Telaah Kajian dan Literature Review Design of Experiment (DoE)

Authors

  • Benazir Imam Arif Muttaqin

DOI:

https://doi.org/10.52435/jaiit.v1i1.10

Keywords:

design of experiment, literature review, perencanaan, statistikal

Abstract

Ketika kita merancang suatu eksperimen, dibutuhkan suatu perencanaan yang baik agar hasil eksperimen dapat valid, efisien, dan secara statistikal dapat dipertanggungjawabkan dengan baik. Salah satu konsep kajian yang sangat banyak digunakan dan dikembangkan di dalam eksperimen adalah Design of Experiment (DoE). Di dalam DoE terdapat serangkaian tahapan/prosedur yang harus dilaksanakan sebelum peneliti melakukan suatu eksperimen. Konsep DoE pertama kali diperkenalkan oleh Sir Ronald A. Fisher pada tahun 1930. Sampai saat ini telah banyak teknik-teknik DoE yang berkembang dan digunakan untuk memecahkan berbagai macam persoalan di berbagai bidang. Artikel ini menghasilkan telaah kajian DoE mulai dari konsep, latar belakang kemunculan, dan isu-isu terkait penggunaan DoE serta literature review tentang perkembangan konsep, teknik, dan contoh penggunaan DoE selama tiga tahun terakhir.

References

Antony, J., Chou, T., dan Ghosh, S. (2003). ‘Training for Design of Experiments’, Work Study, Vol. 52 Iss 7 pp. 341 - 346.

Atkinson, A. C. (1982). ‘Developments in the Design of Experiments’, International Statistical Review, 50 (1982), pp. 161-177.

Chan, Y. H., Dang, K. V., Yusup, S., Lim, M. T., Zain, A. M., dan Uemura, Y. (2014). ‘Studies on Catalytic Pyrolysis of Empty Fruit Bunch (EFB) Using Taguchi's L9 Orthogonal Array’, Journal of the Energy Institute, Vol. 87, pp. 227-234.

Costa, N. R. P., Pires, A. R., dan Riberiro, C. O. (2006). ‘Guidelines to Help Practitioners of Design of Experiments’, The TQM Magazine, Vol. 18 Iss 4 pp. 386 - 399.

Das, S. P., Gupta, A., Das, D., dan Goyal, A. (2016). ‘Enhanced Bioethanol Production from Water Hyacinth (Eichhornia Crassipes) by Statistical Optimization of Fermentation Process Parameters using Taguchi Orthogonal Array Design’, International Biodeterioration & Biodegradation, Vol. 109, pp. 174-184.

Ding, Y., Zheng, J., Xia, X., Ren, T., dan Kan, J. (2016). ‘Box–Behnken Design for the Optimization of Nanoscale Retrograded Starch Formation by High-Power Ultrasonication’, LWT - Food Science and Technology, Vol. 67, pp. 206-213.

Firka, D. (2011). ‘Statistical, Technical and Sociological Dimensions of Design of Experiments’, The TQM Journal, Vol. 23 No. 4, 2011, pp. 435-445.

Friesena, A. P., Conner, R. L., Robinson, D. E., Bartonc, W. R., dan Gillard, C. L. (2014). ‘Effect of Microwave Radiation on Dry Bean Seed Infected with Xanthomonas Axonopodis Pv. Phaseoli with and without The Use of Chemical Seed Treatment’, Crop Protection, Vol. 65, pp. 77-85.

Kalam, M. A., Khan, A. A., Khan, S., Almalik, A., dan Alshamsan, A. (2016). ‘Optimizing Indomethacin-loaded Chitosan Nanoparticle Size, Encapsulation, and Release Using Box–Behnken Experimental Design’, International Journal of Biological Macromolecules, Vol. 87, pp. 329-340.

Khani M., Bahrami, A., dan Ghafari, M. D. (2016). ‘Optimization of Operating Parameters for Anti-Corrosive Biopolymer Production by Chryseobacterium Indologenes MUT.2 using Central Composite Design Methodology’, Journal of the Taiwan Institute of Chemical Engineers, Vol. 59, pp. 165-172.

Lemonakis, N., Skaltsounis, A. L., Tsarbopoulos, A., dan Gikas, E. (2016). ‘Optimization of Parameters Affecting Signal Intensity in An LTQ-Orbitrap in Negative Ion Mode: A Design Of Experiments Approach’, Talanta, Vol. 147, pp. 402-409.

