A Multi-Objective Methodology for Selecting Lean Initiatives in Modular Construction Companies
Article
Shams Bidhendi, Saba, Goh, Steven and Wandel, Andrew. 2018. "A Multi-Objective Methodology for Selecting Lean Initiatives in Modular Construction Companies." World Academy of Science, Engineering and Technology (Industrial and Manufacturing Engineering). 12 (9), pp. 1254-1266. https://doi.org/10.5281/zenodo.1474713
| Article Title | A Multi-Objective Methodology for Selecting Lean Initiatives in Modular Construction Companies |
|---|---|
| Article Category | Article |
| Authors | Shams Bidhendi, Saba (Author), Goh, Steven (Author) and Wandel, Andrew (Author) |
| Journal Title | World Academy of Science, Engineering and Technology (Industrial and Manufacturing Engineering) |
| Journal Citation | 12 (9), pp. 1254-1266 |
| Number of Pages | 13 |
| Year | 2018 |
| Place of Publication | Turkey |
| Digital Object Identifier (DOI) | https://doi.org/10.5281/zenodo.1474713 |
| Web Address (URL) | https://publications.waset.org/10009577/a-multi-objective-methodology-for-selecting-lean-initiatives-in-modular-construction-companies |
| Abstract | The implementation of lean manufacturing initiatives has produced significant impacts in improving operational performance and reducing manufacturing wastes in the production process. However, selecting an appropriate set of lean strategies is critical to avoid misapplication of the lean manufacturing techniques and consequential increase in non-value-adding activities. To the author’s best knowledge, there is currently no methodology to select lean strategies that considers their impacts on manufacturing wastes and performance metrics simultaneously. In this research, a multi-objective methodology is proposed that suggests an appropriate set of lean initiatives based on their impacts on performance metrics and manufacturing wastes and within manufacturers’ resource limitation. The proposed methodology in this research suggests the best set of lean initiatives for implementation that have highest impacts on identified critical performance metrics and manufacturing wastes. Therefore, manufacturers can assure that implementing suggested lean tools improves their production performance and reduces manufacturing wastes at the same time. A case study was conducted to show the effectiveness and validate the proposed model and methodologies. |
| Keywords | Lean manufacturing, Lean strategies, manufacturing wastes, manufacturing performance metrics, decision making, optimisation |
| ANZSRC Field of Research 2020 | 401404. Industrial engineering |
| 401003. Engineering practice | |
| 401407. Manufacturing management | |
| Byline Affiliations | School of Mechanical and Electrical Engineering |
| Department of Mechanical and Mechatronic Engineering | |
| Institution of Origin | University of Southern Queensland |
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Yusaf, Talal, Noor, M. M. and Wandel, Andrew P.. 2013. "Mild combustion: the future for lean and clean combustion." Ishak, Mahadzir and Rahman, Md. Mustafizur (ed.) 2nd International Conference of Mechanical Engineering Research (ICMER 2013). Pahang, Malaysia 01 - 03 Jul 2013 Pahang, Malaysia.Identification of burning and extinguishing behaviour in spray flames with spark ignition
Baayens, Jocelyn and Wandel, Andrew P.. 2015. "Identification of burning and extinguishing behaviour in spray flames with spark ignition." Yang, Yi and Smith, Nigel (ed.) Australian Combustion Symposium 2015. Melbourne, Australia 07 - 09 Dec 2015 Australia.Single-zone zero-dimensional model study for diesel-fuelled homogeneous charge compression ignition (HCCI) engines using Cantera
Hairuddin, A. Aziz, Yusaf, Talal and Wandel, Andrew P.. 2016. "Single-zone zero-dimensional model study for diesel-fuelled homogeneous charge compression ignition (HCCI) engines using Cantera." International Journal of Automotive and Mechanical Engineering. 13 (2), pp. 3309-3328. https://doi.org/10.15282/ijame.13.2.2016.3.0275Project-based innovation: perspective of construction organizations
