Virtual training: Learning transfer of assembly tasks

IEEE Transactions on Visualization and Computer Graphics

Volumn 21, Issue 6, 2015, Pages 770-782

  Carlson, Patrick ^a   Peters, Anicia ^a   Gilbert, Stephen B ^b   Vance, Judy M ^b   Luse, Andy ^c  

^a IOWA STATE UNIVERSITY   (United States)

^b Iowa State University   (United States)

^c OKLAHOMA STATE UNIVERSITY   (United States)

Author keywords

assembly; Haptics; Learning transfer; training; virtual reality

Indexed keywords

ASSEMBLY; PERSONNEL TRAINING; PLANT SHUTDOWNS; VIRTUAL REALITY;

ASSEMBLY PROCESS; ASSEMBLY WORKERS; HAPTICS; LEARNING TRANSFER; LOST PRODUCTIVITIES; PHYSICAL TRAINING; SPATIAL ABILITIES; VIRTUAL TRAINING;

E-LEARNING;

EID: 84928953556     PISSN: 10772626     EISSN: None     Source Type: Journal    
DOI: 10.1109/TVCG.2015.2393871     Document Type: Article

References (56)

1. C. Bailey, "Forgetting and the learning curve: A laboratory study," Manag. Sci., vol. 35, no. 3, pp. 340-352, 1989.
2. L. Yelle, "The learning curve: Historical review and comprehensive survey," Decision Sci., vol. 10, no. 2, pp. 302-328, 1979.
3. M. Oren, P. Carlson, S. Gilbert, and J. M. Vance, "Puzzle assembly training: Real world vs. virtual environment," in Proc. IEEE Virtual Reality Conf., 2012, pp. 1-4.
4. E. Thorndike and R. Woodworth, "The influence of improvement in one mental function upon the efficiency of other functions," Psychol. Rev., vol. 8, pp. 247-261, 1901.
5. C. J. Hamblin, "Transfer of training from virtual reality environments," PhD dissertation, Wichita State University, pp. 1-100, May 2005.
6. M. L. Gick and K. J. Holyoak, "The cognitive basis of knowledge transfer," in Transfer of Learning: Contemporary Research and Applications, S. M. Cormier and J. D. Hagman, Eds. New York, NY, USA: Academic, 1987, pp. 9-46.
7. J. A. Allen, R. T. Hays, and L. C. Buffardi, "Maintenance training simulator fidelity and individual differences in transfer of training," Human Factors, vol. 28, no. 5, pp. 497-509, 1986.
8. J. G. Greenco, D. R. Smith, and J. L. Moore, "Transfer of situated learning," in Transfer on Trial: Intelligence, Cognition, and Instruction, D. Dettermin and R. Sternberg, Eds. Norwood, NJ, USA: Ablex, 1993.
9. R. J. Adams, D. Klowden, and B. Hannaford, "Virtual training for a manual assembly task," Haptics-e, vol. 2, pp. 1-7, 1999.
10. P. Fitts, "Perceptual-motor skills learning," in Categories of Human Learning, A. Melton, Ed. New York, NY, USA: Academic, 1964.
11. A. Boud, D. Haniff, C. Baber, and S. Steiner, "Virtual reality and augmented reality as a training tool for assembly tasks," in Proc. IEEE Int. Conf. Inf. Vis., 1999, pp. 32-36.
12. R. Conway and A. Schultz, "The manufacturing progress function," J. Ind. Eng., vol. 10, no. 1, pp. 39-53, 1959.
13. J. R. Anderson, "Acquisition of cognitive skill," Psychol. Rev., vol. 89, no. 4, pp. 369-406, 1982.
14. T. Wright, "Factors affecting the cost of airplanes," J. Aeronaut. Sci., vol. 12, no. 6, pp. 122-128, 1936.
15. W. Arthur, W. Bennett, P. Stanush, and T. McNelly, "Factors that influence skill decay and retention: A quantitative review and analysis," Human Perform., vol. 11, no. 1, pp. 57-101, 1998.
16. C. Lance, A. Parisi, W. Bennett, M. Teachout, D. Harville, and M. Welles, "Moderators of skill retention interval/performance decrement relationship in eight US Air Force enlisted specialties," Human Perform., vol. 11, no. 1, pp. 103-123, 1998.
17. C. R. Hall, R. J. Stiles, and C. D. Horwitz, "Virtual reality for training: Evaluating knowledge retention," in Proc. Virtual Reality Annu. Int. Symp., Feb. 1998, pp. 1-6.
