Abstract
The objective in this chapter is to introduce and review the design foundations based on which the systems-based design architecture for integrated design of materials, products, and manufacturing processes design is developed. Besides the underlying decision-based design , systems design, and robust design approaches, methods and tools reviewed are classified in terms of concept, application to design process, and value in design.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Allen, J. K., Seepersad, C., Choi, H., & Mistree, F. (2006). Robust design for multiscale and multidisciplinary applications. Journal of Mechanical Design, 128(4), 832–843.
Bascaran, E. (1991). A model for the conceptual design of thermal systems; concurrent decisions in designing for concept. Ph.D. Dissertation, Department of Mechanical Engineering, University of Houston, Houston, TX.
Bascaran, E., Bannerot, R. B., & Mistree, F. (1989). Hierarchical selection decision support problems in conceptual design. Engineering Optimization, 14(3), 207–238.
Beitz, W., Pahl, G., & Grote, K. (1996). Engineering design: a systematic approach, MRS Bulletin, vol. 71.
Box, G. (1988). Signal-to-noise ratios, performance criteria, and transformations. Technometrics, 30(1), 1–17.
Braha, D., & Maimon, O. (1997). The design process: properties, paradigms, and structure. IEEE Transactions on Systems, Man, and Cybernetics-Part A: Systems and Humans, 27(2), 146–166.
Bras, B., & Mistree, F. (1993). Robust design using compromise decision support problems. Engineering Optimization, 21(3), 213–239.
Bras, B. A. (1993). Foundations for designing decision-based design processes. Ph.D. Dissertation, Department of Industrial Engineering, University of Houston, Houston, TX.
Carroll, L., & Tenniel, J. (1865). Alice’s adventures in wonderland and Through the looking-grass, Macmillan.
Chen, W., Allen, J. K., Mavris, D. N., & Mistree, F. (1996a). A concept exploration method for determining robust top-level specifications. Engineering Optimization + A35, 26(2), 137–158.
Chen, W., Allen, J. K., Tsui, K.-L., & Mistree, F. (1996b). A procedure for robust design: minimizing variations caused by noise factors and control factors. Journal of Mechanical Design, 118(4), 478–485.
Chen, W., Allen, J. K., & Mistree, F. (1997). A robust concept exploration method for enhancing productivity in concurrent systems design. Concurrent Engineering, 5(3), 203–217.
Chen, W., Garimella, R., & Michelena, N. (2001). Robust design for improved vehicle handling under a range of maneuver conditions. Engineering Optimization, 33(3), 303–326.
Chen, W., Simpson, T. W., Allen, J. K., & Mistree, F. (1999). Satisfying ranged sets of design requirements using design capability indices as metrics. Engineering Optimization, 31(5), 615–619.
Chen, W., Tsui, K.-L., Allen, J. K., & Mistree, F. (1995). Integration of the response surface methodology with the compromise decision support problem in developing a general robust design procedure. ASME Design Automation Conference, (pp. 485–492). Boston: Massachusetts.
Choi, H.-J. (2005). A robust design method for model and propagated uncertainty. Ph.D. Dissertation, The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology.
Choi, H.-J., Austin, R., Allen, J. K., McDowell, D. L., Mistree, F., & Benson, D. J. (2005). An approach for robust design of reactive power metal mixtures based on non-deterministic micro-scale shock simulation. Journal of Computer-Aided Materials Design, 12(1), 57–85.
Choi, H.-J., Mcdowell, D. L., Allen, J. K., & Mistree, F. (2008a). An inductive design exploration method for hierarchical systems design under uncertainty. Engineering Optimization, 40(4), 287–307.
Choi, H., McDowell, D. L., Allen, J. K., Rosen, D., & Mistree, F. (2008b). An inductive design exploration method for robust multiscale materials design. Journal of Mechanical Design, 130(3), 031402.
Ebro, M., & Howard, T. J. (2016). Robust design principles for reducing variation in functional performance. Journal of Engineering Design, 27(1–3), 75–92.
Evbuomwan, N., Sivaloganathan, S., & Jebb, A. (1996). A survey of design philosophies, models, methods and systems. Proceedings of the institution of mechanical engineers, part b: journal of engineering manufacture, 210(4), 301–320.
