APPLICATION OF THE SET BASED CONCURRENT ENGINEERING (SBCE) PROCESS: A SYSTEMATIC LITERATURE REVIEW
DOI:
https://doi.org/10.11113/jm.v48.643Keywords:
Set-Based Concurrent Enginnering, Set-Based Design, Lean product development, Machine LearningAbstract
The purpose of this paper is to document a comprehensive review of the application of set based concurrent engineering (SBCE) in industries. Additionally, it aims to investigate the integrated technologies within the domain of SBCE applications and identify research gaps in the corresponding technological landscape. An in-depth examination of 48 research papers provides valuable insights into SBCE's application in a variety of industries, where SBCE serves as a tool for refining designs and improving product performance to meet changing market demands. Furthermore, the use of relevant technologies such as mathematical modelling, computer software, machine learning, data analytics, and lean principles strengthens SBCE's efficacy by allowing for data-driven decision-making and faster design processes. Despite its widespread use, SBCE has received limited study attention in the previous decade, therefore future research should focus on machine learning integration to improve product development efficiency. The paper analyses SBCE applications across several industries and acknowledges a wide range of industries. The research also emphasizes contemporary studies from 2013 to 2023 to provide current and forward-thinking views. Additionally, the study examines how researchers incorporate SBCE into development processes and its practical engineering applications
References
L. Wang, X. G. Ming, F. B. Kong, D. Li, and P. P. Wang, ‘Focus on implementation: A framework for lean product development’, Journal of Manufacturing Technology Management, vol. 23, no. 1, pp. 4–24, Dec. 2011
doi: 10.1108/17410381211196267.
K. Mund, K. Pieterse, and S. Cameron, ‘Lean product engineering in the South African automotive industry’, Journal of Manufacturing Technology Management, vol. 26, no. 5, pp. 703–724, Jun. 2015
doi: 10.1108/JMTM-05-2013-0062.
A. Ward, J. K. Liker, J. J. Cristiano, and D. K. Sobek, ‘The Second Toyota Paradox: How Delaying Decisions Can Make Better Cars Faster’.
M. Z. Meybodi, ‘The links between lean manufacturing practices and concurrent engineering method of new product development: An empirical study’, Benchmarking, vol. 20, no. 3, pp. 362–376, May 2013.
doi: 10.1108/14635771311318135.
A. Gurumurthy and R. Kodali, ‘An application of analytic hierarchy process for the selection of a methodology to improve the product development process’, Journal of Modelling in Management, vol. 7, no. 1, pp. 97–121, Jan. 2012.
doi: 10.1108/17465661211208820.
F. Albuquerque, A. S. Torres, and F. T. Berssaneti, ‘Lean product development and agile project management in the construction industry’, Revista de Gestao, vol. 27, no. 2, pp. 135–151, Apr. 2020.
doi: 10.1108/REGE-01-2019-0021.
D. Raudberget, ‘Practical Applications of Set-Based Concurrent Engineering in Industry’, 2010.
M. Varl, J. Duhovnik, and J. Tavčar, ‘Application of lean methods into the customised product development process of large power transformers’, Tehnicki Vjesnik, vol. 27, no. 1, pp. 276–282, Feb. 2020.
doi: 10.17559/TV-20191117223600.
I. Alhuraish, C. Robledo, and A. Kobi, ‘A comparative exploration of lean manufacturing and six sigma in terms of their critical success factors’, J Clean Prod, vol. 164, pp. 325–337, 2017.
doi: 10.1016/j.jclepro.2017.06.146.
M. Maulana et al., ‘The Application of Set-Based Concurrent Engineering to Enhance the Design Performance of Surface Jet Pump’. [Online]. Available: www.cranfield.ac.uk
M. I. I. B. M. Maulana et al., ‘The Set-based Concurrent Engineering Application: A Process of Identifying the Potential Benefits in the Surface Jet Pump Case Study’, in Procedia CIRP, Elsevier B.V., 2017, pp. 350–355.
doi: 10.1016/j.procir.2017.01.026.
