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Erschienen in: Research in Engineering Design 3/2018

17.04.2018 | Original Paper

Multi-criteria fuzzy decision support for conceptual evaluation in design of mechatronic systems: a quadrotor design case study

verfasst von: Abolfazl Mohebbi, Sofiane Achiche, Luc Baron

Erschienen in: Research in Engineering Design | Ausgabe 3/2018

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Abstract

Designing mechatronic systems is known to be a very complex and tedious process due to the high number of system components, their multi-physical aspects, the couplings between the different domains involved in the product, and the interacting design objectives. This inherent complexity calls for the crucial need of a systematic and multi-objective design thinking methodology to replace the often-used sequential design approach that tends to deal with the different domains and their corresponding design objectives separately leading to functional but not necessarily optimal designs. Thus, a new approach based on a multi-criteria profile for mechatronic systems is presented in this paper for the conceptual design stage. Additionally, to facilitate fitting the intuitive requirements for decision-making in the presence of interacting criteria, three different methods are proposed and compared using a case study of designing a vision-guided quadrotor drone system. These methods benefit from three different aggregation techniques such as Choquet integral, Sugeno integral and fuzzy-based neural network. To validate the decision yielded by the results of global concept score for each aggregation methods, a computer simulation of a visual servoing system on all design alternatives for quadrotor drone has been performed. It is shown that although the Sugeno fuzzy can be a useful aggregation function for decisions under uncertainty, but the approaches using Choquet fuzzy and fuzzy integral-based neural network seem to be more precise and reliable in a multi-criteria design problem where interaction between the objectives cannot be overlooked.