Finger, S., & Dixon, J. R. (1989a). A review of research in mechanical engineering design. Part I: Descriptive, prescriptive, and computer-based models of design processes. Research in Engineering Design, 1(1), 51–67.
Finger, S., & Dixon, J. R. (1989b). A review of research in mechanical engineering design. Part II: Representations, analysis, and design for the life cycle. Research in Engineering Design, 1(2), 121–137.
Gero, J. S. (1990). Design prototypes: a knowledge representation schema for design. AI magazine, 11(4), 26.
Hazelrigg, G. A. (1996). Systems engineering: an approach to information-based design. NJ: Prentice Hall Upper Saddle River.
Hazelrigg, G. A. (1998). A framework for decision-based engineering design. Journal of Mechanical Design, 120(4), 653–658.
Horstemeyer, M. F. (2012). Integrated Computational Materials Engineering (ICME) for metals: using multiscale modeling to invigorate engineering design with science, Wiley.
Howard, R. A. (1966). Information value theory. IEEE Transactions on systems science and cybernetics, 2(1), 22–26.
Ignizio, J. P. (1976). Goal programming and extensions, Lexington Books.
Ignizio, J. P. (1978). A review of goal programming: A tool for multiobjective analysis. Journal of the Operational Research Society, 29(11), 1109–1119.
Ignizio, J. P. (1983). Generalized goal programming an overview. Computers & Operations Research, 10(4), 277–289.
Ignizio, J. P. (1985). Introduction to linear goal programming, Sage Publications.
Isukapalli, S., Roy, A., & Georgopoulos, P. (1998). Stochastic response surface methods (SRSMs) for uncertainty propagation: application to environmental and biological systems. Risk Analysis, 18(3), 351–363.
Kamal, S. Z., Garson, J., & Mistree, F. (1992). Heuristic Decision Support Problems. Artificial Intelligence in Design’92, Springer: 883–902.
Karandikar, H., & Mistree, F. (1993). Modelling concurrency in the design of composite structures. Structural optimization, vol. 150.
Krippendorff, K. (2007). Design research, an oxymoron? Design research now, pp. 67–80.
Kuppuraju, N., Ittimakin, P., & Mistree, F. (1985). Design through selection: a method that works. Design Studies, 6(2), 91–106.
McDowell, D. L. (2018). Microstructure-Sensitive Computational Structure-Property Relations in Materials Design (pp. 1–25). Computational Materials System Design: Springer.
McDowell, D. L., & Olson, G. (2008). Concurrent design of hierarchical materials and structures. Scientific Modeling and Simulations: Springer, pp. 207–240.
McDowell, D. L., Panchal, J., Choi, H.-J., Seepersad, C., Allen, J. & Mistree, F. (2009). Integrated design of multiscale, multifunctional materials and products, Butterworth-Heinemann.
Messer, M. (2008). A systematic approach for integrated product, materials, and design-process design, Ph.D. Dissertation, The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology.
Miller, J. G. (1978). “Living systems theory,” Behavioral Sciences. New York: McGraw Hill.
Ming, Z., Nellippallil, A. B., Yan, Y., Wang, G., Goh, C. H., Allen, J. K. & Mistree, F. (2018). PDSIDES—a knowledge-based platform for decision support in the design of engineering systems, Journal of Computing and Information Science in Engineering, 18(4).
Mistree, F., & Allen, J. K. (1997). Position paper Optimization in decision-based design, Optimization in Industry, Palm Coast, FL, Mar, pp. 23–27.
Mistree, F., Hughes, O. F. & Bras, B. (1993). Compromise decision support problem and the adaptive linear programming algorithm, Progress in Astronautics and Aeronautics, vol. 150, pp. 251–251.
Mistree, F., & Kamal, S. (1985). DSIDES: Decision support in the design of engineering systems, University of Houston.
Mistree, F., Marinopoulos, S., Jackson, D. M., & Shupe, J. A. (1988). The design of aircraft using the decision support problem technique. NASA Technical Report, Contract: NAS1-18117.
Mistree, F., & Muster, D. (1990). Conceptual models for decision-based concurrent engineering design for the life cycle. Proceedings of the Second National Symposium on Concurrent Engineering, Morgantown, WV.
Mistree, F., Smith, W., & Bras, B. (1993). A decision-based approach to concurrent design. Concurrent Engineering, Springer: 127–158.