Fernando, Sam, Thorpe, David and Goh, Steven. 2014. "Project-based innovation: perspective of construction organizations." 11th International Conference on Business ManagementDriving Productivity through Innovation: From Thought to Practice. Nugegoda, Sri Lanka 12 Dec 2014 Sri Lanka.Role of clients in driving innovation in construction projects
Fernando, S., Thorpe, D. and Goh, S.. 2013. "Role of clients in driving innovation in construction projects." Gonzalez, Vicente and Yiu, Tak Wing (ed.) 38th Annual Australasian Universities Building Education Association Conference. The University of Auckland, New Zealand 20 - 22 Nov 2013 New Zealand.Risk management in delivering complex research & development projects: a case of the United Arab Emirates Armed Forces Research & Development Center
Alshehhi, Badr Ahmed, Thorpe, David and Goh, Steven. 2015. "Risk management in delivering complex research & development projects: a case of the United Arab Emirates Armed Forces Research & Development Center." 1st Asia Pacific Conference on Contemporary Research (APCCR 2015). Kuala Lumpur, Malaysia 03 - 04 Oct 2015 Gordon, NSW, Australia.The effect of the width and number of gaps on the characteristics of swirl flow induced naturally inside split channel using hot air inlet
Al Atresh, Safia R., Sharifian, Ahmad S. and Wandel, Andrew P.. 2014. "The effect of the width and number of gaps on the characteristics of swirl flow induced naturally inside split channel using hot air inlet." International Journal of Materials, Mechanics and Manufacturing. 2 (4), pp. 339-344. https://doi.org/10.7763/IJMMM.2014.V2.153An introduction to a homogeneous charge compression ignition engine
Hairuddin, A. A., Wandel, A. P. and Yusaf, T.. 2014. "An introduction to a homogeneous charge compression ignition engine." Journal of Mechanical Engineering and Sciences. 7, pp. 1042-1052. https://doi.org/10.15282/jmes.7.2014.3.0101How do university engineering graduates influence high school students through mentoring programs
Gow, Ingrid and Wandel, Andrew P.. 2014. "How do university engineering graduates influence high school students through mentoring programs." Bainbridge-Smith, Andrew, Qi, Ziming Tom and Gupta, Gourab Sen (ed.) 25th Annual Conference of the Australasian Association for Engineering Education (AAEE 2014). Wellington, New Zealand 07 - 10 Dec 2014 Palmerston North, New Zealand.Effecting teamwork outcomes in online courses
Wandel, Andrew P. and Jolly, Hannah. 2014. "Effecting teamwork outcomes in online courses." Bainbridge-Smith, Andrew, Qi, Ziming Tom and Gupta, Gourab Sen (ed.) 25th Annual Conference of the Australasian Association for Engineering Education (AAEE 2014). Wellington, New Zealand 07 - 10 Dec 2014 Palmerston North, New Zealand.A review of hydrogen and natural gas addition in diesel HCCI engines
Hairuddin, A. Aziz, Yusaf, Talal and Wandel, Andrew P.. 2014. "A review of hydrogen and natural gas addition in diesel HCCI engines." Renewable and Sustainable Energy Reviews. 32, pp. 739-761. https://doi.org/10.1016/j.rser.2014.01.018Students' mathematical preparation: differences in staff and student perceptions
Wandel, Andrew P., Robinson, Clare, Abdulla, Shahab, Dalby, Tim, Frederiks, Anita and Galligan, Linda. 2015. "Students' mathematical preparation: differences in staff and student perceptions." International Journal of Innovation in Science and Mathematics Education. 23 (1), pp. 82-93.Air fuel ratio study for mixture of biogas and hydrogen on mild combustion
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2014. "Air fuel ratio study for mixture of biogas and hydrogen on mild combustion." International Journal of Automotive and Mechanical Engineering. 10 (1), pp. 2144-2154. https://doi.org/10.15282/ijame.9.2013.29.0180Effect of air-fuel ratio on temperature distribution and pollutants for biogas MILD combustion