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Literatur
Zurück zum Zitat Anthony A, Jannett TC (2007) Measuring machine intelligence of an agent-based distributed sensor network system. In: Advances and innovations in systems, computing sciences and software engineering. Springer, Berlin, pp 531–535CrossRef Anthony A, Jannett TC (2007) Measuring machine intelligence of an agent-based distributed sensor network system. In: Advances and innovations in systems, computing sciences and software engineering. Springer, Berlin, pp 531–535CrossRef
Zurück zum Zitat Avigad G, Moshaiov A (2009) Set-based concept selection in multi-objective problems: optimality versus variability approach. J Eng Des 20(3):217–242CrossRef Avigad G, Moshaiov A (2009) Set-based concept selection in multi-objective problems: optimality versus variability approach. J Eng Des 20(3):217–242CrossRef
Zurück zum Zitat Bashir HA, Thomson V (1999) Estimating design complexity. J Eng Des 10(3):247–257CrossRef Bashir HA, Thomson V (1999) Estimating design complexity. J Eng Des 10(3):247–257CrossRef
Zurück zum Zitat Behbahani S, de Silva CW (2007) Mechatronic design quotient as the basis of a new multicriteria mechatronic design methodology. Mechatron IEEE ASME Trans 12(2):227–232CrossRef Behbahani S, de Silva CW (2007) Mechatronic design quotient as the basis of a new multicriteria mechatronic design methodology. Mechatron IEEE ASME Trans 12(2):227–232CrossRef
Zurück zum Zitat Behbahani S, de Silva CW (2008) System-based and concurrent design of a smart mechatronic system using the concept of mechatronic design quotient (MDQ). Mechatron IEEE/ASME Trans 13(1):14–21CrossRef Behbahani S, de Silva CW (2008) System-based and concurrent design of a smart mechatronic system using the concept of mechatronic design quotient (MDQ). Mechatron IEEE/ASME Trans 13(1):14–21CrossRef
Zurück zum Zitat Byun J-H, Elsayed EA (1996) A producibility index with process capability and manufacturing cost. In: 5th industrial engineering research conference proceedings. Minneapolis, MN, pp 381–386 Byun J-H, Elsayed EA (1996) A producibility index with process capability and manufacturing cost. In: 5th industrial engineering research conference proceedings. Minneapolis, MN, pp 381–386
Zurück zum Zitat Coelingh E, De Vries TJA, Koster R (2002) Assessment of mechatronic system performance at an early design stage. Mechatron IEEE/ASME Trans 7(3):269–279CrossRef Coelingh E, De Vries TJA, Koster R (2002) Assessment of mechatronic system performance at an early design stage. Mechatron IEEE/ASME Trans 7(3):269–279CrossRef
Zurück zum Zitat Corbett J, Crookall J (1986) Design for economic manufacture. CIRP Ann Manuf Technol 35(1):93–97CrossRef Corbett J, Crookall J (1986) Design for economic manufacture. CIRP Ann Manuf Technol 35(1):93–97CrossRef
Zurück zum Zitat Corke PI (1993) Visual control of robot manipulators—a review. Vis Servoing 7:1–31CrossRef Corke PI (1993) Visual control of robot manipulators—a review. Vis Servoing 7:1–31CrossRef
Zurück zum Zitat De Silva CW (2004) Sensory information acquisition for monitoring and control of intelligent mechatronic systems. Int J Inf Acquis 1(1):89–99CrossRef De Silva CW (2004) Sensory information acquisition for monitoring and control of intelligent mechatronic systems. Int J Inf Acquis 1(1):89–99CrossRef
Zurück zum Zitat de Silva C (2004) Sensory information acquisition for monitoring and control of intelligent mechatronic systems. Int J Inf Acquis 1(1):89–99CrossRef de Silva C (2004) Sensory information acquisition for monitoring and control of intelligent mechatronic systems. Int J Inf Acquis 1(1):89–99CrossRef
Zurück zum Zitat Engel A, Reich Y (2015) Advancing architecture options theory: six industrial case studies. Syst Eng 18(4):396–414CrossRef Engel A, Reich Y (2015) Advancing architecture options theory: six industrial case studies. Syst Eng 18(4):396–414CrossRef
Zurück zum Zitat Engel A, Browning TR, Reich Y (2017) Designing products for adaptability: insights from four industrial cases. Decis Sci 48(5):875–917CrossRef Engel A, Browning TR, Reich Y (2017) Designing products for adaptability: insights from four industrial cases. Decis Sci 48(5):875–917CrossRef
Zurück zum Zitat Ferreira IML, Gil PJS (2012) Application and performance analysis of neural networks for decision support in conceptual design. Expert Syst Appl 39(9):7701–7708CrossRef Ferreira IML, Gil PJS (2012) Application and performance analysis of neural networks for decision support in conceptual design. Expert Syst Appl 39(9):7701–7708CrossRef
Zurück zum Zitat Freeman JA, Skapura DM (1991) Neural networks: algorithms, applications, and programming techniques. Addison-Wesley, Menlo ParkMATH Freeman JA, Skapura DM (1991) Neural networks: algorithms, applications, and programming techniques. Addison-Wesley, Menlo ParkMATH
Zurück zum Zitat Golmohammadi D (2011) Neural network application for fuzzy multi-criteria decision making problems. Int J Prod Econ 131(2):490–504CrossRef Golmohammadi D (2011) Neural network application for fuzzy multi-criteria decision making problems. Int J Prod Econ 131(2):490–504CrossRef