Mistree, F., Smith, W., Bras, B., Allen, J. & Muster, D. (1990). Decision-based design: a contemporary paradigm for ship design, Transactions, Society of Naval Architects and Marine Engineers, vol. 98, pp. 565–597.
Mistree, F., Smith, W., Kamal, S., & Bras, B. (1991). Designing decisions: axioms, models and marine applications. Fourth International Marine Systems Design Conference.
Murphy, T. E., Tsui, K.-L., & Allen, J. K. (2005). A review of robust design methods for multiple responses. Research in Engineering Design, 15(4), 201–215.
Muster, D., & Mistree, F. (1988). The Decision-Support Problem Technique in Engineering Design. The International Journal of Applied Engineering Education, 4(1), 23–33.
Nair, V. N., Abraham, B., MacKay, J., Box, G., Kacker, R. N., Lorenzen, T. J., et al. (1992). Taguchi’s parameter design: a panel discussion. Technometrics, 34(2), 127–161.
Nellippallil, A. B., Allen, J. K., Mistree, F., Vignesh, R., Gautham, B. P., & Singh, A. K. (2017). A Goal-Oriented, Inverse Decision-Based Design Method to Achieve the Vertical and Horizontal Integration of Models in a Hot-Rod Rolling Process Chain, ASME Design Automation Conference, Paper Number: DETC2017‐67570.
Nellippallil, A. B., Ming, Z., Allen, J. K., & Mistree, F. (2019). Cloud-Based Materials and Product Realization—Fostering ICME Via Industry 4.0. Integrating Materials and Manufacturing Innovation, 8(2), 107–121.
Nellippallil, A. B., Mohan, P., Allen, J. K., & Mistree, F. (2020). An Inverse, Decision-Based Design Method for Robust Concept Exploration. Journal of Mechanical Design, https://doi.org/10.1115/1.4045877.
Nellippallil, A. B., Rangaraj, V., Gautham, B., Singh, A. K., Allen, J. K., & Mistree, F. (2018). An inverse, decision-based design method for integrated design exploration of materials, products, and manufacturing processes. Journal of Mechanical Design, 140(11), 111403-111403-17.
Nellippallil, A. B., Song, K. N., Goh, C.-H., Zagade, P., Gautham, B., Allen, J. K., & Mistree, F. (2017). A goal-oriented, sequential, inverse design method for the horizontal integration of a multistage hot rod rolling system. Journal of Mechanical Design, 139(3), 031403.
Olewnik, A. T., & Lewis, K. (2005). On validating engineering design decision support tools. Concurrent Engineering, 13(2), 111–122.
Olson, G. B. (1997). Computational design of hierarchically structured materials. Science, 277(5330), 1237–1242.
Pahl, G., & Beitz, W. (1996). Engineering design-A systematic approach, London: Springer-Verlag.
Panchal, J., Fernández, M., Paredis, C., & Mistree, F. (2004). Template-Based Design Process Modeling. 10th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference.
Panchal, J. H. (2005). A framework for simulation-based integrated design of multiscale products and design processes, Ph.D. Dissertation, The George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology.
Panchal, J. H., Fernández, M. G., Allen, J. K., Paredis, C. J., & Mistree, F. (2005). Facilitating meta-design via separation of problem, product, and process information. ASME 2005 International Mechanical Engineering Congress and Exposition, Paper Number: IMECE2005- 80013.
Panchal, J. H., Kalidindi, S. R., & McDowell, D. L. (2013). Key computational modeling issues in integrated computational materials engineering. Computer-Aided Design, 45(1), 4–25.
Panchal, J. H., Paredis, C. J., Allen, J. K., & Mistree, F. (2006). Simulation model refinement for decision making via a value-of-information based metric. ASME Design Automation Conference, Paper Number: DETC2006-99433.
Park, G.-J. (2007). Analytic methods for design practice. Springer Science & Business Media.
Parkinson, A., Sorensen, C., & Pourhassan, N. (1993). A general approach for robust optimal design. Journal of Mechanical Design, 115(1), 74–80.
Phadke, M. S. (1995). Quality engineering using robust design. Prentice Hall PTR.
Reddy, R., Smith, W., Mistree, F., Bras, B., Chen, W., Malhotra, A., Badhrinath, K., Lautenschlager, U., Pakala, R., & Vadde, S. (1996). DSIDES User Manual. Systems Realization Laboratory, Woodruff School of Mechanical Engineering, Georgia Institue of Technology, Atlanta, Georgia.
