Application of the Taguchi Method and Grey Relational Analysis for Multi-Objective Optimization of a Two-Stage Bevel Helical Gearbox
This paper introduces a novel approach to deal with the multi-objective optimization of a two-stage bevel helical gearbox by applying the Taguchi method and Grey Relation Analysis (GRA). The goal of the study is to find optimal main design factors that minimize the gearbox volume and maximize the ge...
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| Published in | Machines (Basel) Vol. 11; no. 7; p. 716 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Basel
MDPI AG
01.07.2023
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| Subjects | |
| Online Access | Get full text |
| ISSN | 2075-1702 2075-1702 |
| DOI | 10.3390/machines11070716 |
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| Abstract | This paper introduces a novel approach to deal with the multi-objective optimization of a two-stage bevel helical gearbox by applying the Taguchi method and Grey Relation Analysis (GRA). The goal of the study is to find optimal main design factors that minimize the gearbox volume and maximize the gearbox efficiency. To accomplish this, five main design parameters were selected: the coefficients of wheel face width (CWFW) of the bevel and the helical gear sets, the allowable contact stresses (ACS) of the first and the second stages, and the gear ratio of the first stage. Furthermore, two single targets were investigated: minimum gearbox volumes, and maximum gearbox efficiency. Also, the multi-objective optimization problem is solved through two steps: Step 1 for closing the gap between variable levels and Step 2 for determining the optimal main design factors. The study’s findings were used to introduce the optimum values of five major design parameters for designing a two-stage helical gearbox. |
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| AbstractList | This paper introduces a novel approach to deal with the multi-objective optimization of a two-stage bevel helical gearbox by applying the Taguchi method and Grey Relation Analysis (GRA). The goal of the study is to find optimal main design factors that minimize the gearbox volume and maximize the gearbox efficiency. To accomplish this, five main design parameters were selected: the coefficients of wheel face width (CWFW) of the bevel and the helical gear sets, the allowable contact stresses (ACS) of the first and the second stages, and the gear ratio of the first stage. Furthermore, two single targets were investigated: minimum gearbox volumes, and maximum gearbox efficiency. Also, the multi-objective optimization problem is solved through two steps: Step 1 for closing the gap between variable levels and Step 2 for determining the optimal main design factors. The study’s findings were used to introduce the optimum values of five major design parameters for designing a two-stage helical gearbox. |
| Audience | Academic |
| Author | Hoang, Xuan-Tu Le, Xuan-Hung Nguyen, Thi-Thanh-Nga Tran, Huu-Danh Trieu, Quy-Huy Vu, Ngoc-Pi |
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| Cites_doi | 10.1016/j.cirp.2014.03.124 10.3139/120.110349 10.1088/1757-899X/542/1/012007 10.1016/j.mechmachtheory.2019.03.037 10.1007/s40430-020-02557-2 10.37624/IJERT/13.7.2020.1692-1699 10.1002/9781118392393 10.1016/j.procir.2022.02.158 |
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| References | Tuyen (ref_8) 2020; 13 Mendi (ref_3) 2012; 54 Maputi (ref_17) 2020; 42 Pi (ref_13) 2016; 5 ref_14 Romhild (ref_18) 1992; 44 Patil (ref_16) 2019; 138 Pi (ref_11) 2019; 542 ref_12 Astoul (ref_1) 2014; 63 ref_21 ref_20 Eremeev (ref_4) 2022; 106 Milou (ref_7) 1996; 1230 ref_2 ref_19 ref_9 (ref_15) 2017; 4 ref_5 Hong (ref_10) 2019; 14 ref_6 |
| References_xml | – volume: 1230 start-page: 227 year: 1996 ident: ref_7 article-title: Optimal design of two step gear units, regarding the main parameters publication-title: VDI Berichte – ident: ref_6 – ident: ref_9 – ident: ref_5 – volume: 4 start-page: 100 year: 2017 ident: ref_15 article-title: Grey-based Taguchi method and its application in optimizing the cutting conditions publication-title: Vietnam. Mech. Eng. J. – volume: 63 start-page: 165 year: 2014 ident: ref_1 article-title: New methodology to reduce the transmission error of the spiral bevel gears publication-title: CIRP Ann. doi: 10.1016/j.cirp.2014.03.124 – volume: 5 start-page: 566 year: 2016 ident: ref_13 article-title: Optimum calculation of partial transmission ratios of mechanical driven systems using a V-belt and two-step bevel helical gearbox publication-title: J. Environ. Sci. Eng. A – ident: ref_2 – ident: ref_12 – volume: 14 start-page: 2592 year: 2019 ident: ref_10 article-title: A study on calculation of optimum gear ratios for three stage bevel helical gearboxes publication-title: ARPN J. Eng. Appl. Sci. L – volume: 54 start-page: 431 year: 2012 ident: ref_3 article-title: Application of genetic algorithm (GA) for optimum design of module, shaft diameter and bearing for bevel gearbox publication-title: Mater. Test. doi: 10.3139/120.110349 – volume: 542 start-page: 012007 year: 2019 ident: ref_11 article-title: Determination of optimum gear ratios of a three stage bevel helical gearbox publication-title: IOP Conf. Ser. Mater. Sci. Eng. doi: 10.1088/1757-899X/542/1/012007 – volume: 138 start-page: 38 year: 2019 ident: ref_16 article-title: Multi-objective optimization of the two-stage helical gearbox with tribological constraints publication-title: Mech. Mach. Theory doi: 10.1016/j.mechmachtheory.2019.03.037 – volume: 42 start-page: 477 year: 2020 ident: ref_17 article-title: Multi-objective optimization of a 2-stage spur gearbox using NSGA-II and decision-making methods publication-title: J. Braz. Soc. Mech. Sci. Eng. doi: 10.1007/s40430-020-02557-2 – ident: ref_14 – volume: 13 start-page: 1692 year: 2020 ident: ref_8 article-title: Optimization of transmission ratios for two-stage bevel helical gearboxes based on mass function publication-title: Int. J. Eng. Res. Technol. doi: 10.37624/IJERT/13.7.2020.1692-1699 – volume: 44 start-page: 229 year: 1992 ident: ref_18 article-title: Gezielte Auslegung Von Zahnradgetrieben mit minimaler Masse auf der Basis neuer Berechnungsverfahren publication-title: Konstruktion – ident: ref_19 doi: 10.1002/9781118392393 – ident: ref_21 – ident: ref_20 – volume: 106 start-page: 76 year: 2022 ident: ref_4 article-title: Single and multi-objective optimization of a gearbox considering dynamic performance and assemblability publication-title: Procedia CIRP doi: 10.1016/j.procir.2022.02.158 |
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| SubjectTerms | Bearings Bevels Contact stresses Design factors Design optimization Design parameters Efficiency Friction gear ratio Gear ratios gearbox Gearboxes grey relational analysis Helical gears Mathematical optimization multi-objective optimization Multiple criteria decision making Multiple objective analysis Objectives Optimization Ratios Taguchi method Taguchi methods Taguchi methods (Quality control) two-stage bevel helical gearbox Velocity |
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| Title | Application of the Taguchi Method and Grey Relational Analysis for Multi-Objective Optimization of a Two-Stage Bevel Helical Gearbox |
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