M. Khan, A. Al-Ashaab, A. Doultsinou, E. Shehab, P. Ewers, and R. Sulowski, ‘Set-Based Concurrent Engineering process within the Lean PPD environment’.
S. Il Lee, J. S. Bae, and Y. S. Cho, ‘Efficiency analysis of Set-based Design with structural building information modeling (S-BIM) on high-rise building structures’, Autom Constr, vol. 23, pp. 20–32, May 2012.
doi: 10.1016/j.autcon.2011.12.008.
C. Levandowski, D. Raudberget, and H. Johannesson, ‘Set-Based Concurrent Engineering for early phases in platform development’, in Advances in Transdisciplinary Engineering, IOS Press BV, 2014, pp. 564–576.
doi: 10.3233/978-1-61499-440-4-564.
S. Dullen, D. Verma, M. Blackburn, and C. Whitcomb, ‘Survey on set-based design (SBD) quantitative methods’, Sep. 01, 2021, John Wiley and Sons Inc.
doi: 10.1002/sys.21580.
K. Al Handawi, P. Andersson, M. Panarotto, O. Isaksson, and M. Kokkolaras, ‘Scalable Set-Based Design Optimization and Remanufacturing for Meeting Changing Requirements’, Journal of Mechanical Design, vol. 143, no. 2, Feb. 2021.
doi: 10.1115/1.4047908.
D. K. Sobek and A. C. Ward, ‘Proceedings of The 1996 ASME Design Engineering Technical Conferences and Computers in Engineering Conference’.
D. K. Sobek, A. C. Ward, and J. K. Liker, ‘Toyota’s Principles of Set-Based Concurrent Engineering’.
H. V. D. Parunak, A. Ward, M. Fleischer, and J. Sauter, ‘Parunak et al., “A Marketplace of Design Agents” (RAPPID 97-1) A Marketplace of Design Agents for Distributed Concurrent Set-Based Design 1’, 1996.
S. Hannapel and N. Vlahopoulos, ‘Implementation of set-based design in multidisciplinary design optimization’, Structural and Multidisciplinary Optimization, vol. 50, no. 1, pp. 101–112, 2014.
doi: 10.1007/s00158-013-1034-2.
A. Al-Ashaab, S. Howell, K. Usowicz, P. H. Anta, and A. Gorka, ‘Set-Based Concurrent Engineering Model for Automotive Electronic/Software Systems Development’.
J. K. Liker, D. K. Sobek, A. C. Ward, and J. J. Cristiano, ‘Involving Suppliers in Product Development in the United States; and Japan: Evidence for Set-Based Concurrent Engineering’, 1996.
R. Ammar, M. Hammadi, J. Y. Choley, M. Barkallah, J. Louati, and M. Haddar, ‘The implementation of the SBCE principles in the V-cycle steps for the development of a mechatronic product and its production system’, Oct. 01, 2023, Springer-Verlag Italia s.r.l.
doi: 10.1007/s12008-022-01131-5.
T. A. McKenney, L. F. Kemink, and D. J. Singer, ‘Adapting to changes in design requirements using set-based design’, in Naval Engineers Journal, American Society of Naval Engineers, 2011, pp. 66–77. doi: 10.1111/j.1559-3584.2011.00331.x.
A. Spinelli, H. B. Enalou, B. Zaghari, T. Kipouros, and P. Laskaridis, ‘Application of Probabilistic Set-Based Design Exploration on the Energy Management of a Hybrid-Electric Aircraft’, Aerospace, vol. 9, no. 3, Mar. 2022.
doi: 10.3390/aerospace9030147.
K. M. Lopes and E. Zancul, ‘Application of set-based concurrent engineering principles in R&D project prioritization’, in Procedia CIRP, Elsevier B.V., 2019, pp. 49–54.
doi: 10.1016/j.procir.2019.04.194.
