به جمع مشترکان مگیران بپیوندید!

تنها با پرداخت 70 هزارتومان حق اشتراک سالانه به متن مقالات دسترسی داشته باشید و 100 مقاله را بدون هزینه دیگری دریافت کنید.

برای پرداخت حق اشتراک اگر عضو هستید وارد شوید در غیر این صورت حساب کاربری جدید ایجاد کنید

عضویت

جستجوی مقالات مرتبط با کلیدواژه « Response surface methodology » در نشریات گروه « مواد و متالورژی »

تکرار جستجوی کلیدواژه « Response surface methodology » در نشریات گروه « فنی و مهندسی »
  • Enhancing Photovoltaic System Performance Prediction: A Synergistic Approach with Fuzzy Logic and Response Surface Methodology
    Muataz Al Hazza, Hussain Attia, Khaled Hossin *
    In recent years, extensive and expensive research has been conducted on solar energy systems. Studying and investigating solar panel output requires considerable experimental work, increasing both time and costs. This research aims to reduce these by integrating fuzzy logic with Response Surface Methodology (RSM). In fuzzy models, data inputs are processed through membership functions and rules based on expert knowledge or assumptions. These rules generate outputs, which are then defuzzified into actionable decisions. These outputs were used as inputs in the RSM to develop a statistical prediction model. The model developed is based on three inputs: light intensity, temperature, and humidity, with one output: power. The fuzzy model was processed assuming two levels for humidity, temperature, and light intensity. The RSM was designed using data extracted from the fuzzy system for seventeen runs, using the Box-Behnken Design (BBD) as part of the RSM with Design-Expert software. The advantage of using BBD is that it avoids extreme corners in the design. The results were analyzed using Analysis of Variance (ANOVA). The ANOVA table showed significant results for the quadratic regression model. The results were compared with real data using random samples of twenty readings each for two-time intervals. The validation showed variations averaging 7.50% and 5.53%.
    Keywords: Photovoltaic System, Statistical Predictive Model, Fuzzy Logic Design, Response Surface Methodology, Box-Behnken Design}
  • S. Rezaei, A. Askari *

    In this study, we demonstrate the injection stage of Metal Injection Molding (MIM) process to fabricate a small bend-type component. This non-standard but critical engine part is made of a feedstock from the low alloy steel 4605. To optimize various injection parameters, the five-variable Box-Behnken Design (BBD) is used with the assumption of a quadratic model, together with the statistical method of Response Surface Methodology (RSM). Samples are then fabricated, and their densities are measured. Hence, the significance of these factors as well as the mutual coupling between each two parameters are investigated using the analysis of variance (ANOVA). Finally, this paper reveals that injection temperature of 155 ◦C, the injection speed of 80 mm/s, holding pressure of 83 bar, holding time of 9 s and the injection pressure of 132 bar led to an optimum density of the green part, which becomes 4.892 g/cm3. Then, a new sample is produced using these optimized settings, and the green component density is measured, which is extremely near to the predicted value. After sintering, the optimized sample’s density and hardness are compared to the MIM-4605 standard criteria.