18. K. Stanney, R. Mourant, and R. Kennedy, "Human factors issues in virtual environments: A review of the literature," Presence, vol. 7, no. 4, pp. 327-351, 1998.
19. A. G. Gallagher, N. E. Seymour, J.-A. Jordan-Black, B. P. Bunting, K. McGlade, and R. M. Satava, "Prospective, randomized assessment of transfer of training (ToT) and transfer effectiveness ratio (TER) of virtual reality simulation training for laparoscopic skill acquisition," Ann. Surgery, vol. 257, no. 6, pp. 1025-1031, 2013.
20. G. Rauter, R. Sigrist, C. Koch, F. Crivelli, M. van Raai, R. Riener, and P. Wolf, "Transfer of complex skill learning from virtual to real rowing," PLoS One, vol. 8, no. 12, pp. 1-18, Dec. 2013.
21. J. Bliss, P. Tidwell, and M. Guest, "The effectiveness of virtual reality for administering spatial navigation training to firefighters," Presence: Teleoperators Virtual Environ., vol. 6, pp. 73-86, 1997.
22. C. Hall and C. Horwitz, "Virtual reality for training: Evaluating retention of procedural knowledge," Int. J. Virtual Real., vol. 5, no. 1, 2001, pp. 1-9.
23. J. Rodrguez, T. Gutirrez, E. J. Snchez, S. Casado, and I. Aguinaga, "Training of procedural tasks through the use of virtual reality and direct aids," in Virtual Reality Environments, C. S. Lanyi, Ed. Rijeka, Croatia: InTech, 2012.
24. S. Gerbaud, N. Mollet, F. Ganier, B. Arnaldi, and J. Tisseau, "Gvt: A platform to create virtual environments for procedural training," in Proc. IEEE Virtual Real. Conf., Mar. 2008, pp. 225-232.
25. B. Dalgarno and M. J. W. Lee, "What are the learning affordances of 3-d virtual environments?" Brit. J. Educ. Technol., vol. 41, no. 1, pp. 10-32, 2010.
26. S. Moeser, "Cognitive mapping in a complex building," Environ. Behav., vol. 20, pp. 21-49, 1988.
27. B. Witmer, J. Bailey, and B. Knerr, "Virtual spaces and real world places: Transfer of route knowledge," Int. J. Human-Comput. Stud., vol. 45, pp. 413-428, 1996.
28. M. Piller and M. Sebrechts, "Spatial learning in transparent virtual environment," in Proc. Human Factors Ergonomics Soc. Annu. Meet., vol. 47, pp. 2133-2136, 2003.
29. M. Prachyabrued and C. W. Borst, "Visual feedback for virtual grasping," in Proc. IEEE Symp. 3D User Interfaces, Minneapolis, MN, USA, 2014, pp. 1-8.
30. D. Shuralyov and W. Stuerzlinger, "A 3d desktop puzzle assembly system," in Proc. IEEE Symp. 3D User Interfaces, Mar. 2011, pp. 139-140.
31. F. Ritter, T. Strothotte, O. Deussen, and B. Preim, "Virtual 3D puzzles: A new method for exploring geometric models in VR," IEEE Comput. Graph. Appl., vol. 21, no. 5, pp. 11-13, Aug. 2001.
32. T. Parsons, P. Larson, K. Kratz, M. Thiebaux, B. Bluestein, G. Buckwalter, and A. Rizzo, "Sex differences in mental rotation and spatial rotation in a virtual environment," Neuropsychologia, vol. 42, pp. 555-562, 2004.
33. P. Larson, A. Rizzo, J. Buckwalter, A. Van Rooyen, K. Kratz, U. Neumann, C. Kesselman, M. Thiebaux, and C. Van Der Zaag, "Gender issues in the use of virtual environments," Cyberpsychol. Behav., vol. 2, no. 2, pp. 113-23, 1999.
34. A. A. Rizzo and J. G. Buckwalter, "Virtual reality and cognitive assessment and rehabilitation: The state of the art," Virtual Reality in Neuro-Psycho-Physiology, Guiseppe Riva, ed. Washington, DC, USA: IOS Press, 1998.
35. M. Peters, B. Laeng, K. Latham, M. Jackson, R. Zaiyouna, and C. Richardson, "A redrawn Vandenberg and Kuse mental rotations test: Different versions and factors that affect performance," Brain Cogn., vol. 28, pp. 39-58, 1995.