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2014. "Effect of air-fuel ratio on temperature distribution and pollutants for biogas MILD combustion." International Journal of Automotive and Mechanical Engineering. 10 (1), pp. 1980-1992. https://doi.org/10.15282/ijame.10.2014.15.0166The simulation of biogas combustion in a MILD burner
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2014. "The simulation of biogas combustion in a MILD burner." Journal of Mechanical Engineering and Sciences. 6 (1), pp. 995-1013.Influence of scalar dissipation on flame success in turbulent sprays with spark ignition
Wandel, Andrew P.. 2014. "Influence of scalar dissipation on flame success in turbulent sprays with spark ignition." Combustion and Flame. 161 (10), pp. 2579-2600. https://doi.org/10.1016/j.combustflame.2014.04.006A new paradigm in management education for engineers in the 21st century: A proposal for reform
Goh, Steven. 2008. "A new paradigm in management education for engineers in the 21st century: A proposal for reform." Engineering Leadership Conference 2008. Perth, Australia 10 - 12 Sep 2008A qualitative study into the innovation and technology transfer experience of a micro-manufacturer within a university-industry collaboration context in regional Australia
Goh, Steven Chingnam. 2013. "A qualitative study into the innovation and technology transfer experience of a micro-manufacturer within a university-industry collaboration context in regional Australia." 120th American Society for Engineering Education Annual Conference and Exposition (ASEE 2013): Engineering Education: Frankly, We Do Give a D*mn. Atlanta, GA. United States 23 - 26 Jun 2013 United States.Engineering graduate program: how it affects the skills, attributes and career development of graduate engineers
Preston, Vivian and Goh, Steven. 2013. "Engineering graduate program: how it affects the skills, attributes and career development of graduate engineers." Lemckert, Charles, Jenkins, Graham and Lang-Lemckert, Susan (ed.) 24th Annual Conference of the Australasian Association for Engineering Education (AAEE 2013). Gold Coast, Australia 08 - 11 Dec 2013 Canberra, Australia.MILD combustion: the future for lean and clean combustion technology
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2014. "MILD combustion: the future for lean and clean combustion technology." International Review of Mechanical Engineering. 8 (1), pp. 251-257.Design and development of mild combustion burner
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2013. "Design and development of mild combustion burner." Journal of Mechanical Engineering and Sciences. 5, pp. 662-676. https://doi.org/10.15282/jmes.5.2013.13.0064Effect of different heat transfer models on a diesel homogeneous charge compression ignition engine
Hairuddin, Abdul Aziz, Yusaf, Talal and Wandel, Andrew. 2013. "Effect of different heat transfer models on a diesel homogeneous charge compression ignition engine." International Journal of Automotive and Mechanical Engineering. 8 (1), pp. 1292-1304.Implementation of CMC in a 0-D single-zone model of a diesel HCCI engine
Hairuddin, A. Aziz, Yusaf, Talal and Wandel, Andrew P.. 2013. "Implementation of CMC in a 0-D single-zone model of a diesel HCCI engine." Zhu, Mingming, Yu, Yun, Vuthaluru, Hari, Zhang, Zhezi and Zhang, Dongke (ed.) 7th Australian Combustion Symposium (ACS 2013). Perth, Australia 06 - 08 Nov 2013 Sydney, Australia.Analysis of recirculation zone and ignition position of non-premixed bluff-body for biogas mild combustion
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2013. "Analysis of recirculation zone and ignition position of non-premixed bluff-body for biogas mild combustion." International Journal of Automotive and Mechanical Engineering. 8 (1), pp. 1176-1186.The analysis of recirculation zone and ignition position of non-premixed bluff-body for biogas mild combustion