S. Rismiller, J. Cagan, and C. McComb, ‘Exploring the impact of set-based concurrent engineering through multi-agent system simulation’, Artificial Intelligence for Engineering Design, Analysis and Manufacturing, vol. 37, 2023.
doi: 10.1017/s0890060423000112.
N. Bhushan, ‘Set-Based Concurrent Engineering (SBCE) and TRIZ-A Framework for Global Product Development’. [Online]. Available: http://www.wipro.com
K. Parrish, J.-M. Wong, I. D. Tommelein, and B. Stojadinovic, ‘EXPLORATION OF SET-BASED DESIGN FOR REINFORCED CONCRETE STRUCTURES’, 2007. [Online]. Available: http://p2sl.berkeley.edu/
S. Rapp, R. Chinnam, N. Doerry, A. Murat, and G. Witus, ‘Product development resilience through set-based design’, Systems Engineering, vol. 21, no. 5, pp. 490–500, Sep. 2018.
doi: 10.1002/sys.21449.
E. Kerga, M. Rossi, M. Taisch, and S. Terzi, ‘A serious game for introducing set-based concurrent engineering in industrial practices’, Concurr Eng Res Appl, vol. 22, no. 4, pp. 333–346, Dec. 2014.
doi: 10.1177/1063293X14550104.
E. Specking, G. Parnell, E. Pohl, and R. Buchanan, ‘Early design space exploration with model-based system engineering and set-based design’, Systems, vol. 6, no. 4, Dec. 2018.
doi: 10.3390/systems6040045.
E. Specking, N. Shallcross, G. S. Parnell, and E. Pohl, ‘Quantitative set-based design to inform design teams’, Applied Sciences (Switzerland), vol. 11, no. 3, pp. 1–18, Feb. 2021 doi: 10.3390/app11031239.
K. Parrish, J.-M. Wong, I. D. Tommelein, and B. Stojadinovic, ‘SET-BASED DESIGN: CASE STUDY ON INNOVATIVE HOSPITAL DESIGN’. [Online]. Available: http://nisee.berkeley.edu/lessons/kelly.
W. L. Mebane, C. M. Carlson, C. Dowd, D. J. Singer, and M. E. Buckley, ‘Set-based design and the ship to shore connector’, in Naval Engineers Journal, Sep. 2011, pp. 79–92. doi: 10.1111/j.1559-3584.2011.00332.x.
Z. Wade, G. S. Parnell, S. Goerger, E. Pohl, and E. Specking, ‘Convergent set-based design for complex resilient systems’, Environ Syst Decis, vol. 39, no. 2, pp. 118–127, Jun. 2019.
doi: 10.1007/s10669-019-09731-5.
V. Telerman, S. Preis, N. Snytnikov, and D. Ushakov, ‘Interval/set based collaborative engineering design’, 2006.
N. Shallcross, G. S. Parnell, E. Pohl, and E. Specking, ‘Set-based design: The state-of-practice and research opportunities’, Sep. 01, 2020, John Wiley and Sons Inc.
doi: 10.1002/sys.21549.
D. L. Hoffmann and A. S. Torres, ‘Lean development evaluation in small Brazilian company’, Revista de Gestao, vol. 26, no. 4, pp. 429–454, Dec. 2019.
doi: 10.1108/REGE-04-2018-0058.
D. Samuel, P. Found, and S. J. Williams, ‘How did the publication of the book The Machine That Changed The World change management thinking? Exploring 25 years of lean literature’, Oct. 05, 2015, Emerald Group Holdings Ltd.
doi: 10.1108/IJOPM-12-2013-0555.
P. R. Tardio et al., ‘The link between lean manufacturing and Industry 4.0 for product development process: a systemic approach’, Journal of Manufacturing Technology Management, Nov. 2023.
doi: 10.1108/JMTM-03-2023-0118.
