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"Design of experiments"

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"Design of experiments"

Articles
Optimal Design of Microwave Shielding Door by Using of Design of Experiments
Ka Hee Lee, Kwang Kim
J. Korean Soc. Precis. Eng. 2023;40(1):13-19.
Published online January 1, 2023
DOI: https://doi.org/10.7736/JKSPE.022.104
In the heating and drying system using microwaves, an optimal design method was presented to effectively shield microwaves leakage between the door and the cylindrical applicator. In order to protect the human body from leaking microwaves, it is necessary to keep the intensity of microwaves below 5 mW/cm². The door part adopts a choke structure and includes a number of design factors, such as, fin shape, slit shape, and a gap between the applicator and the door. The geometry was optimized by design of experiments, applying full factorial design and response surface method in a 4-factor, 2-level design. The results obtained by ANSYS HFSS analysis were applied to the intensity of microwave leakage according to the change of the design factors. The shape of the choke structure was optimized using Minitab, a statistical program. The microwave heating and drying system was manufactured based on optimal design value and the leakage of microwaves between the door and the applicator was measured. We confirmed that the experimental values were consistent with the simulation values.
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Size Optimization for Performance Improvement of Plain Fins in Heat Exchanger of Thermo-Electric Power System
Ga Eun Kim, Hyung Joon Park, Seung Ho Han
J. Korean Soc. Precis. Eng. 2021;38(1):77-84.
Published online January 1, 2021
DOI: https://doi.org/10.7736/JKSPE.020.084
As global warming is rapidly emerging as one of the inherently global issues, one of the renewable energies, i.e. thermo-electric generation, has received attention. In order to increase the efficiency of thermo-electric generation, a maximum temperature difference in plain fins in a heat exchanger is needed, and an appropriate pressure drop is required to ensure stable flow of high temperature fluid. In the present study, the characteristics of the temperature difference and pressure difference for the 2 kW-class thermo-electric generator installed in exhaust pipes of a cogeneration plant were investigated numerically via thermal fluid analysis using ANSYS CFX. Then, size optimization for plain fins of a heat exchanger was carried out using SAS JMP, in which the temperature difference was maximized while meeting the requirement of a given pressure drop condition. A meta-model was generated by using the response surface model, and individual desirability functions were defined to derive the optimal solution that provided the maximal overall desirability function. The result obtained by size optimization showed that the temperature difference of the optimized plain fins of a heat exchanger increased by approximately 27% in comparison with the original model under the given pressure drop condition.
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Effect of Process Parameters on Mechanical Strength of Fabricated Parts using the Fused Deposition Modelling Method
Lan P. T., Huy A. Nguyen, Huy Q. Nguyen, Loc K. H., Thanh T. Tran
J. Korean Soc. Precis. Eng. 2019;36(8):705-712.
Published online August 1, 2019
DOI: https://doi.org/10.7736/KSPE.2019.36.8.705
This study investigated the effects of process parameters on mechanical properties of fabricated parts of the Polylactic acid (PLA) materials using fused deposition modeling (FDM) in 3D printing Technology. First, Taguchi method in the design of experiment (DOE) approach was applied to generate a design matrix of three process parameters namely; printing speed, extrusion temperature and layer thickness. A L9 array with 9 specimens was used for fabrication under various process parameters by the Builder 3D printer. Tensile test was implemented and recorded in accordance with ASTM D368 standard. Achieved data were analyzed using the Minitab software to show the effect of each process parameter on mechanical properties. Secondly, a regression model was developed to predict the trend of response in case of change in setting of parameters and estimating the optimal set of process parameters which creates the strongest FDM parts. The achieved optimum parameters were used to validate the fabricated samples for tensile testing. According to the results, the best mechanical strength of fabricated parts was achieved with printing speed of 48 mm/s, extrusion temperature of 220 degree of celsius (C) and the layer thickness of 0.15 mm. Also, the extrusion temperature was the most influencing factor on ultimate tensile stress.

