Skip to main content
Top
Published in: Structural and Multidisciplinary Optimization 5/2017

11-05-2017 | RESEARCH PAPER

A sequential decision process for the system-level design of structural frames

Authors: Mehmet Unal, Simon W. Miller, Jaskanwal P. S. Chhabra, Gordon P. Warn, Michael A. Yukish, Timothy W. Simpson

Published in: Structural and Multidisciplinary Optimization | Issue 5/2017

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The building design community is currently experiencing a shift towards generating more resilient and sustainable designs that are also safe and economic. Integrating these broad, often conflicting, factors into design causes the design process to become more complex, the decisions more difficult, and a need for higher fidelity (and more expensive) modeling efforts to gain insight to resolve these tradeoffs. Set-based design is a promising alternative to traditional point-based design for such complex design problems because many design concepts are generated, refined and carefully eliminated throughout the process thereby maintaining significant freedom in the early stages of design. There is an emerging concept of closely coupling set-based design with model-based simulation to systematically contract the design space through a sequence of modeling efforts in which bounding models are constructed to guarantee the antecedent model only eliminates design alternatives that are dominated when analyzed using a subsequent higher fidelity model. In this paper, the concept of the sequential decision process is explored for the system-level design of seismic-resisting structural frames using nonlinear static analysis. Bounding models are derived for this design problem that are sufficiently general for various types of structural frames. The merit of the novel approach lies in giving designers the ability to search the tradespace exhaustively, arriving at the global minimum with a reduced cost by comparison to a full evaluation using the highest fidelity model while also providing the freedom to retain dominated and non-dominated solutions.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Abramowitz M, Stegun, IA (1964) Handbook of mathematical functions: with formulas, graphs, and mathematical tables. Dover Publications Inc, New York, NY Abramowitz M, Stegun, IA (1964) Handbook of mathematical functions: with formulas, graphs, and mathematical tables. Dover Publications Inc, New York, NY
go back to reference Achtziger W, Stolpe M (2007) Truss topology optimization with discrete design variables - guaranteed global optimality and benchmark examples. Struct Multidiscip Optim 34(1):1–20MathSciNetCrossRefMATH Achtziger W, Stolpe M (2007) Truss topology optimization with discrete design variables - guaranteed global optimality and benchmark examples. Struct Multidiscip Optim 34(1):1–20MathSciNetCrossRefMATH
go back to reference AISC (2010) Seismic provisions for structural steel buildings. American Institute of Steel Construction. AISC, Chicago AISC (2010) Seismic provisions for structural steel buildings. American Institute of Steel Construction. AISC, Chicago
go back to reference AISC (2011) Steel construction manual. American Institute of Steel Construction, Chicago AISC (2011) Steel construction manual. American Institute of Steel Construction, Chicago
go back to reference Applied Technology Council (1996) Seismic evaluation and retrofit of concrete buildings. Report ATC 40 Applied Technology Council (1996) Seismic evaluation and retrofit of concrete buildings. Report ATC 40
go back to reference Asadpoure A, Guest JK, Valdevit L (2015) Incorporating fabrication cost into topology optimization of discrete structures and lattices. Struct Multidiscip Optim 51(2):385–396CrossRef Asadpoure A, Guest JK, Valdevit L (2015) Incorporating fabrication cost into topology optimization of discrete structures and lattices. Struct Multidiscip Optim 51(2):385–396CrossRef
go back to reference American Society of Civil Engineers. (2007). Seismic rehabilitation of existing buildings, ASCE Publications, 41(6):64–71. Reston, VA American Society of Civil Engineers. (2007). Seismic rehabilitation of existing buildings, ASCE Publications, 41(6):64–71. Reston, VA
