Abstract
Infrastructure forms the backbone of a nation’s growth and economy. The smooth operation of those infrastructure assets depends on many factors including proper use of construction materials under different loading, environmental and durability assessments, and the frequency of monitoring after construction. The performance and maintenance of an infrastructure asset thus depend on the behavior of the system in a built geological environment. Proactive monitoring of infrastructure often leads to preventive maintenance. However, it is not economically feasible to use the current traditional monitoring techniques, especially considering the vastness of the infrastructure networks. In this study, unmanned aerial vehicle–close-range photogrammetry (UAV–CRP) technology is being proposed as a supplemental data collection tool to complement existing traditional monitoring techniques for geotechnical infrastructure. Two case studies covering a pavement structure built over rehabilitated subgrade rich with sulfates and stability of a rock slope adjacent to an old rail line were monitored aerially to understand their state of health conditions. The pavement site had a history of experiencing sulfate-induced heaving and was rehabilitated using extended mellowing after lime stabilization. The rail line under inspection was constructed more than a century ago, and the stability of the weathered rock cut holds the key for safe operations on the rail line. The rock was highly weathered and considered to undergo circular failure. Aerial images were collected and processed to build three-dimensional models to evaluate and assess the condition of these geotechnical assets. This approach not only provides a comprehensive idea through dense point cloud models offering real-field-like view of the asset conditions but also is expected to result in significant savings in data collection time and costs.
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References
Congress SSC, Puppala AJ (2019a) Novel methodology of using aerial close range photogrammetry technology for monitoring the pavement construction projects. Airf Highw Pavements 2019:121–130
Puppala AJ, Griffin JA, Hoyos LR, Chomtid S (2004) Studies on sulfate-resistant cement stabilization methods to address sulfate-induced soil heave. J Geotech Geoenvironmental Eng 130:391–402
ASCE (2018) ASCE’s 2017 infrastructure report Card|GPA: D+. https://www.infrastructurereportcard.org/. Accessed 25 Oct 2018
Seyedshohadaie SR, Damnjanovic I, Butenko S (2010) Risk-based maintenance and rehabilitation decisions for transportation infrastructure networks. Transp Res Part A Policy Pract 44:236–248
Congress SSC, Puppala AJ (2019b) Evaluation of UAV–CRP data for monitoring transportation infrastructure constructed over expansive soils. Indian Geotech J. https://doi.org/10.1007/s40098-019-00384-4
Puppala AJ, Katha B, Hoyos LR (2004) Volumetric shrinkage strain measurements in expansive soils using digital imaging technology. Geotech Test J 27:547–556
Talluri N, Puppala AJ, Chittoori B et al (2013) Stabilization of high-sulfate soils by extended mellowing. Transp Res Rec J Transp Res Board 2363:96–104
Cheng YM, Yip CJ (2007) Three-dimensional asymmetrical slope stability analysis extension of Bishop’s, Janbu’s, and Morgenstern—price’s techniques. J Geotech Geoenvironmental Eng 133:1544–1555
Puppala AJ, Congress SSC, Banerjee A (2019) Research advancements in expansive soil characterization. Stab Geoinfrastruct Monit. https://doi.org/10.1007/978-981-13-5871-5_2
Congress SSC (2018) Novel infrastructure monitoring using multifaceted unmanned aerial vehicle systems—close range photogrammetry (UAV-CRP) data analysis
Congress SSC, Puppala AJ, Lundberg CL (2018) Total system error analysis of UAV-CRP technology for monitoring transportation infrastructure assets. Eng Geol. https://doi.org/10.1016/J.ENGGEO.2018.11.002
Puppala AJ, Congress SSC, Bheemasetti TV, Caballero SR (2018a) Visualization of civil infrastructure emphasizing geomaterial characterization and performance. J Mater Civ Eng 30:04018236. https://doi.org/10.1061/(ASCE)MT.1943-5533.0002434
Puppala AJ (2016) Advances in ground modification with chemical additives: from theory to practice. Transp Geotech 9:123–138
Little DN, Males EH, Prusinski JR, Stewart B (2000) Cementitious stabilization. Transp New Millenn. https://trid.trb.org/view/639997
He S, Yu X, Banerjee A, Puppala AJ (2018) Expansive soil treatment with ionic soil stabilizer. Transp Res Rec J Transp Res Board 2672:185–194
Puppala AJ, Manosuthikij T, Chittoori BCS (2013) Swell and shrinkage characterizations of unsaturated expansive clays from Texas. Eng Geol 164:187–194
