Exploratory study of user-perceived effectiveness of unmanned aircraft system (UAS) integration in visual inspections of transportation agency

This research assesses the effectiveness of unmanned aircraft systems (UAS) and provides further implications and recommendations for UAS-based visual inspections in the construction and infrastructure environment. This study includes field tests at infrastructure projects provided by Georgia DOT, as well as semi-structured interviews and survey questionnaires after the field tests. A total of three field test locations were selected, including an airport, bridge, and road. During the field tests, eight UAS platforms were used to collect various data, including still images, infrared images, and video. Interviews with and a survey of industry professionals participating in the field tests were employed to measure the effectiveness of UAS integration into their construction-related task environments. The results of this study will assist in implementing UAS in infrastructure construction and operations. Since only a small number of potential UAS users from the field tests and post-test interviews, this study qualitatively describes further implications based on users’ perceptions, prompting the integration of UAS into the domain of infrastructure construction and operation.

[1]  Eric N. Johnson,et al.  UAS-Based Airport Maintenance Inspections: Lessons Learned from Pilot Study Implementation , 2019, Computing in Civil Engineering.

[2]  Mani Golparvar Fard,et al.  Formalized knowledge of construction sequencing for visual monitoring of work-in-progress via incomplete point clouds and low-LoD 4D BIMs , 2015, Adv. Eng. Informatics.

[3]  Mani Golparvar-Fard,et al.  Geometry- and Appearance-Based Reasoning of Construction Progress Monitoring , 2018 .

[4]  Malgorzata J. Rys,et al.  A study of how unmanned aircraft systems can support the Kansas Department of Transportation's efforts to improve efficiency, safety, and cost reduction : technical summary. , 2016 .

[5]  Dennis Dalli,et al.  Proof of Concept for Using Unmanned Aerial Vehicles for High Mast Pole and Bridge Inspections , 2015 .

[6]  Junwon Seo,et al.  Bridge Deterioration Quantification Protocol Using UAV , 2018, Journal of Bridge Engineering.

[7]  Yasmina Bestaoui,et al.  UAV Path Planning for Structure Inspection in Windy Environments , 2013, J. Intell. Robotic Syst..

[8]  T. Rakha,et al.  Review of Unmanned Aerial System (UAS) applications in the built environment: Towards automated building inspection procedures using drones , 2018, Automation in Construction.

[9]  Burcin Becerik-Gerber,et al.  A Data Quality-Driven Framework for Asset Condition Assessment Using LiDAR and Image Data , 2015 .

[10]  Raja R. A. Issa,et al.  Feasibility Assessment of Unmanned Aircraft Systems for Construction Management Applications , 2016 .

[11]  Javier Irizarry,et al.  Human Performance in UAS Operations in Construction and Infrastructure Environments , 2019 .

[12]  Marc Maguire,et al.  Bridge inspection: human performance, unmanned aerial systems and automation , 2018, Journal of Civil Structural Health Monitoring.

[13]  Amin Hammad,et al.  High Level Framework for Bridge Inspection Using LiDAR-Equipped UAV , 2017 .

[14]  Javier Irizarry,et al.  Exploratory Study of Potential Applications of Unmanned Aerial Systems for Construction Management Tasks , 2016 .

[15]  Junwon Seo,et al.  Synthesis of Unmanned Aerial Vehicle Applications for Infrastructures , 2018, Journal of Performance of Constructed Facilities.

[16]  S. Elo,et al.  Qualitative Content Analysis , 2014 .

[17]  Mani Golparvar-Fard,et al.  Visual monitoring of civil infrastructure systems via camera-equipped Unmanned Aerial Vehicles (UAVs): a review of related works , 2016 .

[18]  Javier Irizarry,et al.  Multilevel Goal Model for Decision-Making in UAS Visual Inspections in Construction and Infrastructure Projects , 2020 .

[19]  Eric N. Johnson,et al.  Feasibility Study to Determine the Economic and Operational Benefits of Utilizing Unmanned Aerial Vehicles (UAVs) , 2014 .

[20]  Edward McCormack,et al.  The use of small unmanned aircraft by the Washington State Department of Transportation , 2008 .

[21]  Dayana Bastos Costa,et al.  Potential Factors Influencing the Performance of Unmanned Aerial System (UAS) Integrated Safety Control for Construction Worksites , 2016 .

[22]  Masoud Gheisari,et al.  Unmanned aerial system applications in construction: a systematic review , 2018, Construction Innovation.