go back to reference Balling RJ (1991) Optimal steel frame design by simulated annealing. J Struct Eng 117(6):1780–1795CrossRef Balling RJ (1991) Optimal steel frame design by simulated annealing. J Struct Eng 117(6):1780–1795CrossRef
go back to reference Coello Coello CA, Lamont GB, Van Veldhuizen DA (2007) Evolutionary algorithms for solving multi-objective problems. Springer Science and Business Media, New YorkMATH Coello Coello CA, Lamont GB, Van Veldhuizen DA (2007) Evolutionary algorithms for solving multi-objective problems. Springer Science and Business Media, New YorkMATH
go back to reference Bellman R (1957) Dynamic programming. Princeton University Press, PrincetonMATH Bellman R (1957) Dynamic programming. Princeton University Press, PrincetonMATH
go back to reference Bendsoe MP, Sigmund O (2013) Topology optimization: theory, methods, and applications. Springer, BerlinMATH Bendsoe MP, Sigmund O (2013) Topology optimization: theory, methods, and applications. Springer, BerlinMATH
go back to reference Bloebaum CL, McGowan AR (2012) The design of large-scale complex engineered systems: present challenges and future promise. Proceedings of the 14th AIAA/ISSMO multidisciplinary analysis and optimization conference, Indianapolis, IN, paper no. AIAA-2012-5571 Bloebaum CL, McGowan AR (2012) The design of large-scale complex engineered systems: present challenges and future promise. Proceedings of the 14th AIAA/ISSMO multidisciplinary analysis and optimization conference, Indianapolis, IN, paper no. AIAA-2012-5571
go back to reference Busemeyer JR, Townsend JT (1993) Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment. Psychol Rev 100(3):432CrossRef Busemeyer JR, Townsend JT (1993) Decision field theory: a dynamic-cognitive approach to decision making in an uncertain environment. Psychol Rev 100(3):432CrossRef
go back to reference Chopra AK, Goel RK (1999) Capacity-demand-diagram methods based on inelastic design spectrum. Earthquake Spectra 15(4):637–656CrossRef Chopra AK, Goel RK (1999) Capacity-demand-diagram methods based on inelastic design spectrum. Earthquake Spectra 15(4):637–656CrossRef
go back to reference Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast elitist multi-objective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast elitist multi-objective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef
go back to reference Deierlein GG, Reinhorn AM, Willford MR (2010) Nonlinear structural analysis for seismic design. NEHRP Seismic Design Technical Brief No 4 Deierlein GG, Reinhorn AM, Willford MR (2010) Nonlinear structural analysis for seismic design. NEHRP Seismic Design Technical Brief No 4
go back to reference Department of Defense (2010) Design of buildings to resist progressive collapse. UFC 4-023-03 Department of Defense (2010) Design of buildings to resist progressive collapse. UFC 4-023-03
go back to reference Dogruel S, Lavan O, Dargush GF (2008) A unified framework for evolutionary optimization with application to structural engineering. International conference on engineering optimization, Rio de Janeiro, Brazil Dogruel S, Lavan O, Dargush GF (2008) A unified framework for evolutionary optimization with application to structural engineering. International conference on engineering optimization, Rio de Janeiro, Brazil
go back to reference FEMA (1997) NEHRP guidelines for the seismic rehabilitation of buildings. FEMA 273 FEMA (1997) NEHRP guidelines for the seismic rehabilitation of buildings. FEMA 273
go back to reference FEMA (2000) Recommended seismic design criteria for new steel moment frame buildings, FEMA 350. Federal Emergency Management Agency, Washington FEMA (2000) Recommended seismic design criteria for new steel moment frame buildings, FEMA 350. Federal Emergency Management Agency, Washington
go back to reference FEMA (2006) NEHRP recommended provisions: design examples (FEMA 451). Federal Emergency Management Agency, Washington FEMA (2006) NEHRP recommended provisions: design examples (FEMA 451). Federal Emergency Management Agency, Washington