Puppala AJ, Congress SSC, Talluri N, Wattanasanthicharoen E (2019) Sulfate-heaving studies on chemically treated sulfate-rich geomaterials. J Mater Civ Eng 31:4019076
Little D, Herbert B, Kunagalli S (2005) Ettringite formation in lime-treated soils: establishing thermodynamic foundations for engineering practice. Transp Res Rec J Transp Res Board 1936:51–59
Puppala AJ, Talluri N, Congress SSC, Gaily A (2018) Ettringite induced heaving in stabilized high sulfate soils. Innov Infrastruct Solut 3:72. https://doi.org/10.1007/s41062-018-0179-7
Petry TM (1994) Studies of factors causing and influencing localized heave of lime treated clay soils (sulfate induced heave). University of Texas at Arlington, Civil Engineering Department
Harris J, Sebesta S, Scullion T (2004) Hydrated lime stabilization of sulfate-bearing vertisols in Texas. Transp Res Rec J Transp Res Board 1868:31–39
Puppala AJ (2013) An innovative hybrid sensor for rapid assessment of sulfate-induced heaving in stabilized soils. NCHRP-IDEA Program Project Final Report
Talluri N, Puppala AJ, Congress SSC, Banerjee A (2020) Experimental studies and modeling of high-sulfate soil stabilization. J Geotech Geoenvironmental Eng 146:4020019
Whitman RV, Bailey WA (1967) Use of computers for slope stability analysis. J Soil Mech Found Div 93:475–498
Duncan JM (1996) State of the art: limit equilibrium and finite-element analysis of slopes. J Geotech Eng 122:577–596
Baligh MM, Azzouz AS (1975) End effects on stability of cohesive slopes. J Geotech Engrg Div 101:1105–1117
Chen RH, Chameau JL (1985) Three-dimensional limit equilibrium analysis of slopes. Geotechnique 32:31–40. https://doi.org/10.1680/geot.1985.35.2.215
Lam L, Fredlund DG (1993) A general limit equilibrium model for three-dimensional slope stability analysis. Can Geotech J 30:905–919. https://doi.org/10.1139/t94-094
Cavounidis S (1987) On the ratio of factors of safety in slope stability analyses. Géotechnique 37:207–210. https://doi.org/10.1680/geot.1987.37.2.207
FAA (2016) FAA aerospace forecast—fiscal years 2016–2036
Tahar KN, Ahmad A (2012) A simulation study on the capabilities of rotor wing unmanned aerial vehicle in aerial terrain mapping. Int J Phys Sci 7:1300–1306
McGlone JC, Mikhail EM, Bethel JS, Mullen R (2004) Manual of photogrammetry. American society for photogrammetry and remote sensing Bethesda, MD
Rathje EM, Woo K, Crawford M (2006) Spaceborne and airborne remote sensing for geotechnical applications. In: GeoCongress 2006: Geotechnical Engineering in the Information Technology Age, pp 1–19
Adu-Gyamfi YO, Tienaah T, Attoh-Okine NO, Kambhamettu C (2014) Functional evaluation of pavement condition using a complete vision system. J Transp Eng 140:4014040
Chittoori BCS, Puppala AJ, Pedarla A (2018) Addressing clay mineralogy effects on performance of chemically stabilized expansive soils subjected to seasonal wetting and drying. J Geotech Geoenvironmental Eng 144:4017097
Congress SSC, Puppala AJ, Banerjee A, Patil UD (2020) Identifying hazardous obstructions within an intersection using unmanned aerial data analysis. Int J Transp Sci Technol. (in press) https://www.sciencedirect.com/science/article/pii/S2046043020300411
Puppala AJ, Congress SSC, Bheemasetti TV, Caballero S (2018b) Geotechnical data visualization and modeling of civil infrastructure projects. Proc GeoShanghai 2018 Int Conf Transp Geotech Pavement Eng. https://doi.org/10.1007/978-981-13-0011-0_1
FAA (2016) FAA-G-8082-22 Remote pilot-small unmanned aircraft systems study guide
Latha GM, Garaga A (2010) Stability analysis of a rock slope in Himalayas. Geomech Eng 2:125–140
Wyllie DC, Mah C (2004) Rock slope engineering. CRC Press, Cambridge
Congress SSC, Kumar P, Patil UD et al (2020) Three-dimensional stability analysis of rock slope using aerial photogrammetry data. Geo-Congress 2020:388–398
Acknowledgements
The authors would like to thank the TxDOT for granting the funds for research Project 06944. The authors gratefully acknowledge the support and generosity of the NSF Industry-University Cooperative Research Center (I/UCRC) program funded “Center for Integration of Composites into Infrastructure (CICI)” site at TAMU (NSF PDs: Dr. Andre Marshall & Dr. Prakash Balan), for its partial support toward this work. The authors also thank the Transportation Consortium of South-Central States (Tran-SET)—Region 6′s University Transportation Center for its support to our research.
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Congress, S.S.C., Puppala, A.J. A Road Map for Geotechnical Monitoring of Transportation Infrastructure Assets using Three-Dimensional Models Developed from Unmanned Aerial Data. Indian Geotech J 51, 84–96 (2021). https://doi.org/10.1007/s40098-020-00470-y
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DOI: https://doi.org/10.1007/s40098-020-00470-y