Citations

Citations to this article as recorded by  Crossref logo
  • Predicting the dynamic tensile response of FDM materials using machine learning
    Amjad Alsakarneh, Sinan Obaidat, Ahmad A. Mumani, Mohammad F. Tamimi
    Discover Applied Sciences.2025;[Epub]     CrossRef
  • From feedforward to quantum: Exploring neural networks for predicting tensile strength in additively manufactured polylactic acid parts
    Mohammad Hossein Nikzad, Mohammad Heidari-Rarani, Reza Rasti, Neda Moghim, Sachin Shetty
    Materials Today Communications.2025; 49: 113956.     CrossRef
  • Machine learning-driven prediction of tensile strength in 3D-printed PLA parts
    Mohammad Hossein Nikzad, Mohammad Heidari-Rarani, Reza Rasti, Pooya Sareh
    Expert Systems with Applications.2025; 264: 125836.     CrossRef
  • Using Bayesian Regularized Artificial Neural Networks to Predict the Tensile Strength of Additively Manufactured Polylactic Acid Parts
    Valentina Vendittoli, Wilma Polini, Michael S. J. Walter, Stefan Geißelsöder
    Applied Sciences.2024; 14(8): 3184.     CrossRef
  • Experimental and Investigation of ABS Filament Process Variables on Tensile Strength Using an Artificial Neural Network and Regression Model
    Mostafa Adel Abdullah Hamed
    Al-Nahrain Journal for Engineering Sciences.2024; 27(2): 251.     CrossRef
  • OPTIMIZATION OF FDM 3D PRINTING PARAMETERS FOR TENSILE STRENGTH OF PETG CARBON FIBRE USING TAGUCHI METHOD
    Nor Aiman Sukindar, Nurul Aini Athirah Abdul Rahim , Ahmad Shah Hizam Md Yasir , Shafie Kamaruddin , Mohamad Talhah Al Hafiz Mohd Khata , Nor Farah Huda Abd Halim , Mohamad Nor Hafiz Jamil , Ahmad Azlan Ab Aziz
    International Journal of Modern Manufacturing Technologies.2024; 16(3): 143.     CrossRef
  • The use of machine learning in process–structure–property modeling for material extrusion additive manufacturing: a state-of-the-art review
    Ziadia Abdelhamid, Habibi Mohamed, Sousso Kelouwani
    Journal of the Brazilian Society of Mechanical Sciences and Engineering.2024;[Epub]     CrossRef
  • Machine Learning Study of the Effect of Process Parameters on Tensile Strength of FFF PLA and PLA-CF
    Abdelhamid Ziadia, Mohamed Habibi, Sousso Kelouwani
    Eng.2023; 4(4): 2741.     CrossRef
  • Metatarsal bone model production using 3D printing and comparison of material properties with results obtained from CT-based modeling and real bone
    Zeliha Coşkun, Talip Çelik, Yasin Kişioğlu
    Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine.2023; 237(4): 481.     CrossRef
  • Ergiyik filament ile imalat yönteminde kullanılan PLA ve çelik katkılı PLA filament malzemelerin mekanik ve fiziksel özelliklerinin incelenmesi
    Ali Osman ER, Osman Muhsin AYDINLI
    Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi.2023; 39(2): 1285.     CrossRef
  • INFLUENCE OF FDM PROCESS VARIABLES' ON TENSILE STRENGTH, WEIGHT, AND ACTUAL PRINTING TIME WHEN USING ABS FILAMENT
    Tahseen Fadhil Abbas, Ali Hind Basil , Kalida Kadhim Mansor
    International Journal of Modern Manufacturing Technologies.2022; 14(1): 7.     CrossRef
  • Analysis of Correlation between FDM Additive and Finishing Process Conditions in FDM Additive-Finishing Integrated Process for the Improved Surface Quality of FDM Prints
    Ji Won Yu, Hyung Jin Jeong, Jae Hyung Park, Dong Hun Lee
    Journal of the Korean Society for Precision Engineering.2022; 39(2): 159.     CrossRef
  • Regression Model for Optimization and Prediction of Tensile Strength of a PLA Prototype Printed
    Lahcen Hamouti, Omar El Farissi, Omar Outemssa
    Journal of Advanced Computational Intelligence and Intelligent Informatics.2022; 26(6): 952.     CrossRef
  • Effect of extruder temperature and printing speed on the tensile strength of fused deposition modeling (FDM) 3D printed samples: a meta-analysis study
    Sajjad Farashi, Fariborz Vafaee
    International Journal on Interactive Design and Manufacturing (IJIDeM).2022; 16(1): 305.     CrossRef
  • Effects of raster angle in single- and multi-oriented layers for the production of polyetherimide (PEI/ULTEM 1010) parts with fused deposition modelling
    Musa Yilmaz, Necip Fazil Yilmaz
    Materials Testing.2022; 64(11): 1651.     CrossRef
  • Optimisation of Strength Properties of FDM Printed Parts—A Critical Review
    Daniyar Syrlybayev, Beibit Zharylkassyn, Aidana Seisekulova, Mustakhim Akhmetov, Asma Perveen, Didier Talamona
    Polymers.2021; 13(10): 1587.     CrossRef
  • Influence of 3D printing process parameters on the mechanical properties and mass of PLA parts and predictive models
    João Araújo Afonso, Jorge Lino Alves, Gabriela Caldas, Barbara Perry Gouveia, Leonardo Santana, Jorge Belinha
    Rapid Prototyping Journal.2021; 27(3): 487.     CrossRef
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Topology and Multi-Objective Structural Optimization of Frame Structure for a Mechanical Press with Capacity of 300 Ton
Han Sol Kim, Seok Il Kim
J. Korean Soc. Precis. Eng. 2019;36(3):247-253.
Published online March 1, 2019
DOI: https://doi.org/10.7736/KSPE.2019.36.3.247
To secure the precision forming capability of a press while reducing its production and transport costs, the development of stiff and lightweight frame is important. In this study, the topology and multi-objective structural optimization problem of a frame structure was introduced with an effort to develop highly stiff and lightweight frame for a mechanical press with 300 ton capacity. First, a design space model was constructed to derive a new frame structure different from the existing one for topology optimization. Using the design of experiments and the structural analysis model of the frame structure improved based on the topology optimization result, the multi-objective optimization problem was established with loop stiffness and mass of frame as objectives and the steel plate thickness as design variable. The review on Pareto optimum solutions of the multi-objective optimization problem revealed the fact that this optimization method could significantly contribute to the high stiffness and lightweight frame structure for a mechanical press.

