مقایسه نتایج مطالعات طراحی شده با روش های تاگوچی و فاکتوریل کامل در بررسی پارامتریک الگوی جریان حول آبشکن

نویسندگان
1 دانشگاه آزاد اسلامی واحد بویین زهرا
2 موسسه آموزش عالی اسرار
چکیده
چکیده- در مطالعه پدیده‌های هیدرولیکی که تابع متغیرهای مختلف با سطوح تغییر متفاوت هستند، باید تمام ترکیبات ممکن (فاکتوریل کامل) آنها بررسی شود. اگر تعداد متغیرها اندک و شمار سطوح آنها کم باشد، انجام مطالعات به تعداد فاکتوریل کامل منطقی است. گاهی اوقات به دلیل مسائل اقتصادی و یا زمانی امکان انجام تعداد زیاد مطالعات وجود ندارد. روش تاگوچی که برای طراحی مطالعات به کار می‌رود، به جای استفاده از ترکیبات فاکتوریلی کامل از ترکیبات فاکتوریلی جزئی بهره می‌برد. این روش تعداد مطالعات را کاهش داده ضمن آنکه مقایسه موزون تمام متغیرها را تضمین می‌کند. هدف از پژوهش حاضر بررسی تأثیر استفاده از روش تاگوچی در مقدار بهینه بدست آمده برای پارامترهای طول آبشکن و موقعیت آن در قوس 90 درجه، در اعداد فرود مختلف، بر هیدرودینامیک جریان حول آبشکن است. همچنین مقایسه‌ای بین نتایج روش تاگوچی با روش فاکتوریل کامل در تعداد مطالعات، تعیین سطح بهینه هریک از پارامترها و زمان انجام مطالعات صورت گرفته است. بدین منظور برای هریک از پارامترهای طول و موقعیت آبشکن در قوس و عدد فرود، سه سطح تغییر درنظر گرفته شده است. مطالعات با روش‌های تاگوچی و فاکتوریل کامل طراحی شده و از مدل عددی SSIIM برای انجام آن‌ها استفاده شده است. نتایج نشان داد روش تاگوچی، با 9 مطالعه به جای 27 مطالعه، با دقت خوب و نزدیک به نتایج طرح فاکتوریل کامل، ترکیب بهینه پارامترهارا پیش بینی نموده است. همچنین استفاده از روش تاگوچی منجر به کاهش حدود 66 درصدی در زمان مطالعات شده است.

کلیدواژه‌ها

موضوعات


عنوان مقاله English

Comparison of the results of studies designed by Taguchi and full factorial methods for parametric investigation of flow pattern around spur dike

نویسندگان English

Massumeh Rostamabadi 1
Mandana Naji Abhari 2
2 Asrar Institute of Higher Education
چکیده English

Full factorial investigation is necessary in the study of the hydraulic phenomena which are function of different variables with different levels. It is logical to use the full factorial method when the number of variables and their levels are low. However, sometimes due to lack of time and shortage of financial restrictions, using the full factorial method is not possible. The Taguchi method, which is used for design of experiments, uses the fractional factorial instead of full factorial. This method not only decrease the number of studies but also guaranties the correlated comparison of all variables. In this paper the Taguchi method is used for finding the optimized hydraulic parameters like length and location of spur dike in different Froude Numbers in 90 degree bend. Furthermore, the comparison between the Taguchi method and full factorial is done for the number of investigations, finding the optimized level for each parameter and the time needed for study. In order to get the results, the parameters of length, location of spur dike in 90 degree bend, and the Froude Number are considered with three different levels. The SSIIM numerical model is applied to simulate the studies designed by Taguchi and full factorial methods. The results show that the Taguchi method, could predict the optimum parameters only with 9 studies whereas with full factorial method 27 studies was necessary. Also, using Taguchi method leads to more than 66% decrease in the total running time. For studies designed by Taguchi method, the optimum value of length of spur dike is the as one designed by Full factorial method. Also, the length of spur dike is the most effective parameter on flow pattern around spur dike and the position of spur dike and Froude Number are next in rank, respectively. These results are the same for two methods used to design of studies. Using 9 studies designed by Taguchi method, investigation of the effect of other parameter such as the angle of the spur dike is possible without changing the number of studies, whereas 81 studies should be done by full factorial method.

Full factorial investigation is necessary in the study of the hydraulic phenomena which are function of different variables with different levels. It is logical to use the full factorial method when the number of variables and their levels are low. However, sometimes due to lack of time and shortage of financial restrictions, using the full factorial method is not possible. The Taguchi method, which is used for design of experiments, uses the fractional factorial instead of full factorial. This method not only decrease the number of studies but also guaranties the correlated comparison of all variables. In this paper the Taguchi method is used for finding the optimized hydraulic parameters like length and location of spur dike in different Froude Numbers in 90 degree bend. Furthermore, the comparison between the Taguchi method and full factorial is done for the number of investigations, finding the optimized level for each parameter and the time needed for study. In order to get the results, the parameters of length, location of spur dike in 90 degree bend, and the Froude Number are considered with three different levels. The SSIIM numerical model is applied to simulate the studies designed by Taguchi and full factorial methods. The results show that the Taguchi method, could predict the optimum parameters only with 9 studies whereas with full factorial method 27 studies was necessary. Also, using Taguchi method leads to more than 66% decrease in the total running time. For studies designed by Taguchi method, the optimum value of length of spur dike is the as one designed by Full factorial method. Also, the length of spur dike is the most effective parameter on flow pattern around spur dike and the position of spur dike and Froude Number are next in rank, respectively. These results are the same for two methods used to design of studies. Using 9 studies designed by Taguchi method, investigation of the effect of other parameter such as the angle of the spur dike is possible without changing the number of studies, whereas 81 studies should be done by full factorial method.