Zurück zum Zitat Grabisch M (1996) The application of fuzzy integrals in multicriteria decision making. Eur J Oper Res 89(3):445–456CrossRefMATH Grabisch M (1996) The application of fuzzy integrals in multicriteria decision making. Eur J Oper Res 89(3):445–456CrossRefMATH
Zurück zum Zitat Hecht-Nielsen R (1989) Theory of the backpropagation neural network. In: Neural networks. IJCNN, international joint conference Hecht-Nielsen R (1989) Theory of the backpropagation neural network. In: Neural networks. IJCNN, international joint conference
Zurück zum Zitat Hegazy T, Ayed A (1998) Neural network model for parametric cost estimation of highway projects. J Constr Eng Manag 124(3):210–218CrossRef Hegazy T, Ayed A (1998) Neural network model for parametric cost estimation of highway projects. J Constr Eng Manag 124(3):210–218CrossRef
Zurück zum Zitat Jian C, Song L (2004) A neural network approach-decision neural network (DNN) for preference assessment. Syst Man Cybern Part C Appl Rev IEEE Trans 34(2):219–225 Jian C, Song L (2004) A neural network approach-decision neural network (DNN) for preference assessment. Syst Man Cybern Part C Appl Rev IEEE Trans 34(2):219–225
Zurück zum Zitat Jones TL (2011) Handbook of reliability prediction procedures for mechanical equipment. Naval Surface Warfare Center, Carderock Division, West Bethesda Jones TL (2011) Handbook of reliability prediction procedures for mechanical equipment. Naval Surface Warfare Center, Carderock Division, West Bethesda
Zurück zum Zitat Jung-Hsien C (1999) Choquet fuzzy integral-based hierarchical networks for decision analysis. Fuzzy Syst IEEE Trans 7(1):63–71CrossRef Jung-Hsien C (1999) Choquet fuzzy integral-based hierarchical networks for decision analysis. Fuzzy Syst IEEE Trans 7(1):63–71CrossRef
Zurück zum Zitat Kaushik A, Soni A, Soni R (1969) A simple neural network approach to software cost estimation. Glob J Comput Sci Technol III(I):22–30 Kaushik A, Soni A, Soni R (1969) A simple neural network approach to software cost estimation. Glob J Comput Sci Technol III(I):22–30
Zurück zum Zitat Kim SW, Kim BK (1998) MIQ (machine intelligence quotient) for process control system. World Automation Congress, Anchorage Kim SW, Kim BK (1998) MIQ (machine intelligence quotient) for process control system. World Automation Congress, Anchorage
Zurück zum Zitat Kim G, Seo D, Kang K (2005) Hybrid models of neural networks and genetic algorithms for predicting preliminary cost estimates. J Comput Civil Eng 19(2):208–211CrossRef Kim G, Seo D, Kang K (2005) Hybrid models of neural networks and genetic algorithms for predicting preliminary cost estimates. J Comput Civil Eng 19(2):208–211CrossRef
Zurück zum Zitat Krishnapuram R, Lee J (1992) Fuzzy-connective-based hierarchical aggregation networks for decision making. Fuzzy Sets Syst 46(1):11–27MathSciNetCrossRef Krishnapuram R, Lee J (1992) Fuzzy-connective-based hierarchical aggregation networks for decision making. Fuzzy Sets Syst 46(1):11–27MathSciNetCrossRef
Zurück zum Zitat Marichal JL (2000) An axiomatic approach of the discrete Choquet integral as a tool to aggregate interacting criteria. Fuzzy Syst IEEE Trans 8(6):800–807CrossRef Marichal JL (2000) An axiomatic approach of the discrete Choquet integral as a tool to aggregate interacting criteria. Fuzzy Syst IEEE Trans 8(6):800–807CrossRef
Zurück zum Zitat Marichal JL (2002) Aggregation of interacting criteria by means of the discrete Choquet integral. In: Aggregation operators. Springer, Berlin, pp 224–244CrossRef Marichal JL (2002) Aggregation of interacting criteria by means of the discrete Choquet integral. In: Aggregation operators. Springer, Berlin, pp 224–244CrossRef
Zurück zum Zitat Marichal JL, Roubens M (1998) Dependence between criteria and multiple criteria decision aid. In: Proceedings of 2nd international workshop on preferences and decision (TRENTO’98). Università di Trento, Trento Marichal JL, Roubens M (1998) Dependence between criteria and multiple criteria decision aid. In: Proceedings of 2nd international workshop on preferences and decision (TRENTO’98). Università di Trento, Trento
Zurück zum Zitat Mileham A et al (1993) A parametric approach to cost estimating at the conceptual stage of design. J Eng Des 4(2):117–125CrossRef Mileham A et al (1993) A parametric approach to cost estimating at the conceptual stage of design. J Eng Des 4(2):117–125CrossRef
Zurück zum Zitat Mohebbi A, Keshmiri M, Xie WF (2014a) An eye-in-hand stereo visual servoing for tracking and catching moving objects. In: 33rd Chinese control conference (CCC), Nanjing Mohebbi A, Keshmiri M, Xie WF (2014a) An eye-in-hand stereo visual servoing for tracking and catching moving objects. In: 33rd Chinese control conference (CCC), Nanjing
Zurück zum Zitat Mohebbi A et al (2014b) Trends in concurrent, multi-criteria and optimal design of mechatronic systems: a review. In: Proceedings of the 2014 IEEE international conference on innovative design and manufacturing (ICIDM). Montreal, QC Mohebbi A et al (2014b) Trends in concurrent, multi-criteria and optimal design of mechatronic systems: a review. In: Proceedings of the 2014 IEEE international conference on innovative design and manufacturing (ICIDM). Montreal, QC
