Level set based robust shape and topology optimization under random field uncertainties

A robust shape and topology optimization (RSTO) approach with consideration of random field uncertainty in loading and material properties is developed in this work. The proposed approach integrates the state-of-the-art level set methods for shape and topology optimization and the latest research development in design under uncertainty. To characterize the high-dimensional random-field uncertainty with a reduced set of random variables, the Karhunen–Loeve expansion is employed. The univariate dimension-reduction (UDR) method combined with Gauss-type quadrature sampling is then employed for calculating statistical moments of the design response. The combination of the above techniques greatly reduces the computational cost in evaluating the statistical moments and enables a semi-analytical approach that evaluates the shape sensitivity of the statistical moments using shape sensitivity at each quadrature node. The applications of our approach to structure and compliant mechanism designs show that the proposed RSTO method can lead to designs with completely different topologies and superior robustness.

[1]  H. Engels,et al.  Numerical Quadrature and Cubature , 1980 .

[2]  O. Pironneau Optimal Shape Design for Elliptic Systems , 1983 .

[3]  J. N. Reddy,et al.  Applied Functional Analysis and Variational Methods in Engineering , 1986 .

[4]  J. Sethian,et al.  Fronts propagating with curvature-dependent speed: algorithms based on Hamilton-Jacobi formulations , 1988 .

[5]  Robert E. Melchers,et al.  Structural Reliability: Analysis and Prediction , 1987 .

[6]  M. Bendsøe,et al.  Generating optimal topologies in structural design using a homogenization method , 1988 .

[7]  Madhan Shridhar Phadke,et al.  Quality Engineering Using Robust Design , 1989 .

[8]  R. Ghanem,et al.  Stochastic Finite Elements: A Spectral Approach , 1990 .

[9]  J. Zolésio,et al.  Introduction to shape optimization : shape sensitivity analysis , 1992 .

[10]  Genichi Taguchi,et al.  Taguchi on Robust Technology Development: Bringing Quality Engineering Upstream , 1992 .

[11]  G. Geoffrey Vining,et al.  Taguchi's parameter design: a panel discussion , 1992 .

[12]  M. Zhou,et al.  Generalized shape optimization without homogenization , 1992 .

[13]  Carl D. Sorensen,et al.  A general approach for robust optimal design , 1993 .

[14]  M. Bendsøe,et al.  Optimization methods for truss geometry and topology design , 1994 .

[15]  Donald R. Houser,et al.  A ROBUST OPTIMIZATION PROCEDURE WITH VARIATIONS ON DESIGN VARIABLES AND CONSTRAINTS , 1995 .

[16]  Eyal Arian,et al.  Shape Optimization in One Shot , 1995 .

[17]  Farrokh Mistree,et al.  A procedure for robust design: Minimizing variations caused by noise factors and control factors , 1996 .

[18]  John R. Birge,et al.  Introduction to Stochastic Programming , 1997 .

[19]  Jian Su,et al.  Automatic Differentiation in Robust Optimization , 1997 .

[20]  Ole Sigmund,et al.  On the Design of Compliant Mechanisms Using Topology Optimization , 1997 .

[21]  S. Ta'asan,et al.  Introduction to shape design and control , 1997 .

[22]  James A. Sethian,et al.  Level Set Methods and Fast Marching Methods , 1999 .

[23]  Kyung K. Choi,et al.  A NEW STUDY ON RELIABILITY-BASED DESIGN OPTIMIZATION , 1999 .

[24]  J. Sethian,et al.  Structural Boundary Design via Level Set and Immersed Interface Methods , 2000 .

[25]  D. B. Parkinson,et al.  The Application of a Robust Design Method to Tolerancing , 2000 .

[26]  C. F. Jeff Wu,et al.  Experiments: Planning, Analysis, and Parameter Design Optimization , 2000 .

[27]  Wei Chen,et al.  Towards a Better Understanding of Modeling Feasibility Robustness in Engineering Design , 2000 .

[28]  Xiaoping Du,et al.  A MOST PROBABLE POINT BASED METHOD FOR UNCERTAINTY ANALYSIS , 2000 .

[29]  Achintya Haldar,et al.  Reliability Assessment Using Stochastic Finite Element Analysis , 2000 .

[30]  Timothy W. Simpson,et al.  Robust Design of Families of Products With Production Modeling and Evaluation , 2001 .

[31]  S. Osher,et al.  Level Set Methods for Optimization Problems Involving Geometry and Constraints I. Frequencies of a T , 2001 .

[32]  Kevin Otto,et al.  Manufacturing System Robustness Through Integrated Modeling , 2001 .

[33]  Kemper Lewis,et al.  A comprehensive robust design approach for decision trade-offs in complex systems design , 2001 .

[34]  Wei Chen,et al.  A Most Probable Point-Based Method for Efficient Uncertainty Analysis , 2001 .

[35]  Xiaoping Du,et al.  The use of metamodeling techniques for optimization under uncertainty , 2001 .

