Multicriteria decision analysis framework for part orientation analysis in additive manufacturing

다국어 초록 (Multilingual Abstract)

Additive manufacturing (AM) or three-dimensional printing (3DP) refers to producing objects from digital information layer by layer. Despite recent advancements in AM, process planning in AM has not received much attention compared to subtractive manufacturing. One of the critical process planning issues in AM is deciding part orientation. In this research, the integrative framework of multicriteria decision making for part orientation analysis in AM is investigated. Initially, quantitative data are assessed using the data envelopment analysis (DEA) technique without preferences from a decision maker. In contrast, a decision maker’s preferences are qualitatively analysed using the analytic hierarchy process (AHP) technique. Then, the proposed framework combining explicit data as in DEA, implicit preference as in AHP, and linear normalization (LN) technique is used, which reflects both preference and objective data in supporting decision making for 3DP part orientation. Two particular AM technologies, namely Fused Deposition Modelling and Selective Laser Sintering, are used as a case study to illustrate the proposed algorithm, which is further verified with experts to improve process planning for AM.

참고문헌 (Reference)

1 Wohlers, T., "Wohlers report 2018" Wohlers Associates, Inc 2018

2 Munier, N., "Uses and limitations of the AHP method" Springer 41-90, 2021

3 Schranz, C., "Tweaker-auto rotation module for FDM 3D printing"

4 "Tweaker-3"

5 Lambert, P., "Tensile properties of materials: FDM printer and SLS printer"

6 Jiang, J., "Support structures for additive manufacturing : A review" 2 (2): 64-, 2018

7 ASTM, "Standard terminology for additive manufacturing technologies"

8 Taufik, M., "Role of build orientation in layered manufacturing : A review" 27 : 47-73, 2013

9 Ha, S., "Phenomenological deformation patterns of 3D printed products in a selective laser sintering process" 10-12, 2016

10 Jiang, J., "Path planning strategies to optimize accuracy, quality, build time and material use in additive manufacturing : A review" 11 (11): 633-, 2020

11 Jiang, J., "Optimization of process planning for reducing material waste in extrusion-based additive manufacturing" 59 : 317-325, 2019

12 Jiang, J., "Optimisation of multi-part production in additive manufacturing for reducing support waste" 14 (14): 219-228, 2019

13 Ransikarbum, K., "Multiple-objective analysis of integrated relief supply and network restoration in humanitarian logistics operations" 54 : 49-68, 2016

14 Xiling Yao, "Multidisciplinary design optimization to identify additive manufacturing resources in customized product development" 한국CDE학회 4 (4): 131-142, 2017

15 Cheng, W., "Multi-objective optimization of partbuilding orientation in stereolithography" 1 (1): 12-23, 1995

16 Ransikarbum, K., "Multi-objective optimization analysis for part-to-printer assignment in a network of 3D fused deposition modeling" 43 : 35-46, 2017

17 Ransikarbum, K., "Multi-criteria selection problem of part orientation in 3D fused deposition modeling based on analytic hierarchy process model: A case study" IEEE 1455-1459, 2017

18 Wattanasaeng, N., "Model and analysis of economic-and risk-based objective optimization problem for plant location within industrial estates using epsilonconstraint algorithms" 9 (9): 46-, 2021

19 Ga, B., "Methodology for part building orientation in additive manufacturing" 16 (16): 113-128, 2019

20 "Materialise Magics"

21 Jingchao Jiang, "Machine learning integrated design for additive manufacturing" Springer Science and Business Media LLC 1-14, 2020

22 Kasin Ransikarbum, "Integrated Fuzzy Analytic Hierarchy Process and Technique for Order of Preference by Similarity to Ideal Solution for Additive Manufacturing Printer Selection" Springer Science and Business Media LLC 30 (30): 6481-6492, 2021

23 Ransikarbum, K., "Goal programmingbased post-disaster decision making for integrated relief distribution and network restoration" 182 : 324-341, 2016

24 Canellidis, V., "Geneticalgorithm-based multi-objective optimization of the build orientation in Stereolithography" 45 : 714-730, 2009

25 Khamhong, P., "Fuzzy analytic hierarchy process (AHP)-based criteria analysis for 3D printer selection in additive manufacturing" IEEE 1-5, 2019

26 Moroni, G., "Functionality-based part orientation for additive manufacturing" 36 : 217-222, 2015

27 Zhang, Y., "Feature based building orientation optimization for additive manufacturing" 22 (22): 358-376, 2016

28 Saaty, T. L., "Extending the measurement of tangibles to intangibles" 8 : 7-27, 2009

29 Ransikarbum, K., "Evaluation of assembly part build orientation in additive manufacturing environment using data envelopment analysis" EDP Sciences 293 : 02002-, 2019

30 Charnes, A., "Evaluating program and managerial efficiency : an application of data envelopment analysis to program follow through" 27 (27): 668-697, 1981

31 Jungmok Ma, "Environmentally Sustainable Management of 3D Printing Network: Decision Support for 3D Printing Work Allocation" 한국정밀공학회 21 (21): 537-544, 2020

32 Nelson, J. A., "Effects of scan direction and orientation on mechanical properties of laser sintered polyamide-12" 7 : 19-25, 2014