Moçoteguy, P., Ludwig, B., dan Steiner, N. Y. (2016). ‘Application of Current Steps and Design of Experiments Methodology to The Detection of Water Management Faults in A Proton Exchange Membrane Fuel Cell Stack’, Journal of Power Sources, Vol. 303, pp. 126-136.

Montgomery, D. C. dan Woodall, W. H. (2008). ‘An Overview of Six Sigma’, International Statistical Review / Revue Internationale de Statistique, Vol. 76, No. 3 December 2008), pp. 329-346.

Montorsi, M., Mugoni, C., Passalacqua, A., Annovi, A., Marani, F., Fossa, L., Capitani, R., dan Manfredini, T. (2016). ‘Improvement of Color Quality and Reduction of Defects in The Ink Jet-Printing Technology for Ceramic Tiles Production: A Design of Experiments Study’, Ceramic International, Vol. 42, pp. 1459-1469.

Moore, W. A. dan Sexten, W. J. (2015). ‘Effect of Bale Feeder and Forage on Hay Waste, Disappearance, and Sorting’, The Professional Animal Scientist, Vol. 31, pp. 248-254.

Özdemir, U., Özbay, B., Özbay, İ., dan Veli, S. (2014). ‘Application of Taguchi L32 Orthogonal Array Design to Optimize Copper Biosorption by Using Spaghnum Moss’, Ecotoxicology and Environmental Safety, Vol. 107, pp. 229-235.

Park, C. S., Park, I., dan Kim, B. G. (2016). ‘Effects of an Enzyme Cocktail on Digestible and Metabolizable Energy Concentrations in Barley, Corn, and Wheat Fed to Growing Pigs’, Livestock Science, Vol. 187, pp. 1-5.

Pontes, F. J., Amorim, G. F., Balestrassi, P. P., Paiva, A. P., dan Ferreira, J. R. (2016). ‘Design of Experiments and Focused Grid Search for Neural Network Parameter Optimization’, Neurocomputing, Vol. 186, pp. 22-34.

Ranga, A., Jaimini, M., Sharma, S. K., Chauhan, B. S., dan Kumar, A. (2014). ‘A Review on Design OF Experiments (DOE)’, International Journal of Pharmaceutical and Chemical Sciences, Vol. 3 (1) Jan-Mar 2014.

Reis, G. S., Wilhelm, M., Silva, T. C. A., Rezwan, K., Sampaio, H., Lima, E. C., Selene, M. A., dan Souza, G. U. (2016). ‘The Use of Design of Experiments for The Evaluation of The Production of Surface Rich Activated Carbon From Sewage Sludge via Microwave and Conventional Pyrolysis’, Applied Thermal Engineering, Vol. 93, pp. 590-597.

Rizzetti, T. M., Kemmerich, M., Martins, M. L., Prestes, O. D., Adaime, M. B., dan Zanella, R. (2016). ‘Optimization of a QuEChERS Based Method by Means of Central Composite Design for Pesticide Multiresidue Determination in Orange Juice By UHPLC–MS/MS’, Food Chemistry, Vol. 196, pp. 25-33.

Tang, J., Gong, H. S., Wu, F., dan Herman C. (2016). ‘Performance Evaluation of A Novel Method of Frost Prevention and Retardation for Air Source Heat Pumps using The Orthogonal Experiment Design Method’, Applied Energy, Vol. 169, pp. 696-708.

Telford, J. K. (2007). ‘A Brief Introduction to Design of Experiments’, Johns Hopkins APL Technical Digest, 232 Volume 27, Number 3.

Zolgharnein, J., Asanjarani, N., dan Shariatmanesh, T. (2013). ‘Taguchi L16 Orthogonal Array Optimization for Cd (II) Removal using Carpinus Betulus Tree Leaves: Adsorption Characterization’, International Biodeterioration & Biodegradation, Vol. 85, pp. 66-67.

Downloads

Published

2019-11-01

How to Cite

Muttaqin, B. I. A. (2019). Telaah Kajian dan Literature Review Design of Experiment (DoE). Journal of Advances in Information and Industrial Technology, 1(1), 33–40. https://doi.org/10.52435/jaiit.v1i1.10

Issue

Section

Review Article