go back to reference Foutch DA, Yun SY (2002) Modeling of steel moment frames for seismic loads. J Constr Steel Res 58(5):529–564CrossRef Foutch DA, Yun SY (2002) Modeling of steel moment frames for seismic loads. J Constr Steel Res 58(5):529–564CrossRef
go back to reference Fragiadakis M, Lagaros N, Papadrakakis M (2006) Performance-based multiobjective optimum design of steel structures considering life-cycle cost. Struct Multidiscip Optim 32:1CrossRef Fragiadakis M, Lagaros N, Papadrakakis M (2006) Performance-based multiobjective optimum design of steel structures considering life-cycle cost. Struct Multidiscip Optim 32:1CrossRef
go back to reference Frangopol DM, Kallen MJ, Van Noortwijk JM (2004) Probabilistic models for life-cycle performance of deteriorating structures: review and future directions. Prog Struct Eng Mater 6(4):197–212CrossRef Frangopol DM, Kallen MJ, Van Noortwijk JM (2004) Probabilistic models for life-cycle performance of deteriorating structures: review and future directions. Prog Struct Eng Mater 6(4):197–212CrossRef
go back to reference Frey DD, Herder PM, Wijnia Y, Subrahmanian E, Katsikopoulos K, Clausing DP (2009) The pugh controlled convergence method: model-based evaluation and implications for design theory. Res Eng Des 20(1):41–58CrossRef Frey DD, Herder PM, Wijnia Y, Subrahmanian E, Katsikopoulos K, Clausing DP (2009) The pugh controlled convergence method: model-based evaluation and implications for design theory. Res Eng Des 20(1):41–58CrossRef
go back to reference Hayalioglu MS (2001) Optimum load and resistance factor design of steel space frames using genetic algorithm. Struct Multidiscip Optim 21(4):292–299CrossRef Hayalioglu MS (2001) Optimum load and resistance factor design of steel space frames using genetic algorithm. Struct Multidiscip Optim 21(4):292–299CrossRef
go back to reference Koboevic S, Rozon J, Tremblay R (2012) Seismic performance of low-to-moderate height eccentrically braced steel frames designed for north American seismic conditions. J Struct Eng 138(12):1465–1476CrossRef Koboevic S, Rozon J, Tremblay R (2012) Seismic performance of low-to-moderate height eccentrically braced steel frames designed for north American seismic conditions. J Struct Eng 138(12):1465–1476CrossRef
go back to reference Lagaros ND, Papadrakakis M (2007) Robust seismic design optimization of steel structures. Struct Multidiscip Optim 33(6):457–469CrossRef Lagaros ND, Papadrakakis M (2007) Robust seismic design optimization of steel structures. Struct Multidiscip Optim 33(6):457–469CrossRef
go back to reference Lee SI, Bae JS, Cho YS (2012) Efficiency analysis of set-based design with structural building information modeling (S-BIM) on high-rise building structures. Autom Constr 23:20–32CrossRef Lee SI, Bae JS, Cho YS (2012) Efficiency analysis of set-based design with structural building information modeling (S-BIM) on high-rise building structures. Autom Constr 23:20–32CrossRef
go back to reference Li G, Jiang Y, Yang D (2012) Modified-modal-pushover-based seismic optimum design for steel structures considering life-cycle cost. Struct Multidiscip Optim 45(6):861–874MathSciNetCrossRefMATH Li G, Jiang Y, Yang D (2012) Modified-modal-pushover-based seismic optimum design for steel structures considering life-cycle cost. Struct Multidiscip Optim 45(6):861–874MathSciNetCrossRefMATH
go back to reference Marjanishvili S, Agnew E (2006) Comparison of various procedures for progressive collapse analysis. J Perform Constr Facil 20(4):365–374CrossRef Marjanishvili S, Agnew E (2006) Comparison of various procedures for progressive collapse analysis. J Perform Constr Facil 20(4):365–374CrossRef
go back to reference Mazzoni S, McKenna F, Scott MH, Fenves GL (2006) OpenSees command language manual. Pacific Earthquake Engineering Research Center, Berkeley, CA Mazzoni S, McKenna F, Scott MH, Fenves GL (2006) OpenSees command language manual. Pacific Earthquake Engineering Research Center, Berkeley, CA
go back to reference Miller SW, Simpson TW, Yukish MA, Bennett LA, Lego SE, Stump GM (2013) Preference construction, sequential decision making, and trade space exploration. ASME 2013 International design engineering Technical conferences and computers and information in engineering conference Miller SW, Simpson TW, Yukish MA, Bennett LA, Lego SE, Stump GM (2013) Preference construction, sequential decision making, and trade space exploration. ASME 2013 International design engineering Technical conferences and computers and information in engineering conference