N. R. Sangwa and K. S. Sangwan, ‘Development of an integrated performance measurement framework for lean organizations’, Journal of Manufacturing Technology Management, vol. 29, no. 1, pp. 41–84, Jan. 2018.
doi: 10.1108/JMTM-06-2017-0098.
C. B. da L. Peralta, M. E. Echeveste, F. H. Lermen, A. Marcon, and G. Tortorella, ‘A framework proposition to identify customer value through lean practices’, Journal of Manufacturing Technology Management, vol. 31, no. 4, pp. 725–747, May 2020.
doi: 10.1108/JMTM-06-2019-0209.
P. Hines, M. Francis, and P. Found, ‘Towards lean product lifecycle management: A framework for new product development’, Journal of Manufacturing Technology Management, vol. 17, no. 7, pp. 866–887, Oct. 2006.
doi: 10.1108/17410380610688214.
N. V. K. Jasti and R. Kodali, ‘Validity and reliability of lean product development frameworks in Indian manufacturing industry’, Measuring Business Excellence, vol. 18, no. 4, pp. 27–53, Nov. 2014.
doi: 10.1108/MBE-12-2013-0062.
F. H. Lermen, M. E. Echeveste, C. B. Peralta, M. Sonego, and A. Marcon, ‘A framework for selecting lean practices in sustainable product development: The case study of a Brazilian agroindustry’, J Clean Prod, vol. 191, pp. 261–272, Aug. 2018.
doi: 10.1016/j.jclepro.2018.04.185.
S. I. Hallstedt, ‘Sustainability criteria and sustainability compliance index for decision support in product development’, J Clean Prod, vol. 140, pp. 251–266, Jan. 2017.
doi: 10.1016/j.jclepro.2015.06.068.
A. M. Belay, T. Welo, and P. Helo, ‘Approaching lean product development using system dynamics: Investigating front-load effects’, Adv Manuf, vol. 2, no. 2, pp. 130–140, May 2014.
doi: 10.1007/s40436-014-0079-9.
H. Johannesson, J. Landahl, C. Levandowski, and D. Raudberget, ‘Development of product platforms: Theory and methodology’, Concurr Eng Res Appl, vol. 25, no. 3, pp. 195–211, Sep. 2017.
doi: 10.1177/1063293X17709866.
D. N. Ford and D. K. Sobek, ‘Adapting real options to new product development by modeling the Second Toyota Paradox’, IEEE Trans Eng Manag, vol. 52, no. 2, pp. 175–185, May 2005.
doi: 10.1109/TEM.2005.844466.
D. Raudberget, C. Levandowski, O. Isaksson, T. Kipouros, H. Johannesson, and J. Clarkson, ‘Modelling and assessing platform architectures in pre-embodiment phases through set-based evaluation and change propagation’, Journal of Aerospace Operations, vol. 3, no. 3,4, pp. 203–221, Dec. 2015.
doi: 10.3233/aop-150052.
R. J. Malak, J. M. Aughenbaugh, and C. J. J. Paredis, ‘Multi-attribute utility analysis in set-based conceptual design’, CAD Computer Aided Design, vol. 41, no. 3, pp. 214–227, Mar. 2009.
doi: 10.1016/j.cad.2008.06.004.
Y. Yi, W. Li, M. Xiao, and L. Gao, ‘A set strategy approach for multidisciplinary robust design optimization under interval uncertainty’, Advances in Mechanical Engineering, vol. 11, no. 1, Jan. 2019.
doi: 10.1177/1687814018820383.
A. Zouari, M. Tollenaere, H. A. B. I. B. Ben Bacha, and A. Y. Maalej, ‘Domain knowledge versioning and aggregation mechanisms in product design processes’, Concurr Eng Res Appl, vol. 23, no. 4, pp. 296–307, Dec. 2015.
doi: 10.1177/1063293X15591037.
