Failure Analysis in Conceptual Phase toward a Robust Design: Case Study in Monopropellant Propulsion System
AbstractAs a system becomes more complex, the uncertainty in the operating conditions increases. In such a system, implementing a precise failure analysis in early design stage is vital. However, there is a lack of applicable methodology that shows how to implement failure analysis in the early design phase to achieve a robust design. The main purpose of this paper is to present a framework to design a complex engineered system resistant against various factors that may cause failures, when design process is in the conceptual phase and information about detailed system and component is unavailable. Within this framework, we generate a population of feasible designs from a seed functional model, and simulate and classified failure scenarios. We also develop a design selection function to compare robust score for candidate designs, and produce a preference ranking. We implement the proposed method on the design of an aerospace monopropellant propulsion system.
 O'Connor, Patrick, and Andre Kleyner. "Practical reliability engineering." John Wiley & Sons, 2012.
 Barlow, Richard E. "Engineering reliability." Society for Industrial and Applied Mathematics, 1998.
 Phadke, Madhan Shridhar. "Quality engineering using robust design." Prentice Hall PTR, 1995.
 Taguchi, Genichi, Subir Chowdhury, and Shin Taguchi. "Robust engineering." McGraw-Hill Professional, 2000.
 Beyer, Hans-Georg, and Bernhard Sendhoff. "Robust optimization–a comprehensive survey." Computer methods in applied mechanics and engineering 196.33 (2007): 3190-3218.
 Hund, Edelgard, D. Luc Massart, and Johanna Smeyers-Verbeke. "Operational definitions of uncertainty." Trac trends in analytical chemistry 20.8 (2001): 394-406.
 Milliken, Frances J. "Three types of perceived uncertainty about the environment: State, effect, and response uncertainty." Academy of Management review 12.1 (1987): 133-143.
 Chen, Wei, and Kemper Lewis. "Robust design approach for achieving flexibility in multidisciplinary design." AIAA journal 37.8 (1999): 982-989.
 Keshavarzi, Elham, Matthew McIntire, and Christopher Hoyle. "A dynamic design approach using the Kalman filter for uncertainty management." AI EDAM 31.2 (2017): 161-172.
Keshavarzi, Elham, Matthew McIntire, and Christopher Hoyle. "Dynamic Design Using the Kalman Filter for Flexible Systems with Epistemic Uncertainty." ASME 2015 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2015.
 Ge, Jianhua, M. J. Roemer, and George Vachtsevanos. "An automated contingency management simulation environment for integrated health management and control." Aerospace Conference, 2004. Proceedings. 2004 IEEE. Vol. 6. IEEE, 2004.
 Saxena, Abhinav, et al. "Automated Contingency Management for Propulsion Systems." Control Conference (ECC), 2007 European. IEEE, 2007.
Fiksel, Joseph. "Designing resilient, sustainable systems." Environmental science & technology 37.23 (2003): 5330-5339.
 Li, Junxuan, and Zhimin Xi. "Engineering Recoverability: A New Indicator of Design for Engineering Resilience." ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2014.
 Yodo, Nita, and Pingfeng Wang. "Engineering Resilience Quantification and System Design Implications: A Literature Survey." Journal of Mechanical Design 138.11 (2016): 111408.
 Blanchard, Benjamin S., Wolter J. Fabrycky, and Walter J. Fabrycky. "Systems engineering and analysis." Vol. 4. Englewood Cliffs, NJ: Prentice Hall, 1990.
 Siddiqi, Afreen, and Olivier L. de Weck. “Modeling Methods and Conceptual Design Principles for Reconfigurable Systems.” Journal of Mechanical Design 130.10 (2008): 101102.
 Walsh, Hannah S., Andy Dong, and Irem Y. Tumer. "The structure of vulnerable nodes in behavioral network models of complex engineered systems." ASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2017.
 Stone, Robert B., Irem Y. Tumer, and Michael Van Wie. "The function-failure design method." Journal of Mechanical Design 127.3 (2005): 397-407.
 Tamilselvan, Prasanna, and Pingfeng Wang. "Failure diagnosis using deep belief learning based health state classification." Reliability Engineering & System Safety 115 (2013): 124-135.
 Hawkins, P. G., and David J. Woollons. "Failure modes and effects analysis of complex engineering systems using functional models." Artificial intelligence in engineering 12.4 (1998): 375-397.
 Youn, Byeng Dong. "Advances in reliability-based design optimization and probability analysis." Diss. The University of Iowa, 2001.
 Standard, Military. "Procedures for performing a failure mode, effects and criticality analysis." MIL-STD-1629, November, AMSC Number N3074 (1980).
 Zang, T. A., et al. "Needs and Opportunities for Risk-Based Multidisciplinary Design Technologies for Vehicles." NASA TM, July (2002).
 Backman, B. "Design Innovation and Risk Management: A Structural Designer's Voyage into Uncertainty." ICASE Series on Risk-based Design (2000).