Zurück zum Zitat Mohebbi A, Achiche S, Baron L (2014c) Mechatronic multicriteria profile (MMP) for conceptual design of a robotic visual servoing system. In: ASME 2014 12th biennial conference on engineering systems design and analysis. American Society of Mechanical Engineers, Copenhagen Mohebbi A, Achiche S, Baron L (2014c) Mechatronic multicriteria profile (MMP) for conceptual design of a robotic visual servoing system. In: ASME 2014 12th biennial conference on engineering systems design and analysis. American Society of Mechanical Engineers, Copenhagen
Zurück zum Zitat Moulianitis VC, Aspragathos NA, Dentsoras AJ (2004) A model for concept evaluation in design––an application to mechatronics design of robot grippers. Mechatronics 14(6):599–622CrossRef Moulianitis VC, Aspragathos NA, Dentsoras AJ (2004) A model for concept evaluation in design––an application to mechatronics design of robot grippers. Mechatronics 14(6):599–622CrossRef
Zurück zum Zitat Narukawa Y, Murofushi T (2004) Decision modelling using the Choquet integral. International conference on modeling decisions for artificial intelligence. Springer, BerlinCrossRefMATH Narukawa Y, Murofushi T (2004) Decision modelling using the Choquet integral. International conference on modeling decisions for artificial intelligence. Springer, BerlinCrossRefMATH
Zurück zum Zitat Nasar SA (1981) Schaum’s outline of theory and problems of electric machines and electromechanics. McGraw-Hill Ryerson, Limited, Whitby Nasar SA (1981) Schaum’s outline of theory and problems of electric machines and electromechanics. McGraw-Hill Ryerson, Limited, Whitby
Zurück zum Zitat Park HJ, Kim BK, Lim KY (2001) Measuring the machine intelligence quotient (MIQ) of human–machine cooperative systems. Syst Man Cybern Part A Syst Hum IEEE Trans 31(2):89–96CrossRef Park HJ, Kim BK, Lim KY (2001) Measuring the machine intelligence quotient (MIQ) of human–machine cooperative systems. Syst Man Cybern Part A Syst Hum IEEE Trans 31(2):89–96CrossRef
Zurück zum Zitat Reich Y, Ziv Av A (2005) Robust product concept generation. In: ICED 05: 15th international conference on engineering design: engineering design and the global economy. Engineers Australia, Melbourne Reich Y, Ziv Av A (2005) Robust product concept generation. In: ICED 05: 15th international conference on engineering design: engineering design and the global economy. Engineers Australia, Melbourne
Zurück zum Zitat Roy R (2003) Cost engineering: why, what and how? In: Roy R, Kerr C (eds) Decision engineering report series. Cranfield University, Bedfordshire, UK Roy R (2003) Cost engineering: why, what and how? In: Roy R, Kerr C (eds) Decision engineering report series. Cranfield University, Bedfordshire, UK
Zurück zum Zitat Rzevski G (2003) On conceptual design of intelligent mechatronic systems. Mechatronics 13(10):1029–1044CrossRef Rzevski G (2003) On conceptual design of intelligent mechatronic systems. Mechatronics 13(10):1029–1044CrossRef
Zurück zum Zitat Takai S (2009) A case-based reasoning approach toward developing a belief about the cost of concept. Res Eng Des 20(4):255CrossRef Takai S (2009) A case-based reasoning approach toward developing a belief about the cost of concept. Res Eng Des 20(4):255CrossRef
Zurück zum Zitat Torry-Smith J, Achiche S, Mortensen N, Qamar A, Wikander J, During C (2011) Mechatronic design—still a considerable challenge. In: International design engineering technical conferences and computers and information in engineering conference. ASME, Washington, DC, pp 33–44 Torry-Smith J, Achiche S, Mortensen N, Qamar A, Wikander J, During C (2011) Mechatronic design—still a considerable challenge. In: International design engineering technical conferences and computers and information in engineering conference. ASME, Washington, DC, pp 33–44
Zurück zum Zitat Torry-Smith JM et al (2012) Challenges in designing mechatronic systems. J Mech Des 135(1):011005CrossRef Torry-Smith JM et al (2012) Challenges in designing mechatronic systems. J Mech Des 135(1):011005CrossRef
Zurück zum Zitat Ullman DG (2003) The mechanical design process. McGraw-Hill, Maidenheach Ullman DG (2003) The mechanical design process. McGraw-Hill, Maidenheach
Zurück zum Zitat Zhong X, Ichchou M, Saidi A (2010) Reliability assessment of complex mechatronic systems using a modified nonparametric belief propagation algorithm. Reliab Eng Syst Saf 95(11):1174–1185CrossRef Zhong X, Ichchou M, Saidi A (2010) Reliability assessment of complex mechatronic systems using a modified nonparametric belief propagation algorithm. Reliab Eng Syst Saf 95(11):1174–1185CrossRef
Zurück zum Zitat Ziv-Av A, Reich Y (2005) SOS–subjective objective system for generating optimal product concepts. Des Stud 26(5):509–533CrossRef Ziv-Av A, Reich Y (2005) SOS–subjective objective system for generating optimal product concepts. Des Stud 26(5):509–533CrossRef
Metadaten
Titel
Multi-criteria fuzzy decision support for conceptual evaluation in design of mechatronic systems: a quadrotor design case study
verfasst von
Abolfazl Mohebbi
Sofiane Achiche
Luc Baron
Publikationsdatum
17.04.2018
Verlag
Springer London
Erschienen in
Research in Engineering Design / Ausgabe 3/2018
Print ISSN: 0934-9839
Elektronische ISSN: 1435-6066
DOI
https://doi.org/10.1007/s00163-018-0287-6

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