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2013. "The analysis of recirculation zone and ignition position of non-premixed bluff-body for biogas mild combustion." Ishak, Mahadzir and Rahman, Md. Mustafizur (ed.) 2nd International Conference of Mechanical Engineering Research (ICMER 2013). Pahang, Malaysia 01 - 03 Jul 2013 Pahang, Malaysia.Caring and sharing computer files with configuration management
Wandel, Andrew P., Jokic, Michael D. and Kist, Alexander A.. 2013. "Caring and sharing computer files with configuration management." Lemckert, Charles, Jenkins, Graham and Lang-Lemckert, Susan (ed.) 24th Annual Conference of the Australasian Association for Engineering Education (AAEE 2013). Gold Coast, Australia 08 - 11 Dec 2013 Brisbane, Australia.Students' mathematical preparation Part A: lecturers' perceptions
Galligan, Linda, Wandel, Andrew, Pigozzo, Robyn, Frederiks, Anita, Robinson, Clare, Abdulla, Shahab and Dalby, Tim. 2013. "Students' mathematical preparation Part A: lecturers' perceptions." Deborah, King, Birgit, Loch and Leanne, Rylands (ed.) 9th Delta Conference of Teaching and Learning of Undergraduate Mathematics and Statistics 2013: Shining Through the Fog. Kiama, Australia 24 - 29 Nov 2013 Sydney, Australia.Students' mathematical preparation Part B: students' perceptions
Dalby, Tim, Robinson, Clare, Abdulla, Shahab, Galligan, Linda, Frederiks, Anita, Pigozzo, Robyn and Wandel, Andrew. 2013. "Students' mathematical preparation Part B: students' perceptions." King, Deborah, Loch, Birgit and Rylands, Leanne (ed.) 9th Delta Conference of Teaching and Learning of Undergraduate Mathematics and Statistics 2013: Shining Through the Fog. Kiama, Australia 24 - 29 Nov 2013 Sydney, Australia.Direct numerical simulations of passive scalars: effect of initial mixture fraction distribution on timescales
du Preez, M. and Wandel, Andrew P.. 2013. "Direct numerical simulations of passive scalars: effect of initial mixture fraction distribution on timescales." Zhang, Dongke (ed.) 7th Australian Combustion Symposium (ACS 2013). Perth, Australia 06 - 08 Nov 2013 Perth, Australia.Numerical study of oxygen dilution and temperature distribution of biogas combustion in Bluff-body MILD burner
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2013. "Numerical study of oxygen dilution and temperature distribution of biogas combustion in Bluff-body MILD burner." Masri, Assaad (ed.) 7th Australian Combustion Symposium (ACS 2013). Perth, Australia 06 - 08 Nov 2013 Perth, Australia.Mixture fraction probability density functions in sparse spray flames with spark ignition
Wandel, Andrew P.. 2013. "Mixture fraction probability density functions in sparse spray flames with spark ignition." Zhu, Mingming, Ma, Yu, Yu, Yun, Vuthaluru, Hari, Zhang, Zhezi and Zhang, Dongke (ed.) 7th Australian Combustion Symposium (ACS 2013). Perth, Australia 06 - 08 Nov 2013 Perth, Australia.Wireless tablet PCs for enhanced teaching at an Australian regional university teaching both campus and distance modes
Goh, Steven Chingnam, Galligan, Linda Ann and Ku, Harry. 2013. "Wireless tablet PCs for enhanced teaching at an Australian regional university teaching both campus and distance modes." 120th American Society for Engineering Education Annual Conference and Exposition (ASEE 2013): Engineering Education: Frankly, We Do Give a D*mn. Atlanta, GA. United States 23 - 26 Jun 2013 Washington, DC. United States.The air fuel ratio study for the mixture of biogas and hydrogen on mild combustion
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2013. "The air fuel ratio study for the mixture of biogas and hydrogen on mild combustion." 3rd Malaysian Postgraduate Conference (MPC 2013). Sydney, Australia 04 - 05 Jul 2013 Sydney, Australia.Discretization of three dimensional non-uniform grid: conditional moment closure elliptic equation using finite difference method
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2013. "Discretization of three dimensional non-uniform grid: conditional moment closure elliptic equation using finite difference method." 3rd Malaysian Postgraduate Conference (MPC 2013). Sydney, Australia 04 - 05 Jul 2013 Sydney, Australia.A homogeneous charge compression ignition engine: an introduction
