communication performance evaluation of an intelligent vehicle infrastructure integration (VII) system for online travel-time prediction.” IEEE Trans. Intell. Transp. Syst. 13 (3): 1369–1382. https://doi.org/10.1109/TITS.2012.2198644.
Mcity. 2017. “Mcity test facility.” Accessed December 20, 2018. https://mcity.umich.edu/our-work/mcity-test-facility/.
Millbrook. 2018. “Vehicle technology test and validation connected and autonomous.” Accessed December 20, 2018. http://www.millbrook.co.uk/cav/.
Misener, J. A., and S. E. Shladover. 2006. “PATH investigations in vehicle-roadside cooperation and safety: A foundation for safety and vehicle-infrastructure integration research.” In Proc., IEEE Intelligent Transportation Systems Conf., 9–16. New York: IEEE.
NHTSA (National Highway Transportation Safety Administration). 2017. “V2V communication factsheet.” Accessed December 20, 2018. https://www.nhtsa.gov/sites/nhtsa.dot.gov/files/documents/v2v_fact_sheet_101414_v2a.pdf.
Odiaga, M., H. Joussef, Y. Medina, and M. Augusto. 2016. “A monopole quasi Yagi antenna for the LTE APT 700 MHz band.” In Proc., 2016 IEEE Int. Symp. on Antennas and Propagation (APSURSI), 29–30. New York: IEEE.
Pisarski, A. E., and A. T. Reno. 2015. 2015 AASHTO bottom line report, US. Washington, DC: AASHTO.
Pourebrahimi, B., K. Bertels, and S. Vassiliadis. 2005. “A survey of peer-to-peer networks”. In Vol 2005 of Proc., 16th Annual Workshop on Circuits, Systems and Signal Processing. Veldhoven, Netherlands: ProRisc.
PWC (PricewaterhouseCoopers). 2015. “The 2015 global innovation 1000 automotive industry findings.” Accessed December 20, 2018. https://www.strategyand.pwc.com/media/file/Innnovation-1000-2015-Auto-industry-findings.pdf.
Rappaport, T. S., S. Sun, R. Mayzus, H. Zhao, Y. Azar, K. Wang, G. N. Wong, J. K. Schulz, M. Samimi, and F. Gutierrez. 2013. “Millimeter wave mobile communications for 5G cellular: It will work!” IEEE Access 1: 335–349. https://doi.org/10.1109/ACCESS.2013.2260813.
Remy, J. G., and C. Letamendia. 2014. LTE services. Chichester, UK: Wiley.
Scoop. 2017. “Project Scoop.” Accessed December 20, 2018. http://www.scoop.developpement-durable.gouv.fr/en/.
Shabbir, N., and H. Kasif. 2009. “Radio resource management in WiMAX.” M.Sc. thesis, Dept. of Electrical Engineering, Blekinge Institute of Technology.
Shi, W., J. Cao, Q. Zhang, Y. Li, and L. Xu. 2016. “Edge computing: Vision and challenges.” IEEE Internet Things J. 3 (5): 637–646. https://doi.org/10.1109/JIOT.2016.2579198.
Shladover, S. 2013. “Why automated vehicles need to be connected vehicles.” Accessed June 1, 2019. http://www.ieee-vnc.org/2013/media/IEEE_VNC_BostonKeynote_Shladover.pdf.
Siegel, J., D. Erb, and S. Sarma. 2018. “Algorithms and architectures: A case study in when, where and how to connect vehicles.” IEEE Intell. Transp. Syst. Mag. 10 (1): 74–87. https://doi.org/10.1109/MITS.2017.2776142.
Transport Scotland. 2017. “Future intelligent transport systems strategy.” Accessed December 20, 2018. https://www.transport.gov.scot/media/40406/its-strategy-2017-final.pdf.
Uhlemann, E. 2018. “Time for autonomous vehicles to connect [connected vehicles].” IEEE Veh. Technol. Mag. 13 (3): 10–13. https://doi.org/10.1109/MVT.2018.2848342.
UNECE (United Nations Economic Commission for Europe). 2012. “Intelligent transport systems for sustainable mobility: The United Nations commitment for change to deploy ITS globally.” Accessed December 20, 2018. https://www.unece.org/fileadmin/DAM/trans/topics/docs/ITS_Moscow_12_04_2012.pdf.