K. Madhavan, D. Shahan, and C. C. Seepersad, ‘DETC2008-49953 AN INDUSTRIAL TRIAL OF A SET-BASED APPROACH TO COLLABORATIVE DESIGN’. [Online]. Available: http://www.asme.org/about-asme/terms-of-use
M. A. Seif, ‘A Concurrent Engineering Approach for Product Design Optimization’.
P. Arundachawat, R. Roy, A. Al-Ashaab, and E. Shehab, ‘Design Rework Prediction in Concurrent Design Environment: Current Trends and Future Research Directions’.
M. T. Elhariri Essamlali, A. Sekhari, and A. Bouras, ‘Product lifecycle management solution for collaborative development of Wearable Meta-Products using set-based concurrent engineering’, Concurr Eng Res Appl, vol. 25, no. 1, pp. 41–52, Mar. 2017.
doi: 10.1177/1063293X16671386.
‘()’.
M. G. Parsons, D. J. Singer, and J. A. Sauter, ‘A HYBRID AGENT APPROACH FOR SET-BASED CONCEPTUAL SHIP DESIGN’.
Institute of Electrical and Electronics Engineers Malaysia Section, Annual IEEE Computer Conference, IEEE International Conference on Industrial Engineering and Engineering Management 9 2014.12.09-12 Petaling Jaya, and IEEM 9 2014.12.09-12 Petaling Jaya, 2014 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM) 9-12 Dec. 2014, [Petaling Jaya], Malaysia.
A. J. Qureshi, J. Y. Dantan, J. Bruyere, and R. Bigot, ‘Set-based design of mechanical systems with design robustness integrated’, International Journal of Product Development, vol. 19, no. 1–3, pp. 64–89, 2014.
doi: 10.1504/IJPD.2014.060037.
W. Chen, J. K. Allen, and G. W. Woodruff Scfiool, ‘Kwok-Leung Tsui A Procedure for Robust Design: Minimizing Variations Caused by Noise Factors and Control Factors’, 1996. [Online]. Available: http://www.asme.org/about-asme/terms-of-use
A. Barua, S. Jeet, and S. Kar, ‘Requirement Product Development Process Development Production Requirement Production Product Development Process Development An Overview of Concurrent Engineering & Virtual Manufacturing Application in Motorcycle Sprocket Production’, Int J Sci Eng Res, vol. 9, no. 4, 2018, [Online]. Available: http://www.ijser.org
H. Keathley-Herring, E. Van Aken, F. Gonzalez-Aleu, F. Deschamps, G. Letens, and P. C. Orlandini, ‘Assessing the maturity of a research area: bibliometric review and proposed framework’, Nov. 01, 2016, Springer Netherlands.
doi: 10.1007/s11192-016-2096-x.
C. F. Durach, J. Kembro, and A. Wieland, ‘A New Paradigm for Systematic Literature Reviews in Supply Chain Management’, Journal of Supply Chain Management, vol. 53, no. 4, pp. 67–85, Oct. 2017.
doi: 10.1111/jscm.12145.
S. Ahmad, K. Y. Wong, and S. Rajoo, ‘Sustainability indicators for manufacturing sectors: A literature survey and maturity analysis from the triple-bottom line perspective’, Journal of Manufacturing Technology Management, vol. 30, no. 2, pp. 312–334, Feb. 2019.
doi: 10.1108/JMTM-03-2018-0091.
S. Luis, F. David, and T. Ramos, ‘Applicability of Set-Based Design on Structural Engineering’.
S. M. Mohamad and A. R. Yusoff, ‘Improvement of take-away water cup design by using concurrent engineering approach’, in Procedia Engineering, Elsevier Ltd, 2013, pp. 536–541.
doi: 10.1016/j.proeng.2013.02.069.