36. E. Waller and D. Knapp, "The transfer of spatial knowledge in virtual environment training," Presence, vol. 7, no. 2, pp. 129-143, 1998.
37. K. Hinckley, R. Pausch, D. Proffitt, J. Patten, and N. Kassell, "Cooperative bimanual action," in Proc. SIGCHI Conf. Human Factors Comput. Syst., 1997, pp. 27-34.
38. K. Hinckley, R. Pausch, D. Proffitt, and N. F. Kassell, "Twohanded virtual manipulation," ACM Trans. Comput.-Human Interact., vol. 5, pp. 260-302, 1998.
39. R. G. Marteniuk, C. L. MacKenzie, and D. M. Baba, "Bimanual movement control: Information processing and interaction effects," Quart. J. Exp. Psychol., vol. 36, no. 2, pp. 335-365, 1984.
40. M. Peters, "Constraints in the performance of bimanual tasks and their expression in unskilled and skilled subjects," Quart. J. Exp. Psychol., vol. 37, no. 2, pp. 171-196, 1985.
41. R. A. Pavlik and J. M. Vance, "Expanding haptic workspace for coupled-object manipulation," in Proc. ASME World Conf. Innovative Virtual Real., 2011, pp. 293-299.
42. A. Bierbaum, C. Just, P. Hartling, K. Meinert, A. Baker, and C. Cruz-Neira, "Vr juggler: A virtual platform for virtual reality application development," in Proc. IEEE Virtual Real., 2001, pp. 89-96.
43. W. A. McNeely, K. D. Puterbaugh, and J. J. Troy, "Six degree-offreedom haptic rendering using voxel sampling," in Proc. 26th Annu. Conf. Comput. Graph. Interactive Techn., 1999, pp. 401-408.
44. R. A. Pavlik and J. M. Vance, "VR jugglua: A framework for VR applications combining lua, openscenegraph, and VR juggler," in Proc. 5th Workshop Softw. Eng. Archit. Realtime Interactive Syst. IEEE Virtual Real., 2011, pp. 29-35.
45. P. Khooshabeh and M. Hegarty, "Representations of shape during mental rotation," in Proc. AAAI Spring Symp.: Cogn. Shape Process., 2010, pp. 15-20.
46. G. W. Cobb, Introduction to Design and Analysis of Experiments. New York, NY, USA: Springer, 1998.
47. Ishihara. (2013, May). Ishihara color blindness [Online]. Available: http://www.toledo-bend.com/colorblind/Ishihara.asp
48. H. Ebbinghaus, Memory: A Contribution to Experimental Psychology. New York, NY, USA: Teachers College, 1913.
49. K. J. Preacher. (2002, May). Calculation for the test of the difference between two independent correlation coefficients [computer software [Online]. Available: http://www.quantpsy.org/ corrtest/corrtest.htm
50. J. Cohen and P. Cohen, Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences, 2nd ed. Hillsdale, NJ, USA: Lawrence Erlbaum Associates, 1983.
51. S. R. Searle, F. M. Speed, and G. A. Milliken, "Population marginal means in the linear model: An alternative to least squares means," Amer. Statist., vol. 34, no. 4, pp. 216-221, 1980.
52. J. M. Cortina and H. Nouri, Effect Size for ANOVA Designs. Newbury Park, CA, USA: Sage Publications, 2000.
53. J. Cohen, Statistical Power Analysis for the Behavioral Science. Hillsdale, NJ, USA: Lawrence Erlbaum Associates, 1988.
54. F. Faul, E. Erdfelder, A. Buchner, and A.-G. Lang, "Statistical power analyses using g∗power 3.1: Tests for correlation and regression analyses," Behav. Res. Methods, vol. 41, no. 4, pp. 1149-1160, 2009.
55. P. Feltovich, R. Spiro, and R. Coulson, "Issues of expert flexibility in contexts characterized by complexity and change," in Expertise Context: Human Machine, K. Ford and P. Feltovich, Eds. Cambridge, MA, USA: MIT Press, 1993.
56. J. H. Oliver, A. Seth, and J. M. Vance, "Combining dynamic modeling with geometric constraint management to support low clearance virtual manual assembly," J. Mech. Des., vol. 132, no. 8, pp. 1-7, 2010.