An AR-based hybrid approach for facility layout planning and evaluation for existing shop floors

Facility layout planning (FLP) has substantial impact on the various aspects of a manufacturing system. FLP is typically performed for new shop floors. However, enterprises nowadays are often faced with the need to reconfigure the existing shop floor layouts to synchronize the shop floor operations with the constantly changing production targets. FLP tasks for existing shop floors are often small in scale, e.g., adding or removing a couple of machines, but complex to address since a wide range of criteria need to be incorporated and the presence of the existing facilities imposes critical constraints. Current FLP approaches are not efficient to handle these issues. The development of computer-aided design (CAD) technology has provided feasible solutions to bridge this gap. In this paper, an augmented reality (AR)-based hybrid approach is proposed which facilitates on-site layout planning and evaluation in real time. By integrating AR technology with the mathematical modeling technique, the proposed approach allows the users to augment the shop floor with the facilities to be laid out, model the existing facilities to obtain their geometric data, and define the criteria and constraints to formulate the problems as multi-attribute decision-making (MADM) models. Two planning methods are employed to solve the MADM models, namely, information-aided manual planning and analytic hierarchy process (AHP)–genetic algorithm (GA)-based automatic planning. During the planning process, the criteria and the constraints are assessed in real time to provide immediate evaluation and feedback to facilitate decision-making.

[1]  Fabian Doil,et al.  Augmented Reality-based factory planning - an application tailored to industrial needs , 2007, 2007 6th IEEE and ACM International Symposium on Mixed and Augmented Reality.

[2]  Taho Yang,et al.  A hierarchical AHP/DEA methodology for the facilities layout design problem , 2003, Eur. J. Oper. Res..

[3]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[4]  Nassir Navab Developing killer apps for industrial augmented reality , 2004, IEEE Computer Graphics and Applications.

[5]  Morten Fjeld,et al.  A gesture based interaction technique for a planning tool for construction and design , 1997, Proceedings 6th IEEE International Workshop on Robot and Human Communication. RO-MAN'97 SENDAI.

[6]  Zhang Hao,et al.  The application of augmented reality technologies for factory layout , 2010, 2010 International Conference on Audio, Language and Image Processing.

[7]  Jae Yeol Lee,et al.  Context-aware 3D visualization and collaboration services for ubiquitous cars using augmented reality , 2008 .

[8]  Russell D. Meller,et al.  Facility layout objective functions and robust layouts , 1996 .

[9]  Arash Shahin,et al.  Facility Layout Simulation and Optimization: an Integration of Advanced Quality and Decision Making , 2011 .

[10]  Linda Ng Boyle,et al.  Proceedings of the Human Factors and Ergonomics Society , 2006 .

[11]  Olaf Oehme,et al.  Augmented Reality (AR) for Assembly Processes Design and Experimental Evaluation , 2003, Int. J. Hum. Comput. Interact..

[12]  Bing Chen,et al.  Research on Plant Layout and Production Line Running Simulation in Digital Factory Environment , 2008, 2008 IEEE Pacific-Asia Workshop on Computational Intelligence and Industrial Application.

[13]  G. Klein,et al.  Parallel Tracking and Mapping for Small AR Workspaces , 2007, 2007 6th IEEE and ACM International Symposium on Mixed and Augmented Reality.

[14]  R. Sahin,et al.  A simulated annealing algorithm to find approximate Pareto optimal solutions for the multi-objective facility layout problem , 2009 .

[15]  Shu Huang Sun,et al.  Adaptive direct slicing of a commercial CAD model for use in rapid prototyping , 2007 .

[16]  Paula Savioja,et al.  Augmented reality for plant lifecycle management , 2007, 2007 IEEE International Technology Management Conference (ICE).

[17]  Andrew Y. C. Nee,et al.  Robot programming using augmented reality: An interactive method for planning collision-free paths , 2009 .

[18]  Jun Shingu,et al.  The virtual chocolate factory: Building a real world mixed-reality system for industrial collaboration and control , 2010, 2010 IEEE International Conference on Multimedia and Expo.

[19]  Giuseppe Aiello,et al.  Fuzzy approach to the robust facility layout in uncertain production environments , 2001 .

[20]  Rrk Sharma,et al.  A review of different approaches to the facility layout problems , 2006 .

[21]  Alice E. Smith,et al.  Bi-objective facility expansion and relayout considering monuments , 2007 .

[22]  Pierre Fite-Georgel,et al.  Is there a reality in Industrial Augmented Reality? , 2011, 2011 10th IEEE International Symposium on Mixed and Augmented Reality.

[23]  Tom Drummond,et al.  Interactive model reconstruction with user guidance , 2009, 2009 8th IEEE International Symposium on Mixed and Augmented Reality.

[24]  Taho Yang,et al.  Multiple-attribute decision making methods for plant layout design problem , 2007 .

[25]  Ivan Poupyrev,et al.  Virtual object manipulation on a table-top AR environment , 2000, Proceedings IEEE and ACM International Symposium on Augmented Reality (ISAR 2000).

[26]  G. Meng,et al.  Reconfigurable layout problem , 2004 .

[27]  Patrick Pérez,et al.  Object removal by exemplar-based inpainting , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[28]  Iraj Mahdavi,et al.  A flow matrix-based heuristic algorithm for cell formation and layout design in cellular manufacturing system , 2008 .

[29]  Mark P. Mobach,et al.  Interactive facility management, design and planning , 2012 .

[30]  Lei Yang,et al.  Multiple-attribute decision-making approach for an energy-efficient facility layout design , 2012, The International Journal of Advanced Manufacturing Technology.

[31]  Soonhung Han,et al.  Construction of a computer-simulated mixed reality environment for virtual factory layout planning , 2011, Comput. Ind..

[32]  Jianxiong Xiao,et al.  Single image tree modeling , 2008, SIGGRAPH 2008.

[33]  Jürgen Gausemeier,et al.  AR-Planning Tool - Designing Flexible Manufacturing Systems with Augmented Reality , 2002, EGVE.

[34]  T. Alt,et al.  Augmented reality for manufacturing planning , 2003, IPT/EGVE.

[35]  James R. Buck,et al.  Plant Layout Ergonomics: Impact of Problem and Solver Features on Layout Quality , 1993 .

[36]  Jae Yeol Lee,et al.  AR/RP-based tangible interactions for collaborative design evaluation of digital products , 2009 .

[37]  S. Afsharnia,et al.  A combination of MADM and genetic algorithm for optimal DG allocation in power systems , 2007, 2007 42nd International Universities Power Engineering Conference.