 Liu, Hu-Chen, Long Liu, and Nan Liu. "Risk evaluation approaches in failure mode and effects analysis: A literature review." Expert systems with applications 40.2 (2013): 828-838.
 Smith, Natasha, and Sankaran Mahadevan. "Probabilistic methods for aerospace system conceptual design." Journal of spacecraft and rockets 40.3 (2003): 411-418.
 Greenfield, Michael A. "NASA's use of quantitative risk assessment for safety upgrades." Space safety, rescue and quality 1999-2000 (2001): 153-159.
 Choi, K. "Advances in Reliability-Based Design Optimization and Probability Analysis-PART II." ICASE Series on Risk-based Design (2001).
 Xi, Zhimin, and Ren-Jye Yang. "Reliability analysis with model uncertainty coupling with parameter and experiment uncertainties: a case study of 2014 verification and validation challenge problem." Journal of Verification, Validation and Uncertainty Quantification 1.1 (2016): 011005.
 Ericson, Clifton A. "Hazard analysis techniques for system safety." John Wiley & Sons, 2015.
 Mahadevan, Sankaran, Natasha L. Smith, and Thomas A. Zang. "System risk assessment and allocation in conceptual design." (2003).
 Kurtoglu, Tolga, and Irem Y. Tumer. "FFIP: A framework for early assessment of functional failures in complex systems." ICED, Cite des Sciences et de L’industrie, Paris, France (2007).
 Stone, Robert B., Irem Y. Tumer, and Michael E. Stock. "Linking product functionality to historic failures to improve failure analysis in design." Research in Engineering Design 16.1-2 (2005): 96-108.
 Lough, Katie Grantham, Robert B. Stone, and Irem Tumer. "Implementation procedures for the risk in early design (red) method." J Ind Syst Eng 2.2 (2008): 126-143.
 Lough, Katie Grantham, Robert Stone, and Irem Y. Tumer. "The risk in early design method." Journal of Engineering Design 20.2 (2009): 155-173.
 Jensen, David C., Irem Y. Tumer, and Tolga Kurtoglu. "Modeling the propagation of failures in software driven hardware systems to enable risk-informed design." ASME 2008 International Mechanical Engineering Congress and Exposition. American Society of Mechanical Engineers, 2008.
 Jensen, D., Irem Y. Tumer, and Tolga Kurtoglu. "Design of an electrical power system using a functional failure and flow state logic reasoning methodology." San Diego, CA (2009).
 Jensen, David, Irem Y. Tumer, and Tolga Kurtoglu. "Flow State Logic (FSL) for analysis of failure propagation in early design." ASME 2009 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2009.
 Krus, Daniel, and Katie Grantham Lough. "Applying function-based failure propagation in conceptual design." ASME 2007 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2007.
 Kurtoglu, Tolga, and Irem Y. Tumer. "A graph-based fault identification and propagation framework for functional design of complex systems." Journal of mechanical design 130.5 (2008): 051401.
 Kurtoglu, Tolga, Irem Y. Tumer, and David C. Jensen. "A functional failure reasoning methodology for evaluation of conceptual system architectures." Research in Engineering Design 21.4 (2010): 209-234.
 Papakonstantinou, Nikolaos, et al. "Capturing Interactions and Emergent Failure Behavior in Complex Engineered Systems at Multiple Scales." ASME 2011 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2011.
 Sierla, Seppo, et al. "Early integration of safety to the mechatronic system design process by the functional failure identification and propagation framework." Mechatronics 22.2 (2012): 137-151.
 Tumer, Irem, and Carol Smidts. "Integrated design-stage failure analysis of software-driven hardware systems." IEEE Transactions on Computers 60.8 (2011): 1072-1084.
 Coatanéa, Eric, et al. "A framework for building dimensionless behavioral models to aid in function-based failure propagation analysis." Journal of Mechanical Design 133.12 (2011): 121001.
 de Kleer, Johan, et al. "Fault augmented modelica models." The 24th International Workshop on Principles of Diagnosis. 2013.
 Quoilin, Sylvain, et al. "ThermoCycle: A Modelica library for the simulation of thermodynamic systems." Proceedings of the 10 th International Modelica Conference; March 10-12; 2014; Lund; Sweden. No. 96. Linköping University Electronic Press, 2014.
 McIntire, Matthew G. From Functional Modeling to Optimization: Risk and Safety in the Design Process for Large-Scale Systems. Diss. 2016.
 Clauset, Aaron. "Five Lectures on Networks." (2014).
 Van Bossuyt, Douglas, et al. "Risk attitudes in risk-based design: Considering attitude using utility theory in risk-based design." Artificial Intelligence for Engineering Design, Analysis and Manufacturing 26.04 (2012): 393-406.
 Hulse, Daniel, et al. "Towards a Distributed Multiagent Learning-Based Design Optimization Method." ASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2017.
 Miller, David W., Col John Keesee, and Mr Cyrus Jilla. "Space systems cost modeling." (2003).
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