M. Z. Asyraf et al., ‘Development of Natural Fibre-Reinforced Polymer Composites Ballistic Helmet Using Concurrent Engineering Approach: A Brief Review’, Jun. 01, 2022, MDPI.
doi: 10.3390/su14127092.
S. M. Sapuan and M. R. Mansor, ‘Concurrent engineering approach in the development of composite products: A review’, 2014, Elsevier Ltd.
doi: 10.1016/j.matdes.2014.01.059.
M. Inoue, Y. E. Nahm, and H. Ishikawa, ‘Application of preference set-based design method to multilayer porous materials for sound absorbency and insulation’, Int J Comput Integr Manuf, vol. 26, no. 12, pp. 1151–1160, Dec. 2013.
doi: 10.1080/0951192X.2011.602364.
K. Shintani, E. Nakatsugawa, and M. Tsuchiyama, ‘A set-based approach to dynamic system design using physics informed neural network’, in Journal of Advanced Mechanical Design, Systems and Manufacturing, Japan Society of Mechanical Engineers, 2022.
doi: 10.1299/jamdsm.2022jamdsm0051.
Z. Qiang et al., ‘Multi-stage design space reduction technology based on SOM and rough sets, and its application to hull form optimization’, Expert Syst Appl, vol. 213, Mar. 2023.
doi: 10.1016/j.eswa.2022.119229.
J. Blindheim, C. W. Elverum, T. Welo, and M. Steinert, ‘Concept evaluation in new product development: A set-based method utilizing rapid prototyping and physical modelling’, Journal of Engineering, Design and Technology, vol. 18, no. 5, pp. 1139–1151, Aug. 2020.
doi: 10.1108/JEDT-07-2019-0170.
Chris, ‘Accelerating Learning with Set-Based Concurrent Engineering’.
Z. C. Araci, M. U. Tariq, A. Al-Ashaab, J. H. Braasch, and M. C. E. Simsekler, ‘Creating Knowledge Environment during Lean Product Development Process of Jet Engine’, 2020. [Online]. Available: www.ijacsa.thesai.org
E. M. Mohsin, O. F. Abdulateef, and A. Al-Ashaab, ‘Applying Trade-off Curve to Support Set-Based Design application at an Aerospace Company’, Al-Khwarizmi Engineering Journal, vol. 16, no. 4, pp. 1–10, Dec. 2020.
doi: 10.22153/kej.2020.10.001.
C. Small, G. S. Parnell, E. Pohl, S. R. Goerger, M. Cilli, and E. Specking, ‘Demonstrating set-based design techniques: an unmanned aerial vehicle case study’, Journal of Defense Modeling and Simulation, vol. 17, no. 4, pp. 339–355, Oct. 2020.
doi: 10.1177/1548512919872822.
S. Suwanda, A. Al-Ashaab, and N. Beg, ‘The development of knowledge-shelf to enable an effective set-based concurrent engineering application’, 2020. [Online]. Available: http://creativecommons.org/licenses/by/4.0/
A. Georgiades, S. Sharma, T. Kipouros, and M. Savill, ‘ADOPT: An augmented set-based design framework with optimisation’, Design Science, vol. 5, 2019.
doi: 10.1017/dsj.2019.1.
J. Kim, ‘Calhoun: The NPS Institutional Archive DSpace Repository SET-BASED DESIGN IN SHIP ACQUISITION FOR THE KOREAN NAVY’. [Online]. Available: http://hdl.handle.net/10945/62264
M. E. Fitzgerald and A. M. Ross, ‘Artificial intelligence analytics with Multi-Attribute Tradespace Exploration and Set-Based Design’, in Procedia Computer Science, Elsevier B.V., 2019, pp. 27–36.
doi: 10.1016/j.procs.2019.05.052.
A. Bertoni and M. Bertoni, ‘Supporting early stage set-based concurrent engineering with value driven design’, in Proceedings of the International Conference on Engineering Design, ICED, Cambridge University Press, 2019, pp. 2367–2376.
doi: 10.1017/dsi.2019.243.
