Vision guided autonomous robotic assembly and as-built scanning on unstructured construction sites

نویسندگان

  • Chen Feng
  • Yong Xiao
  • Aaron Willette
  • Wes McGee
  • Vineet R. Kamat
چکیده

a r t i c l e i n f o Unlike robotics in the manufacturing industry, on-site construction robotics has to consider and address two unique challenges: 1) the rugged, evolving, and unstructured environment of typical work sites; and 2) the reversed spatial relationship between the product and the manipulator, i.e., the manipulator has to travel to and localize itself at the work face, rather than a partially complete product arriving at an anchored manipulator. The presented research designed and implemented algorithms that address these challenges and enable autonomous robotic assembly of freeform modular structures on construction sites. Building on the authors' previous work in computer-vision-based pose estimation, the designed algorithms enable a mobile robotic manipulator to: 1) autonomously identify and grasp prismatic building components (e.g., bricks, blocks) that are typically non-unique and arbitrarily stored on-site; and 2) assemble these components into pre-designed modular structures. The algorithms use a single camera and a visual marker-based metrology to rapidly establish local reference frames and to detect staged building components. Based on the design of the structure being assembled, the algorithms automatically determine the assembly sequence. Furthermore, if a 3D camera is mounted on the manipulator, 3D point clouds can be readily captured and registered into a same reference frame through our marker-based metrology and the manipulator's internal encoders, either after construction to facilitate as-built Building Information Model (BIM) generation, or during construction to document details of the progress. Implemented using a 7-axis KUKA KR100 robotic manipulator, the presented robotic system has successfully assembled various structures and created as-built 3D point cloud models autonomously, demonstrating the designed algorithms' effectiveness in autonomous on-site construction robotics applications. Several studies have argued that among all industries, construction has seen a significant productivity decrease over the last several decades compared to other industries [30]. Construction has also been documented to have some of the highest rates of workspace injuries and fatalities [6]. Automation and robotics in construction (ARC) has the potential to relieve human workers from repetitive and dangerous tasks, and has been extensively promoted in the literature as a means of improving construction productivity and safety [3]. Compared to the tangible benefits of automation and robotics identified by the manufacturing industry, the construction industry is still exploring feasible and broadly deployable ARC applications [3]. This can be attributed to several commercial and technical challenges. From the commercial perspective, the fragmented and risk-averse nature of …

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Towards Autonomous Robotic In-Situ Assembly on Unstructured Construction Sites Using Monocular Vision

Unlike robotics in the manufacturing industry, on-site construction robotics has to consider and address two unique challenges: 1) the rugged, evolving, and unstructured environment of typical work sites; 2) the reversed spatial relationship between the product and the manipulator, i.e. the manipulator has to travel to and localize itself at the work face, rather than a partially complete produ...

متن کامل

Scheduling of Multiple Autonomous Guided Vehicles for an Assembly Line Using Minimum Cost Network Flow

This paper proposed a parallel automated assembly line system to produce multiple products having multiple autonomous guided vehicles (AGVs). Several assembly lines are configured to produce multiple products in which the technologies of machines are shared among the assembly lines when required. The transportation between the stations in an assembly line (intra assembly line) and among station...

متن کامل

Vision-guided Robotic Assembly Automation

280, ENG 104 Vision-guided Robotic Assembly Automation Biao Zhang US Corporate Research Cneter, ABB, INC [email protected]

متن کامل

Are Autonomous Mobile Robots Able to Take Over Construction? A Review

Although construction has been known as a highly complex application field for autonomous robotic systems, recent advances in this field offer great hope for using robotic capabilities to develop automated construction. Today, space research agencies seek to build infrastructures without human intervention, and construction companies look to robots with the potential to improve construction qua...

متن کامل

Visually guided grasping in unstructured environments

We present simple and robust algorithms which use uncalibrated stereo vision to enable a robot manipulator to locate, reach and grasp unmodelled objects in unstructured environments. In the rst stage, an operator indicates the object to be grasped by simply pointing at it. Next, the vision system segments the indicated object from the background, and plans a suitable grasp strategy. Finally, th...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2015