[23]  Javier Irizarry,et al.  UAS4SAFETY: The Potential of Unmanned Aerial Systems for Construction Safety Applications , 2014 .

[24]  Irene Marzolff,et al.  Unmanned Aerial Vehicle (UAV) for Monitoring Soil Erosion in Morocco , 2012, Remote. Sens..

[25]  Dmitry B. Goldgof,et al.  Using color profiles for street detection in low-altitude UAV video , 2009, Defense + Commercial Sensing.

[26]  Tarek Hamel,et al.  A UAV for bridge inspection: Visual servoing control law with orientation limits , 2007 .

[27]  Eric N. Johnson,et al.  Investigating Unmanned Aerial System (UAS) Application Requirements within a Department of Transportation , 2015 .

[28]  Chunsun Zhang 3 D Reconstruction from UAV-acquired Imagery for Road Surface Distress Assessment , 2010 .

[29]  Nasir G. Gharaibeh,et al.  Use of Micro Unmanned Aerial Vehicles in Roadside Condition Surveys , 2011 .

[30]  Reg Austin,et al.  Unmanned Aircraft Systems: Uavs Design, Development and Deployment , 2010 .

[31]  Khairul Nizam Tahar,et al.  Identification of rut and pothole by using multirotor unmanned aerial vehicle (UAV) , 2019, Measurement.

[32]  Demoz Gebre-Egziabher,et al.  Analysis of Unmanned Aerial Vehicles Concept of Operations in ITS Applications , 2011 .

[33]  Thomas Oommen,et al.  Evaluating the Use of Unmanned Aerial Vehicles for Transportation Purposes , 2015 .

[34]  Ankur Barua,et al.  Methods for Decision-Making in Survey Questionnaires Based on Likert Scale , 2013 .

[35]  Austin Jensen,et al.  Evaluation and development of unmanned aircraft (UAV) for UDOT needs. , 2012 .

[36]  Brad Seanor,et al.  Evaluation of Remote Sensing Aerial Systems in Existing Transportation Practices, Phase II , 2009 .

[37]  Paul S Moller,et al.  CALTRANS Bridge Inspection Aerial Robot Final Report , 2008 .

[38]  Dayana Bastos Costa,et al.  Applicability of unmanned aerial system (UAS) for safety inspection on construction sites , 2017 .

[39]  Eric N. Johnson,et al.  A Comprehensive Matrix of Unmanned Aerial Systems Requirements for Potential Applications within a Department of Transportation , 2014 .

[40]  Zhipeng Zhou,et al.  A Multidimensional Framework for Unmanned Aerial System Applications in Construction Project Management , 2018 .

[41]  Jochen Teizer,et al.  Mobile 3D mapping for surveying earthwork projects using an Unmanned Aerial Vehicle (UAV) system , 2014 .

[42]  Dayana Bastos Costa,et al.  Field Test-Based UAS Operational Procedures and Considerations for Construction Safety Management: A Qualitative Exploratory Study , 2020, International Journal of Civil Engineering.

[43]  Edward J. Jaselskis,et al.  Improving transportation projects using laser scanning , 2005 .

[44]  Ivan Bartoli,et al.  Use of Unmanned Aerial Vehicle for Quantitative Infrastructure Evaluation , 2015 .

[45]  Meng-Han Tsai,et al.  A review of rotorcraft Unmanned Aerial Vehicle (UAV) developments and applications in civil engineering , 2014 .

[46]  C Zhang,et al.  A UAV-based photogrammetric mapping system for road condition assessment , 2008 .

[47]  Behzad Esmaeili,et al.  Unmanned Aerial Systems (UAS) for Construction Safety Applications , 2016 .

[48]  Guido Morgenthal,et al.  Visual inspection strategies for large bridges using Unmanned Aerial Vehicles (UAV) , 2014 .

[49]  Moncef L. Nehdi,et al.  Remote sensing of concrete bridge decks using unmanned aerial vehicle infrared thermography , 2017 .

[50]  S. Elo,et al.  Qualitative Content Analysis , 2014 .

[51]  Christopher Parrish,et al.  Cost-Effective Bridge Safety Inspections Using Unmanned Aircraft Systems (UAS) , 2016 .

[52]  William Greenwood,et al.  Applications of UAVs in Civil Infrastructure , 2019, Journal of Infrastructure Systems.

[53]  Junshan Liu,et al.  Unmanned Aircraft System Applications in Construction , 2017 .

[54]  Barritt Lovelace,et al.  Unmanned Aerial Vehicle Bridge Inspection Demonstration Project , 2015 .