T. Welo, A. Lycke, and G. Ringen, ‘Investigating the use of set-based concurrent engineering in product manufacturing companies’, in Procedia CIRP, Elsevier B.V., 2019, pp. 43–48.
doi: 10.1016/j.procir.2019.04.276.
M. F. Borchani, M. Hammadi, N. Ben Yahia, and J. Y. Choley, ‘Integrating model-based system engineering with set-based concurrent engineering principles for reliability and manufacturability analysis of mechatronic products’, Concurr Eng Res Appl, vol. 27, no. 1, pp. 80–94, Mar. 2019.
doi: 10.1177/1063293X18816746.
N. Schjøtt-Pedersen, T. Welo, G. Ringen, and C. A. Raknes, ‘Using set-based design for developing a 3D metal forming process’, in Procedia CIRP, Elsevier B.V., 2019, pp. 149–154.
doi: 10.1016/j.procir.2019.04.341.
M. S. De Oliveira, J. A. Lozano, J. R. Barbosa, and F. A. Forcellini, ‘The toyota kata approach for lean product development’, in Advances in Transdisciplinary Engineering, IOS Press BV, 2018, pp. 361–370.
doi: 10.3233/978-1-61499-898-3-361.
T. Welo, ‘Atle Lycke’.
J. O. Royset, L. Bonfiglio, G. Vernengo, and S. Brizzolara, ‘Risk-adaptive set-based design and applications to shaping a hydrofoil’, Journal of Mechanical Design, vol. 139, no. 10, Oct. 2017.
doi: 10.1115/1.4037623.
A. Kaluza, S. Kleemann, T. Fröhlich, C. Herrmann, and T. Vietor, ‘Concurrent Design & Life Cycle Engineering in Automotive Lightweight Component Development’, in Procedia CIRP, Elsevier B.V., 2017, pp. 16–21.
doi: 10.1016/j.procir.2017.03.293.
A. Al-Ashaab et al., ‘The transformation of product development process into lean environment using set-based concurrent engineering: A case study from an aerospace industry’, Concurr Eng Res Appl, vol. 21, no. 4, pp. 268–285, Dec. 2013.
doi: 10.1177/1063293X13495220.
M. Ström, D. Raudberget, and G. Gustafsson, ‘Instant Set-based Design, an Easy Path to Set-based Design’, in Procedia CIRP, Elsevier B.V., 2016, pp. 234–239.
doi: 10.1016/j.procir.2016.04.194.
V. Miranda De Souza and M. Borsato, ‘Combining Stage-GateTM model using Set-Based concurrent engineering and sustainable end-of-life principles in a product development assessment tool’, J Clean Prod, vol. 112, pp. 3222–3231, 2016.
doi: 10.1016/j.jclepro.2015.06.013.
A. Schulze, ‘Developing products with set-based design: How to set up an idea portfolio and a team organization to establish design feasibility’, Artificial Intelligence for Engineering Design, Analysis and Manufacturing: AIEDAM, vol. 30, no. 3, pp. 235–249, Aug. 2016.
doi: 10.1017/S0890060416000226.
N. Sasaki and H. Ishikawa, ‘Set-based design method for multi-objective structural design with conflicting performances under topological change’, in Procedia CIRP, Elsevier B.V., 2015, pp. 76–81.
doi: 10.1016/j.procir.2014.07.080.
J. M. J. Becker and W. W. Wits, ‘Enabling lean design through computer aided synthesis: The injection moulding cooling case’, in Procedia CIRP, Elsevier B.V., 2015, pp. 260–264.
doi: 10.1016/j.procir.2015.08.057.
B. M. Kennedy, D. K. Sobek, and M. N. Kennedy, ‘Reducing rework by applying set-based practices early in the systems engineering process’, Systems Engineering, vol. 17, no. 3, pp. 278–296, 2014.
doi: 10.1002/sys.21269.