[36]  M. Patriksson,et al.  Stochastic bilevel programming in structural optimization , 2001 .

[37]  Yan-Gang Zhao,et al.  Moment methods for structural reliability , 2001 .

[38]  Ole Sigmund,et al.  A 99 line topology optimization code written in Matlab , 2001 .

[39]  Bodo Lass,et al.  On the combinatorics of the graph-complex , 2002 .

[40]  Erik Lund,et al.  Reliability-based Topology Optimization as a New Strategy to Generate Different Structural Topologies , 2002 .

[41]  G. Allaire,et al.  A level-set method for shape optimization , 2002 .

[42]  Dan M. Frangopol,et al.  Reliability-based design of MEMS mechanisms by topology optimization , 2003 .

[43]  Xiaoming Wang,et al.  A level set method for structural topology optimization , 2003 .

[44]  Timothy W. Simpson,et al.  Multidisciplinary Robust Design Optimization of an Internal Combustion Engine , 2003 .

[45]  Xiaoming Wang,et al.  Color level sets: a multi-phase method for structural topology optimization with multiple materials , 2004 .

[46]  S. Rahman,et al.  A generalized dimension‐reduction method for multidimensional integration in stochastic mechanics , 2004 .

[47]  G. Allaire,et al.  Structural optimization using sensitivity analysis and a level-set method , 2004 .

[48]  N. Olhoff,et al.  Reliability-based topology optimization , 2004 .

[49]  S. Rahman,et al.  A univariate dimension-reduction method for multi-dimensional integration in stochastic mechanics , 2004 .

[50]  Seonho Cho,et al.  Reliability-based topology optimization of geometrically nonlinear structures with loading and material uncertainties , 2004 .

[51]  Michael Yu Wang,et al.  PDE-Driven Level Sets, Shape Sensitivity and Curvature Flow for Structural Topology Optimization , 2004 .

[52]  Michael Yu Wang,et al.  Design of multimaterial compliant mechanisms using level-set methods , 2005 .

[53]  Qi Xia,et al.  Optimal Synthesis of Compliant Mechanisms Using a Connectivity Preserving Level Set Method , 2005 .

[54]  Kurt Maute,et al.  Reliability-based shape optimization of structures undergoing fluid-structure interaction phenomena , 2005 .

[55]  M. Wang,et al.  Conceptual design of compliant mechanisms using level set method , 2006 .

[56]  M. Wang,et al.  GEOMETRIC WIDTH CONTROL IN TOPOLOGY OPTIMIZATION USING LEVEL SET METHOD AND A QUADRATIC ENERGY FUNCTIONAL , 2006 .

[57]  Farrokh Mistree,et al.  Robust Design of Cellular Materials With Topological and Dimensional Imperfections , 2006 .

[58]  S. Nishiwaki,et al.  Reliability-based structural optimization of frame structures for multiple failure criteria using topology optimization techniques , 2006 .

[59]  Roger G. Ghanem,et al.  On the construction and analysis of stochastic models: Characterization and propagation of the errors associated with limited data , 2006, J. Comput. Phys..

[60]  John E. Renaud,et al.  An Investigation of Reliability-based Topology Optimization , 2006 .

[61]  Bernhard Sendhoff,et al.  Robust Optimization - A Comprehensive Survey , 2007 .

[62]  Michael Yu Wang,et al.  Designing Distributed Compliant Mechanisms With Characteristic Stiffness , 2007 .

[63]  Wei Chen,et al.  A Comparative Study of Uncertainty Propagation Methods for Black-Box Type Functions , 2007, DAC 2007.

[64]  A Multiscale Design Approach With Random Field Representation of Material Uncertainty , 2008, DAC 2008.

[65]  Sang-Hoon Lee,et al.  A comparative study of uncertainty propagation methods for black-box-type problems , 2008 .

[66]  Michael Yu Wang,et al.  Shape feature control in structural topology optimization , 2008, Comput. Aided Des..

[67]  Nozomu Kogiso,et al.  Robust Topology Optimization for Compliant Mechanisms Considering Uncertainty of Applied Loads , 2008 .

[68]  Byung Man Kwak,et al.  Robust design with arbitrary distribution using Gauss-type quadrature formula , 2008 .

[69]  Wei Chen,et al.  Level set based robust shape and topology optimization under random field uncertainties , 2010, DAC 2009.

[70]  Sang-Hoon Lee,et al.  Robust design with arbitrary distributions using Gauss-type quadrature formula , 2009 .

[71]  Wei Chen,et al.  Efficient Random Field Uncertainty Propagation in Design Using Multiscale Analysis , 2009 .

[72]  Michael Yu Wang,et al.  Compliant Mechanism Optimization: Analysis and Design with Intrinsic Characteristic Stiffness , 2009 .

[73]  Martin Rumpf,et al.  Shape Optimization Under Uncertainty---A Stochastic Programming Perspective , 2008, SIAM J. Optim..

[74]  Omar M. Knio,et al.  Spectral Methods for Uncertainty Quantification , 2010 .