go back to reference Miller SW, Simpson TW, Yukish MA (2015) Design as a sequential decision process: a method for reducing design set space using models to bound objectives. ASME 2015 International design engineering Technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, 2015 Miller SW, Simpson TW, Yukish MA (2015) Design as a sequential decision process: a method for reducing design set space using models to bound objectives. ASME 2015 International design engineering Technical conferences and computers and information in engineering conference. American Society of Mechanical Engineers, 2015
go back to reference Moehle J, Deierlein GG (2004) A framework methodology for performance-based earthquake engineering. In 13th world conference on earthquake engineering. pp 3812-3814 Moehle J, Deierlein GG (2004) A framework methodology for performance-based earthquake engineering. In 13th world conference on earthquake engineering. pp 3812-3814
go back to reference Pareto V (1971) Manual of political economy. A. M. Kelley, New York Pareto V (1971) Manual of political economy. A. M. Kelley, New York
go back to reference Payne JW, James RB, Eric JJ (1993) The adaptive decision maker. Cambridge University Press, New YorkCrossRef Payne JW, James RB, Eric JJ (1993) The adaptive decision maker. Cambridge University Press, New YorkCrossRef
go back to reference Pezeshk S, Camp CV, Chen D (2000) Design of nonlinear framed structures using genetic optimization. J Struct Eng 126(3):382–388CrossRef Pezeshk S, Camp CV, Chen D (2000) Design of nonlinear framed structures using genetic optimization. J Struct Eng 126(3):382–388CrossRef
go back to reference Ross AM, Hastings DE (2005) The tradespace exploration paradigm. INCOSE Int Symp 15(1):1706–1718CrossRef Ross AM, Hastings DE (2005) The tradespace exploration paradigm. INCOSE Int Symp 15(1):1706–1718CrossRef
go back to reference Sarkisian M, Long E, Shook D, Doo CS (2009) Optimization tools for the design of structures. In: Proceedings of 78th convention for structural engineers association of California (SEAOC). San Diego, CA Sarkisian M, Long E, Shook D, Doo CS (2009) Optimization tools for the design of structures. In: Proceedings of 78th convention for structural engineers association of California (SEAOC). San Diego, CA
go back to reference Sarkisian M, Shook D (2014) Embodied carbon in our future cities, in CTBUH, ctbuh.Org/papers Sarkisian M, Shook D (2014) Embodied carbon in our future cities, in CTBUH, ctbuh.Org/papers
go back to reference Shocker AD, Ben-Akiva M, Boccara B, Nedungadi P (1991) Consideration set influences on consumer decision-making and choice: issues, models, and suggestions. Mark Lett 2(3):181–197CrossRef Shocker AD, Ben-Akiva M, Boccara B, Nedungadi P (1991) Consideration set influences on consumer decision-making and choice: issues, models, and suggestions. Mark Lett 2(3):181–197CrossRef
go back to reference Simpson TW, Spencer DB, Yukish MA, Stump GM (2008) Visual steering commands and test problems to support research in trade space exploration. I12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. Reston, Virigina, AIAA-2008-2139 pp 1–15 Simpson TW, Spencer DB, Yukish MA, Stump GM (2008) Visual steering commands and test problems to support research in trade space exploration. I12th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. Reston, Virigina, AIAA-2008-2139 pp 1–15
go back to reference Simpson TW, Carlsen D, Malone M, Kollat J (2011) Trade space exploration: assessing the benefits of putting designers “back-in-the-loop” during engineering optimization. In Human-in-the-Loop Simulations Springer London pp 131–152 Simpson TW, Carlsen D, Malone M, Kollat J (2011) Trade space exploration: assessing the benefits of putting designers “back-in-the-loop” during engineering optimization. In Human-in-the-Loop Simulations Springer London pp 131–152