33 Leirmo, T. S., "Deterministic part orientation in additive manufacturing using feature recognition" 88 : 405-410, 2020

34 Byun, H. S., "Determination of the optimal build direction for different rapid prototyping processes using multi-criterion decision making" 22 (22): 69-80, 2006

35 Qin, Y., "Determination of optimal build orientation for additive manufacturing using Muirhead mean and prioritised average operators" 30 (30): 3015-3034, 2019

36 Dweiri, F., "Designing an integrated AHP based decision support system for supplier selection in automotive industry" 62 : 273-283, 2016

37 Thompson, M. K., "Design for additive manufacturing : trends, opportunities, considerations, and constraints" 65 (65): 737-760, 2016

38 Giannatsis, J., "Decision support tool for selecting fabrication parameters in stereolithography" 33 (33): 706-718, 2007

39 Zhang Yongjie, "Data-driven design strategy in fused filament fabrication: status and opportunities" 한국CDE학회 8 (8): 489-509, 2021

40 Ransikarbum, K., "Data envelopment analysisbased multi-criteria decision making for part orientation selection in fused deposition modeling" IEEE 81-85, 2017

41 Liu, J. S., "Data envelopment analysis 1978–2010 : A citation-based literature survey" 41 : 3-15, 2013

42 Chaiyaphan, C., "Criteria analysis of food safety using the analytic hierarchy process (AHP)-A case study of Thailand’s fresh markets" EDP Sciences 141 : 02001-, 2020

43 Wattanasaeng, N., "Cost optimization model for plant assignment in industrial estate planning" IEEE 1-6, 2019

44 Xu, F., "Considerations and selection of optimal orientation for different rapid prototyping systems" 5 (5): 54-60, 1999

45 Hadad, Y., "Combining the AHP and DEA methodologies for selecting the best alternative" 9 (9): 251-267, 2011

46 Keren, B., "Combining AHP and DEA methods for selecting a project manager" 19 (19): 17-28, 2014

47 Zhang, Y., "Build orientation optimization for multi-part production in additive manufacturing" 28 (28): 1393-1407, 2017

48 Zhang, Y., "Build orientation determination for multi-material deposition additive manufacturing with continuous fibers" 50 : 414-419, 2016

49 Ingole, D. S., "Build orientation analysis forminimum cost determination in FDM" 225 (225): 1925-1938, 2011

50 Ransikarbum, K., "Analytic hierarchy process approach for healthcare educational media selection: Additive manufacturing inspired study" IEEE 154-158, 2021

51 Vaidya, O. S., "Analytic hierarchy process : An overview of applications" 169 : 1-29, 2006

52 Sangho Ha, "Analysis of Shape Deformation from Densification of Additive Manufacturing Parts in Selective Laser Sintering" 한국정밀공학회 21 (21): 1571-1580, 2020

53 Thanki, S., "An investigation on lean-green implementation practices in Indian SMEs using analytical hierarchy process(AHP)approach" 135 : 284-298, 2016

54 Bayazit, O., "An analytical network processbased framework for successful total quality management(TQM) : An assessment of Turkish manufacturing industry readiness" 105 : 79-96, 2007

55 Germain Sossou, "An additive manufacturing oriented design approach to mechanical assemblies" 한국CDE학회 5 (5): 3-18, 2018

56 Channarong Puchongkawarin, "An Integrative Decision Support System for Improving Tourism Logistics and Public Transportation in Thailand" Informa UK Limited 18 (18): 614-629, 2021

57 Ransikarbum, K., "Additive manufacturingbased healthcare 3D model for education: Literature review and a feasibility study" IEEE 1-6, 2019

58 Gibson, I., "Additive manufacturing technologies: 3D printing, rapid prototyping, and direct digital manufacturing" Springer 2014

59 Gardan, J., "Additive manufacturing technologies : State of the art and trends" 54 (54): 1-15, 2015

60 Rashidi, K., "AHP versus DEA : A comparative analysis for the gradual improvement of unsustainable suppliers" 27 (27): 2283-2321, 2020

61 Zhang, Y., "A statistical method for build orientation determination in additive manufacturing" 25 (25): 187-207, 2019

62 Jiang, J., "A reviewofmultiple degrees of freedom for additive manufacturing machines" 34 (34): 195-211, 2021

63 Di Angelo, L., "A reliable build orientation optimization method in additive manufacturing : The application to FDM technology" 108 : 263-276, 2020

64 Dong, Q., "A peer-to-peer dynamic adaptive consensus reaching model for the group AHP decision making" 250 (250): 521-530, 2016

65 Jiang, J., "A novel fabrication strategy for additive manufacturing processes" 272 : 122916-, 2020

66 Kokangul, A., "A new approximation for risk assessment using the AHP and Fine Kinney methodologies" 91 : 24-32, 2017

67 Ha, S., "A dimensional compensation algorithm for vertical bending deformation of 3D printed parts in selective laser sintering" 24 (24): 955-963, 2018

68 Ransikarbum, K., "A decisionsupport model for additive manufacturing scheduling using an integrative analytic hierarchy process andmulti-objective optimization" 10 (10): 5159-, 2020

69 한정엽, "3D프린팅을 활용한 프로토타입 모델링 제작기법 연구" 한국상품문화디자인학회 (34) : 97-109, 2013