Hairuddin, A. Aziz, Wandel, Andrew P. and Yusaf, Talal. 2013. "A homogeneous charge compression ignition engine: an introduction." 3rd Malaysian Postgraduate Conference (MPC 2013). Sydney, Australia 04 - 05 Jul 2013 Sydney, Australia.Conditional dissipation of scalars in homogeneous turbulence: closure for MMC modelling
Wandel, Andrew P.. 2013. "Conditional dissipation of scalars in homogeneous turbulence: closure for MMC modelling." Combustion Theory and Modelling. 17 (4), pp. 707-748. https://doi.org/10.1080/13647830.2013.794391An assessment of stress factors on engineering academics in a regional context
Goh, Steven, Zhou, Hong, Bullen, Frank and Davey, Kenneth. 2012. "An assessment of stress factors on engineering academics in a regional context." Leblanc, Richard and Sobel, Ann (ed.) 42nd ASEE/IEEE Frontiers in Education Conference (FIE 2012): Soaring to New Heights in Engineering Education . Seattle, United States 03 - 06 Oct 2012 United States. https://doi.org/10.1109/FIE.2012.6462228Growing pains in the revitalisation of a 2nd level engineering and spatial science PBL course
Goh, Steven, Worden, John, Zhou, Hong and Clewett, John. 2012. "Growing pains in the revitalisation of a 2nd level engineering and spatial science PBL course." Rasul, Mohammad (ed.) Developments in engineering education standards: advanced curriculum innovations. United States. IGI Global. pp. 105-126Power of engineering: changing the perceptions of year 9 and 10 female school students towards an engineering career
Briody, Felicity, Goh, Steven and Dawes, Les. 2012. "Power of engineering: changing the perceptions of year 9 and 10 female school students towards an engineering career." Mann, Llewellyn and Daniel, Scott (ed.) 23rd Annual Conference of the Australasian Association for Engineering Education (AAEE 2012). Melbourne, Australia 03 - 05 Dec 2012 Melbourne, Australia.Extinction predictors in turbulent sprays
Wandel, Andrew P.. 2013. "Extinction predictors in turbulent sprays." Proceedings of the Combustion Institute. 34 (1), pp. 1625-1632. https://doi.org/10.1016/j.proci.2012.07.037Hybrid multiple mapping conditioning modeling of local extinction
Wandel, Andrew P. and Lindstedt, R. Peter. 2013. "Hybrid multiple mapping conditioning modeling of local extinction." Proceedings of the Combustion Institute. 34 (1), pp. 1365-1372. https://doi.org/10.1016/j.proci.2012.07.073Student perceptions of teammates' performance: influence of team formation method
Wandel, Andrew P. and Willey, Keith. 2012. "Student perceptions of teammates' performance: influence of team formation method." Mann, Llewellyn and Daniel, Scott (ed.) 23rd Annual Conference of the Australasian Association for Engineering Education (AAEE 2012). Melbourne, Australia 03 - 05 Dec 2012 Melbourne, Australia.
Need for a global accord for the postgraduate learning of engineers
Goh, Steven and Baker, Nelson. 2012. "Need for a global accord for the postgraduate learning of engineers." 13th IACEE World Conference on Continuing Engineering Education (WCCEE 2012). Valencia, Spain 17 - 19 May 2012 Atlanta, GA. United States.The impact on values and learning behaviours of engineering students from an authentic learning environment: preliminary analysis and observations
Goh, Steven, Cochrane, Sandra and Brodie, Megan. 2012. "The impact on values and learning behaviours of engineering students from an authentic learning environment: preliminary analysis and observations." Mann, Llewellyn and Daniel, Scott (ed.) 23rd Annual Conference of the Australasian Association for Engineering Education (AAEE 2012). Melbourne, Australia 03 - 05 Dec 2012 Melbourne, Australia.A qualitative study into the innovation and technology transfer process of a micro-manufacturer within a university-industry collaboration context in regional South-East Queensland (D. Eng.)