go back to reference Singer DJ, Norbert D, Michael EB (2009) What is set-based design? Nav Eng J 121(4):31–43CrossRef Singer DJ, Norbert D, Michael EB (2009) What is set-based design? Nav Eng J 121(4):31–43CrossRef
go back to reference Sobek DKI (1996) A set-based model of design. Mech Eng 118(7):78–81 Sobek DKI (1996) A set-based model of design. Mech Eng 118(7):78–81
go back to reference Sobek DKI, Liker JK, Ward AC (1998) Another look at how Toyota integrates product development. Harv Bus Rev 76(4):36–47 Sobek DKI, Liker JK, Ward AC (1998) Another look at how Toyota integrates product development. Harv Bus Rev 76(4):36–47
go back to reference Sobek DKI, Ward AC, Liker JK (1999) Toyota’s principles of set-based concurrent engineering. Sloan Manag Rev 40(2):67–83 Sobek DKI, Ward AC, Liker JK (1999) Toyota’s principles of set-based concurrent engineering. Sloan Manag Rev 40(2):67–83
go back to reference Stromberg LL, Beghini A, Baker WF, Paulino GH (2011) Application of layout and topology optimization using pattern gradation for the conceptual design of buildings. Struct Multidiscip Optim 43(2):165–180CrossRef Stromberg LL, Beghini A, Baker WF, Paulino GH (2011) Application of layout and topology optimization using pattern gradation for the conceptual design of buildings. Struct Multidiscip Optim 43(2):165–180CrossRef
go back to reference Stump GM, Lego SE, Yukish MA, Simpson TW, Donndelinger JA (2009) Visual steering commands for trade space exploration: user-guided sampling with example. J Comput Inf Sci Eng 9(4):04450-1–044501-10CrossRef Stump GM, Lego SE, Yukish MA, Simpson TW, Donndelinger JA (2009) Visual steering commands for trade space exploration: user-guided sampling with example. J Comput Inf Sci Eng 9(4):04450-1–044501-10CrossRef
go back to reference Tsetsos K, Marius U, Nick C (2010) Preference reversal in multiattribute choice. Psychol Rev 117(4):1275CrossRef Tsetsos K, Marius U, Nick C (2010) Preference reversal in multiattribute choice. Psychol Rev 117(4):1275CrossRef
go back to reference Venkataraman S, Haftka RT (2004) Structural optimization complexity: what has Moore’s law done for us? Struct Multidiscip Optim 28(6):275–287CrossRef Venkataraman S, Haftka RT (2004) Structural optimization complexity: what has Moore’s law done for us? Struct Multidiscip Optim 28(6):275–287CrossRef
go back to reference Viana FAC, Simpson TW, Toropov V, Balabanov V (2014) Metamodeling in multidisciplinary design optimization: how fare have we really come? AIAA J 52(4):670–690CrossRef Viana FAC, Simpson TW, Toropov V, Balabanov V (2014) Metamodeling in multidisciplinary design optimization: how fare have we really come? AIAA J 52(4):670–690CrossRef
go back to reference Wang J, Terpenny J (2003) Interactive evolutionary solution synthesis in fuzzy set-based preliminary engineering design. J Intell Manuf 14(2):153–167CrossRef Wang J, Terpenny J (2003) Interactive evolutionary solution synthesis in fuzzy set-based preliminary engineering design. J Intell Manuf 14(2):153–167CrossRef
go back to reference Ward AC (1989) A theory of quantitative inference for artifact sets, applied to a mechanical design compiler. Doctoral dissertation, Massachusetts Institute of Technology Ward AC (1989) A theory of quantitative inference for artifact sets, applied to a mechanical design compiler. Doctoral dissertation, Massachusetts Institute of Technology
go back to reference Zuo W, Saitou K (2016). Multi-material topology optimization using ordered SIMP interpolation. Struct Multidiscip Optim 55:1–15 Zuo W, Saitou K (2016). Multi-material topology optimization using ordered SIMP interpolation. Struct Multidiscip Optim 55:1–15
Metadata
Title
A sequential decision process for the system-level design of structural frames
Authors
Mehmet Unal
Simon W. Miller
Jaskanwal P. S. Chhabra
Gordon P. Warn
Michael A. Yukish
Timothy W. Simpson
Publication date
11-05-2017
Publisher
Springer Berlin Heidelberg
Published in
Structural and Multidisciplinary Optimization / Issue 5/2017
Print ISSN: 1615-147X
Electronic ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-017-1697-1

Other articles of this Issue 5/2017

Structural and Multidisciplinary Optimization 5/2017 Go to the issue

Premium Partners