Shannon, C. E. (1948). A Mathematical Theory of Communication. The Bell System Technical Journal, 27(3), 379–423.
Shannon, C. E. (1949). Communication Theory of Secrecy Systems. Bell System Technical Journal, 28(4), 656–715.
Shannon, C. E., & Weaver, W. (1963). The mathematical theory of communication. 1949. Urbana, IL: University of Illinois Press.
Shoemaker, A. C., Tsui, K.-L., & Wu, C. J. (1991). Economical experimentation methods for robust design. Technometrics, 33(4), 415–427.
Shupe, J. A. (1988). Decision-based design: Taxonomy and implementation. Ph.D. Dissertation, Department of Mechanical Engineering, University of Houston, Houston, Texas.
Simon, H. A. (1969). The sciences of the artificial MIT Press. Cambridge, MA.
Simon, H. A. (1996). The sciences of the artificial. MIT press.
Simpson, T. W., Chen, W., Allen, J. K., & Mistree, F. (1996). Conceptual design of a family of products through the use of the robust concept exploration method. 6th. AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization.
Sinha, A., Bera, N., Allen, J. K., Panchal, J. H., & Mistree, F. (2013). Uncertainty management in the design of multiscale systems. Journal of Mechanical Design, 135(1), 011008.
Stone, J. V. (2015). Information theory: a tutorial introduction. Sebtel Press.
Suh, N.P. (1990). The principles of design. Oxford University Press on Demand.
Sundaresan, S., Ishii, K., & Houser, D.R. (1995). A robust optimization procedure with variations on design variables and constraints. Engineering Optimization+ A35, 24(2), 101–117.
Taguchi, G. (1986a). Introduction to quality engineering, Asian Productivity Organization, Distributed by the American Supplier Institute, Inc., Dearborn, MI.
Taguchi, G. (1986b). Introduction to quality engineering: designing quality into products and processes. Quality Resources.
Taguchi, G. (1993). Robust technology development. Mechanical Engineering-CIME, 115(3), 60–63.
Taguchi, G., & Clausing, D. (1990). Robust quality. Harvard Business Review, 68(1), 65–75.
Tsui, K.-L. (1992). An overview of Taguchi method and newly developed statistical methods for robust design. Iie Transactions, 24(5), 44–57.
Vadde, S., Allen, J., & Mistree, F. (1994). Compromise decision support problems for hierarchical design involving uncertainty. Computers & structures, 52(4), 645–658.
Vadde, S., Allen, J., & Mistree, F. (1995). Selection using available assets catalog design: selection using available assets catalog design: selection using available assets. Engineering Optimization+ A35, 25(1), 45–64.
Vining, G. G., & Myers, R. H. (1990). Combining Taguchi and response surface philosophies: a dual response approach. Journal of quality technology, 22(1), 38–45.
Wang, R., Nellippallil, A. B., Wang, G., Yan, Y., Allen, J. K., & Mistree, F. (2018). Systematic design space exploration using a template-based ontological method. Advanced Engineering Informatics, 36, 163–177.
Wang, R., Nellippallil, A. B., Wang, G., Yan, Y., Allen, J. K., & Mistree, F. (2019). Ontology-based uncertainty management approach in designing of robust decision workflows. Journal of Engineering Design, 30(10–12), 726–757.
Welch, W., Yu, T., Kang, S. M., & Sacks, J. (1990). Computer experiments for quality control by parameter design. Journal of Quality Technology, 22(1), 15–22.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
Copyright information
© 2020 Springer Nature Switzerland AG
About this chapter
Cite this chapter
Nellippallil, A.B., Allen, J.K., Gautham, B.P., Singh, A.K., Mistree, F. (2020). Design Foundations—State-of-the-Art in Decision-Based Design, Robust Design Approaches, and Platform for Decision Support. In: Architecting Robust Co-Design of Materials, Products, and Manufacturing Processes. Springer, Cham. https://doi.org/10.1007/978-3-030-45324-4_3
Download citation
DOI: https://doi.org/10.1007/978-3-030-45324-4_3
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-45323-7
Online ISBN: 978-3-030-45324-4
eBook Packages: EngineeringEngineering (R0)