Goh, Steven Chingnam. 2012. A qualitative study into the innovation and technology transfer process of a micro-manufacturer within a university-industry collaboration context in regional South-East Queensland (D. Eng.). Doctorate other than PhD Doctor of Engineering. University of Southern Queensland.A review of mild combustion and open furnace design consideration
Noor, M. M., Wandel, Andrew P. and Yusaf, Talal. 2012. "A review of mild combustion and open furnace design consideration." International Journal of Automotive and Mechanical Engineering. 6 (1), pp. 730-754.A global accord for the postgraduate learning and professional development of engineers: A Proposition
Goh, Steven Chingnam. 2013. "A global accord for the postgraduate learning and professional development of engineers: A Proposition." 120th American Society for Engineering Education Annual Conference and Exposition (ASEE 2013): Engineering Education: Frankly, We Do Give a D*mn. Atlanta, GA. United States 23 - 26 Jun 2013 United States.HCCI engine: numerical and experimental approach
Hairuddin, A. Aziz, Yusaf, Talal F. and Wandel, Andrew P.. 2012. "HCCI engine: numerical and experimental approach." Noor, M. M., Baker, Paul and Yusaf, Talal F. (ed.) USQ Combustion Meeting 2012 (26th September). Toowoomba, Australia 26 Sep 2012 Toowoomba, Australia.Investigation of Biogas Moderate or Intense Low Oxygen Dilution (MILD) combustion on open furnace bluff-body burner
Noor, M. M., Wandel, Andrew P. and Yusaf, T. F.. 2012. "Investigation of Biogas Moderate or Intense Low Oxygen Dilution (MILD) combustion on open furnace bluff-body burner." Noor, M. M., Baker, Paul and Yusaf, Talal F. (ed.) USQ Combustion Meeting 2012 (29th August). Toowoomba, Australia 29 Aug 2012 Toowoomba, Australia.Modelling of non-premixed turbulent combustion of hydrogen using conditional moment closure method
Noor, M. M., Hairuddin, A. Aziz, Wandel, Andrew P. and Yusaf, T. F.. 2012. "Modelling of non-premixed turbulent combustion of hydrogen using conditional moment closure method." IOP Conference Series: Materials Science and Engineering. 36 (1), pp. 1-17. https://doi.org/10.1088/1757-899X/36/1/012036The modelling of the effect of air fuel ratio on unburned hydrocarbons for MILD combustion
Noor, M. M., Wandel, Andrew P. and Yusaf, T. F.. 2012. "The modelling of the effect of air fuel ratio on unburned hydrocarbons for MILD combustion." Noor, M. M., Rahman, M. M. and Ismail, J. (ed.) 2nd Malaysian Postgraduate Conference (MPC 2012). Gold Coast, Australia 07 - 09 Jul 2012 Sydney, Australia.A preliminary study of control parameters for open furnace mild combustion using CFD
Noor, M. M., Wandel, Andrew P. and Yusaf, T. F.. 2012. "A preliminary study of control parameters for open furnace mild combustion using CFD." Noor, M. M., Rahman, M. M. and Ismail, J. (ed.) 2nd Malaysian Postgraduate Conference (MPC 2012). Gold Coast, Australia 07 - 09 Jul 2012 Sydney, Australia.Mild combustion: a technical review towards open furnace combustion
Noor, M. M., Wandel, Andrew P. and Yusaf, T. F.. 2012. "Mild combustion: a technical review towards open furnace combustion." Noor, M. M., Rahman, M. M. and Ismail, J. (ed.) 2nd Malaysian Postgraduate Conference (MPC 2012). Gold Coast, Australia 07 - 09 Jul 2012 Sydney, Australia.Numerical investigation of influence of air and fuel dilution for open furnace MILD combustion burner
Noor, M. M., Wandel, Andrew P. and Yusaf, T. F.. 2012. "Numerical investigation of influence of air and fuel dilution for open furnace MILD combustion burner." 2012 Southern Regional Engineering Conference (SREC 2012). Toowoomba, Australia 01 Sep 2012 Canberra, Australia.Courses for teaching leadership capacity in professional engineering degrees in Australia and Europe
Khattak, Hamid, Ku, Harry and Goh, Steven. 2012. "Courses for teaching leadership capacity in professional engineering degrees in Australia and Europe." European Journal of Engineering Education. 37 (3), pp. 279-296. https://doi.org/10.1080/03043797.2012.684671Predicting the combustion behaviour of a diesel HCCI engine using a zero-dimensional single-zone model
Hairuddin, A. Aziz, Yusaf, Talal F. and Wandel, Andrew P.. 2011. "Predicting the combustion behaviour of a diesel HCCI engine using a zero-dimensional single-zone model." Kennedy, Eric, Dlugogorski, Bogdan, Moghtaderi, Behdad and Masri, Assaad (ed.) 11th Australian Combustion Symposium (ACS 2011). Newcastle, Australia 29 Nov - 01 Dec 2011 Sydney, Australia.Team formation by region to improve outcomes for distance-education students in a PBL course
Wandel, Andrew P.. 2011. "Team formation by region to improve outcomes for distance-education students in a PBL course." 41st ASEE/IEEE Frontiers in Education Conference (FIE 2011): Celebrating 41 Years of Monumental Innovations from around the World. Rapid City, United States 12 - 15 Oct 2011 Piscataway, NJ. United States. https://doi.org/10.1109/FIE.2011.6142727