Citations

Citations to this article as recorded by  Crossref logo
  • An high efficient structural design method integrated simulation-optimization-verification for improving stiffness of large heavy-duty press frames
    Rui Wang, Zhili Hu, Meng Ma
    Journal of Mechanical Science and Technology.2025; 39(3): 1191.     CrossRef
  • Simulation Analysis and Key Performance Index for Experimental Verification of a New Type of Press Transmission Mechanism
    Yanzhong He, Xiang Luo, Xingsong Wang
    Machines.2024; 12(7): 452.     CrossRef
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Optimal Design of Boom Joint for 2.5 Ton Class Aerial Lift Truck
Jung Min Hong, Jai Hak Lee
J. Korean Soc. Precis. Eng. 2018;35(8):769-775.
Published online August 1, 2018
DOI: https://doi.org/10.7736/KSPE.2018.35.8.769
Due to urbanization, parameters such as large size and height constrain the workspace of aerial lift truck. An aerial lift truck with reduced height was developed to decrease the telescopic boom. Based on FEM Analysis, the failure was localized to the shaft of the boom joint. Shape optimization was performed using the Design of Experiment based on three design factors. As a result, the maximum equivalent stress of boom joint was reduced by about 32.33%.

Citations

Citations to this article as recorded by  Crossref logo
  • Optimal Design of 50 ton Hydraulic Breaker Housing
    Jai Hak Lee, Dong Ju Lee, Jun Young Choi
    Journal of the Korean Society for Precision Engineering.2022; 39(4): 269.     CrossRef
  • A Study on Structural Analysis for Stability Evaluation According to Design Parameters of a Fire Ladder Vehicle
    Hoon Jung, Cheol-Jung Kim, Hong-Gun Kim
    Journal of the Korean Society of Manufacturing Process Engineers.2020; 19(8): 64.     CrossRef
  • Optimal Design of Boom for Telescopic Boom Type Forklift Truck
    Jai Hak Lee, Kang Su Kim
    Journal of the Korean Society for Precision Engineering.2020; 37(6): 457.     CrossRef
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Design of a Cover Locking Mechanism with a Miniature Solenoid
Sung Gyu Koh, Kwon Hee Kim
J. Korean Soc. Precis. Eng. 2017;34(11):807-812.
Published online November 1, 2017
DOI: https://doi.org/10.7736/KSPE.2017.34.11.807
In this investigation, a locking mechanism was proposed for electronic products that have battery covers. The exterior design of electronic products has been advanced with diversified materials including polymers and metals. Unlike polymers such as polycarbonate, metals are not easily deformed. Therefore, products with a metallic exterior have an added button to release the battery cover, which limits the quality of the exterior design. In this study, a new design without a release button that included a miniature solenoid inside the product was proposed. The Taguchi method was used to maximize the attraction force of the solenoid while, at the same time, minimizing its dimensions.

Citations

Citations to this article as recorded by  Crossref logo
  • Design and optimization of a novel solenoid with high magnetic uniformity
    Xuehua Zhu, Meng Xing, Juntao Ye, Xinyu Liu, Ziruo Ren
    Scientific Reports.2024;[Epub]     CrossRef
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