USDOT. 2014. “The smart/connected city and its implications for connected transportation.” Accessed December 20, 2018. https://www.its.dot.gov/itspac/Dec2014/Smart_Connected_City_FINAL_111314.pdf.
USDOT. 2017. “Connected vehicle reference implementation architecture.” Accessed December 20, 2018. http://local.iteris.com/cvria/.
USDOT. 2018. Deployment of intelligent transportation systems: A summary of the 2016 national survey results. Washington, DC: US Dept. of Transportation.
van den Buuse, D., and A. Kolk. 2019. “An exploration of smart city approaches by international ICT firms.” Technol. Forecasting Social Change 142 (May): 220–234. https://doi.org/10.1016/j.techfore.2018.07.029.
Velde, R. V. D., M. D. Vries, A. D. Boer, A. Das, and A. Narain. 2017. “Self-driving vehicles (SDVs) & geo-information.” Accessed December 20, 2018. http://www.geonovum.nl/sites/default/files/Self-DrivingVehiclesReport.pdf.
WDOT (Wisconsin DOT). 2015. “2015-17 biennial budget highlights 2015 Wisconsin Act 55.” Accessed December 20, 2018. http://www.witransitriders.org/assets/2015/08/2015-17biennialbudget-final.pdf.
Williges, C., D. Volodin, K. Garrett, and M. Azizi. 2018. “Making the case for investment in connected vehicle (CV) applications.” In Proc., Transportation Research Board 2018 Annual Meeting. Washington, DC: Transportation Research Board.
World Economic Forum. 2017. “Quality of roads.” Accessed December 20, 2018. http://reports.weforum.org/global-competitiveness-index/competitiveness-ranking/#series=EOSQ057.
Zheng, K., Q. Zheng, P. Chatzimisios, W. Xiang, and Y. Zhou. 2015. “Heterogeneous vehicular networking: A survey on architecture, challenges, and solutions.” IEEE Commun. Surv. Tutorials 17 (4): 2377–2396. https://doi.org/10.1109/COMST.2015.2440103.
Zhou, Y., M. Chowdhury, J. Martin, K. C. Wang, X. Kang, and J. Westall. 2009. “Field performance study of a regional WiMAX network for intelligent transportation system applications.” Transp. Res. Rec. 2129 (1): 121–128. https://doi.org/10.3141/2129-14.
Zmud, J., G. Goodin, M. Moran, N. Kalra, and E. Thorn. 2017. Advancing automated and connected vehicles: Policy and planning strategies for state and local transportation agencies. Washington, DC: Transportation Research Board.
Zohdy, I. H., R. K. Kamalanathsharma, and H. Rakha. 2012. “Intersection management for autonomous vehicles using iCACC.” In Proc., 2012 15th Int. IEEE Conf. on Intelligent Transportation Systems (ITSC), 1109–1114. New York: IEEE.

Information & Authors

Information

Published In

Go to Journal of Infrastructure Systems
Journal of Infrastructure Systems
Volume 25Issue 4December 2019

History

Published online: Aug 20, 2019
Published in print: Dec 1, 2019
Discussion open until: Jan 20, 2020

Permissions

Request permissions for this article.

ASCE Technical Topics:

Authors

Affiliations

Ph.D. Candidate, Glenn Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634 (corresponding author). ORCID: https://orcid.org/0000-0002-3491-5562. Email: [email protected]
Mashrur Chowdhury, Ph.D., F.ASCE [email protected]
P.E.
Professor, Glenn Dept. of Civil Engineering, Clemson Univ., Clemson, SC 29634. Email: [email protected]
Eric A. Morris, Ph.D. [email protected]
Associate Professor, Dept. of City Planning and Real Estate Development, Clemson Univ., Clemson, SC 29634. Email: [email protected]
Lipika Deka, Ph.D. [email protected]
Lecturer in Computer Science, Faculty of Technology, De Montfort Univ., Leicester LE1 9BH, UK. Email: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share