A. Al-Ashaab et al., ‘Development and application of lean product development performance measurement tool’, Int J Comput Integr Manuf, vol. 29, no. 3, pp. 342–354, Mar. 2016.
doi: 10.1080/0951192X.2015.1066858.
L. Xu, Z. Li, S. Li, and F. Tang, ‘A decision support system for product design in concurrent engineering’, Decis Support Syst, vol. 42, no. 4, pp. 2029–2042, Jan. 2007.
doi: 10.1016/j.dss.2004.11.007.
Y. E. Nahm and H. Ishikawa, ‘A new 3D-CAD system for set-based parametric design’, International Journal of Advanced Manufacturing Technology, vol. 29, no. 1–2, pp. 137–150, May 2006.
doi: 10.1007/s00170-004-2213-5.
D. Z. Liu, M. Liu, and P. S. Zhong, ‘Method of product development process analysis and reengineering for concurrent engineering’, in Materials Science Forum, Trans Tech Publications Ltd, 2004, pp. 770–774.
doi: 10.4028/www.scientific.net/msf.471-472.770.
O. Slattery, A. Trubetskaya, S. Moore, and O. McDermott, ‘A Review of Lean Methodology Application and Its Integration in Medical Device New Product Introduction Processes’, Oct. 01, 2022, MDPI.
doi: 10.3390/pr10102005.
G. Liebel and E. Knauss, ‘Aspects of modelling requirements in very-large agile systems engineering’, Journal of Systems and Software, vol. 199, May 2023.
doi: 10.1016/j.jss.2023.111628.
A. Al-Ashaab et al., ‘The transformation of product development process into lean environment using set-based concurrent engineering: A case study from an aerospace industry’, Concurr Eng Res Appl, vol. 21, no. 4, pp. 268–285, Dec. 2013.
doi: 10.1177/1063293X13495220.
M. Inoue, Y. E. Nahm, S. Okawa, and H. Ishikawa, ‘Design support system by combination of 3D-CAD and CAE with preference set-based design method’, Concurr Eng Res Appl, vol. 18, no. 1, pp. 41–53, Mar. 2010.
doi: 10.1177/1063293X09360833.
S. Suwanda, A. Al-Ashaab, and N. Beg, ‘The development of knowledge-shelf to enable an effective set-based concurrent engineering application’, 2020. [Online]. Available: http://creativecommons.org/licenses/by/4.0/
K. Shintani, T. Sugai, and T. Yamada, ‘A set-based approach for hierarchical optimization problem using Bayesian active learning’, Int J Numer Methods Eng, vol. 124, no. 10, pp. 2196–2214, May 2023, doi: 10.1002/nme.7206.
N. Dahmani, K. Benhida, A. Belhadi, S. Kamble, S. Elfezazi, and S. K. Jauhar, ‘Smart circular product design strategies towards eco-effective production systems: A lean eco-design industry 4.0 framework’, J Clean Prod, vol. 320, Oct. 2021.
doi: 10.1016/j.jclepro.2021.128847.
L. Rihar, T. Žužek, and J. Kušar, ‘How to successfully introduce concurrent engineering into new product development?’, Concurr Eng Res Appl, vol. 29, no. 2, pp. 87–101, Jun. 2021.
doi: 10.1177/1063293X20967929.
G. Johansson and E. Sundin, ‘Lean and green product development: Two sides of the same coin?’, J Clean Prod, vol. 85, pp. 104–121, Dec. 2014.
doi: 10.1016/j.jclepro.2014.04.005.
Downloads
Published
How to Cite
Issue
Section
License
Copyright of articles that appear in Jurnal Mekanikal belongs exclusively to Penerbit Universiti Teknologi Malaysia (Penerbit UTM Press). This copyright covers the rights to reproduce the article, including reprints, electronic reproductions or any other reproductions of similar nature.