کلیدواژه‌ها English

90 degrees bend
Taguchi method
full factorial
cost and time effective
[1] Tan, O; Zaimoglu, A. S; Hinislioglu, S; and Altun, S. 2005. Taguchi approach for optimization of the bleeding on cement-based grouts. Tunneling and Underground Space Technology; 20, 167-173.
[2]Chaulia, P. K; and Das, R. 2008. Process parameter optimization for fly ash brick by Taguchi method. Materials Research, 11(2), 159-164.
[3] Ghahramani, P. 2009. Estimation of bearing capacity of piles using numerical modeling of piling loading test. M.Sc. thesis for Soil and Foundation. Tarbiat Modares Uni. (In Persian).
[4] Paidari, P., Taebi, A. Hasheminejad, H. 2010. Oak Performance as Coagulant in Water and Sewage Treatment. Fourth Environmental Professional Conference, Tehran Uni. (In Persian).
[5] Takhtkoseh, A., Taebi, A., Afuni, M. 2011. Optimization of the effective parameters for the removal of Pb(II) from aqueous solutions by dolomite as a cheap absorbent. Fourth National Congress on Civil Engineering. Tehran Uni. (In Persian).
[6]Chamoli, S. 2015. Taguchi approach for optimization of flow and geometrical parameters in a rectangular channel roughened with V down perforated baffles. Case Studies in Thermal Engineering, 5, 59–69.
[7] Shahsavan, s., Sadeghi, M., Fadaee, A., Sedehi, M., Razavi, T. 2005. Optimization of purified phenol with persulfate in the presence of iron ion. Journal of Water and Sewage, 100, 69-75. (In Persian).
[8] Hashemi, S., Norozi, A. 2005. Investigating the effects of temperature increase on the performance of structural light concrete containing various percentages of nano-silica. Journal of Iran Concrete Research, 8(1). 55-69. (In Persian).
[9] Mirmohamad Sadeghi, M., Mokhtari, A., Sotodeh far, A., Hajian nia, A. 2016. Evaluation of effective factors on shear strength of sandy soils modified by biological method using Taguchi theory. Modares Civil Engineering Journal, 16(3), 191-202. (In Persian).
[10] Mirmohamad Sadeghi, M., Mokhtari, A., Sotodeh far, A. 2016. Factors Affecting Bioremediation of Soil Using the Method of Injection of Bacteria in Sand Soils. Journal of Soil and Water Sciences, 77, 71-83. (In Persian).
[11] Rahmani, H., Yazdani, M., Nikoodel, M. 2016. Application of Taguchi method for optimization of mixing design of semi-structural lightweight concrete made with Pumice straw. Sharif Civil Engineering Journal. 32(4), 101-108. (In Persian).
 
[12]Eskandari-Naddaf, H; Azimi-Pour, M. 2016. Performance evaluation of dry-pressed concrete curbs with variable cement grades by using Taguchi Method. Ain Shams Engineering Journal, In press.
[13] Zanjirchi, S., Amani, M., Azizi, F. 2017. Presentation of a model for predicting the success rate of development projects by integrating Taguchi and gray taxonomy design techniques. Amirkabir Civil Engineering and Environment Journal, 49(1), 171-180. (In Persian).
[14] Ejlali, A. 2006. Application of Taguchi method in predicting the properties of reinforced concrete construction made of Pumyshestan squadron and comparing the results with the results of the method of performing all experiments. M. Sc. of structure, Sahand University of Technology. (In Persian).
 [15]Gunay, B; Hinislioglu, S. 2011. Traffic microsimulation scenario tests by the Taguchi method. Proceedings of the ICE - Transport, 164(1); 33 –42.
[16] Rostamabadi, M., Salehi Neyshabouri, A. Zarrati, A. R. 2013. Optimization of geometric parameters of the submerged vane in alluvial bed of straight channel using the Taguchi and GRA methods.  Modares Civil  engineering Journal, 13,  79-93. (In Persian).
 [17]Pagliara, S; Hager, W; and Minor, H. 2006. Hydraulics of plane plunge pool scour. Journal of Hydraulic Engineering, 132(5), 450-461.
[18]Pagliara, S; Palermo, M. 2008. Plane plunge pool scour with protection structures. Journal of Hydro-Environment Research, 2, 182-191.
[19] Rostamabadi, M., Salehi Neyshabouri, A. Zarrati, A. R. 2013. Comparison of Taguchi method with full factorial method in determining the optimal position of scouring protection against falling jets. Iranian Journal of water and Environmental Engineering, 1(2), 35-46. (In Persian).
[20] Rostamabadi, M., Naji Abhari, M. 2013. Application of GRA method to optimize the length and position of the spur dike in the 90 ° bend. Hydraulic journal, 8(4), 41-27. (In Persian).
[21]Chen, Y; Ikeda, S. 1997. Horizontal separation flow in shallow open channel with spur dike. Journal of Science and Hydraulic Engineering, 15(2). 1997.
[22]Roy, K. R. 1990. A primer on the Taguchi method. Society of manufacturing engineers, New York. NY.
[23]Minitab Inc. 2006. Minitab 15, Help, Minitab Tutorials, Session five, Design an Experiment.