    Keywords: Metal Injection Molding, Low Alloy Steel 4605, Feedstock, Density, Response Surface Methodology}
  • M. Safari *, J. Joudaki, M. Rezaei
    Laser cutting is a precise, powerful, and low-cost tool for cutting different sheets of metals and polymers. The literature survey shows that the quality of cutting (surface roughness and kerf geometry) is a sophisticated parameter and conventional approaches cannot describe the quality of cutting for thin sheets of polymers very well. Statistical tools can help to interpret the effect of process variables. In this article, the laser cutting of Polymethyl methacrylate (PMMA) is experimentally investigated. The effect of process variables of laser cutting including the scanning speed, laser power, and laser beam diameter on the kerf width and surface roughness by Response Surface Methodology design investigated. The results revealed that increasing the laser power leads to increasing the surface roughness and decreasing the taper angle, while the kerf width at the top and bottom surface of the sheet decreases at first, then increases (for higher laser power than 90W). Also, increasing the scanning speed causes increasing surface roughness while the taper angle and the kerf width at the top and bottom surface increase at first, then it decrease. By increasing the laser beam diameter, the surface roughness will increase while the taper angle and the kerf width at the top and bottom surface decrease at first and then increase. The sophisticated effect of the main process variables and their interactions determines that finding the optimum condition of process parameters is hard and multi-objective optimization approaches are needed to find local minimum surface roughness and kerf geometry.
    Keywords: Laser cutting, Polymethyl methacrylate, Kerf Geometry, Surface roughness, Response Surface Methodology}
  • علیرضا آقائی فر*
    با توجه به پیشرفت های تکنولوژیکی و نیاز روزافزون به تعمیر قطعات با هزینه کم، روش جوشکاری قوس الکتریکی با گاز محافظ به طور فزاینده ای در بین صنعت گران محبوب شده است. روش سطح پاسخ و اعتبار مدل با معیارهای آماری استاندارد اندازه گیری شد. در این تحقیق پارامترهای ورودی شامل: سرعت جوشکاری (میلی متر بر دقیقه)، ولتاژ (ولت) و نرخ تغذیه سیم (سانتی متر بر دقیقه) به عنوان پارامترهای ورودی انتخاب شده اند. برای انجام مدل سازی و بهینه سازی از روش سطح پاسخ در نرم افزار مینی تب استفاده شد. بر روی فولاد مقاوم در برابر حرارت با استفاده از روش سطح پاسخ 17 آزمایش تجربی با سه نقطه مرکزی طراحی شد. با توجه به نسبت سیگنال به نویز، پارامترهای موثر خواص مکانیکی و سختی به ترتیب نرخ تغذیه سیم، ولتاژ و سرعت جوشکاری هستند. نتایج نشان داد که تحلیل واریانس با مدل مطلوبیت 0.953 به دست آمد. سطوح بهینه برای هر متغیر ورودی از نظر خواص مکانیکی و سختی جوش مورد تجزیه و تحلیل قرار گرفت. در نهایت، سطوح بهینه به دست آمده سرعت جوش 250 میلی متر در دقیقه، نرخ تغذیه سیم 210 سانتی متر در دقیقه و ولتاژ 17 ولت است.
    کلید واژگان: جوشکاری قوس الکتریکی با گاز محافظ, روش سطح پاسخ, فولاد SUH 310S, خواص مکانیکی, بهینه سازی}
    Alireza Aghaeifar *
    Due to technological advances and the growing need to repair parts at low cost, the gas metal arc welding (GMAW) method has become increasingly popular among industrialists. The response surface methodology (RSM) and model validity were measured with standard statistical measures. In this research, the input parameters including; welding speed (mm/min), voltage (V), and wire feed rate (cm/min), have been selected as input parameters. Mini-tab software was utilized to carry out modeling and optimization using RSM. On heat resistance steel (SUH 310S) using the RSM method, 17 experimental experiments were designed with three center points. According to the signal-to-noise ratio (S/N), the effective parameters of mechanical properties and hardness are wire feed rate, voltage, and welding speed, respectively. The results showed that the analysis of variance (ANOVA) with the desirability model obtained 0.953. Optimum levels for each input variable were analyzed in terms of mechanical properties and welding hardness. Finally, the optimum levels obtained are welding speed of 250 mm/min, wire feed rate of 210 cm/min, and voltage of 17 volts.
    Keywords: Gas Metal arc welding, Response surface methodology, SUH 310S steel, Mechanical properties, Optimization}
  • L. Shi, B. Peng *
    Adjusting the operating parameters to optimize the performance of the scroll expander has been a hot research topic among scholars. This paper innovatively combines the response surface method and NSGA2 algorithm for parameter optimization. This novel method can accurately predict the optimal operating parameters of the scroll expander and improve the overall efficiency of the scroll expander. Initially, a three-dimensional transient simulation model of the scroll expander was established, and the effects of three key operating parameters (suction pressure, exhaust pressure, and rotational speed) on the output power and isentropic efficiency of the scroll expander were analyzed through numerical simulation. On this basis, the response surface model between the input parameters and the objective function  was established by using the response surface methodology. Consequently, three different optimization algorithms  were compared, and it was found that NSGA-II had a better performance both in terms of convergence and solution performance,. Threfore, the NSGA-II algorithm was used for the multi-objective optimization. Under the premise of considering the maximum output power and isentropic efficiency, based on the established response surface model, the Pareto optimal solution was used to determine the optimal combination of its operating parameters: suction pressure of 1.62 MPa, exhaust pressure of 0.45 MPa, and rotational speed of 2,099.58 rpm.Finally, the numerical model is verified by the laboratory-built test bed of the Organic Rankine cycle low-temperature waste heat oil-free power generation system. The experimental results match well with the numerical simulation results and verify the model accuracy. The results from this pioneering and thorough thr study will provide a solid benchmark for the development and refinement of upcoming scroll machines.
    Keywords: Output Power, Isentropic efficiency, Response Surface Methodology, Multi-Objective Optimization}
  • هادی سلیمانی، عبدالحسین فریدون*، علیرضا آلبویه، محمدرضا نخعی

    پژوهش حاضر به مطالعه اثر افزودن نانوذرات پرلیت و لاستیک طبیعی با درصد های وزنی مختلف بر مدول کششی و استحکام ضربه ای پلی پروپیلن پرداخته است. برای این منظور، نمونه های مختلف با استفاده از دستگاه مخلوط کن داخلی بر اساس استانداردهای آزمون های کشش و ضربه تولید و تست شدند. همچنین با کمک روش بهینه سازی پاسخ سطح (RSM)، نقش پارامتر های ورودی بر پاسخ ها در جهت دست یابی به خواص مکانیکی بهینه و پیش بینی این خواص با مدل های ریاضی در قالب طرح پنج سطحی مرکب مرکزی (CCD) مورد بررسی قرار گرفت. بعلاوه، از آزمون -SEM به جهت مشاهده تغییرات ایجاد شده در ریز ساختار نمونه ها بهره گرفته شد. نتایج نشان داد، افزودن7 wt.% از نانوذرات پرلیت به ماتریس حاوی20 wt.% از لاستیک طبیعی، مقدار مدول کششی را 11.27% افزایش و استحکام ضربه ای را 52.01% نسبت به افزودن 3 wt.% از نانوذرات پرلیت به همان ماتریس کاهش می دهد. نتایج بهینه سازی چند متغیره اثبات کرد که درصد وزنی بهینه نانوذرات پرلیت و لاستیک طبیعی به ترتیب 4.04 و 35.26 wt.% بود. در این صورت بیشترین مقدار حاصل شده برای مدول کششی 508.04 MPa و استحکام ضربه ای 108.52 J/m تعیین شد. با مشاهده تصاویر SEM استنباط شد که تغییر در اندازه فاز الاستومری به جهت استفاده از درصد های وزنی گوناگون تقویت کننده، باعث متفاوت شدن نتایج خواص مکانیکی نمونه ها با یکدیگر شد.

    کلید واژگان: پلی پروپیلن, لاستیک طبیعی, پرلیت, نانوکامپوزیت, روش پاسخ سطح}
    Hadi Soleymani, Abdolhossein Fereidoon *, Alireza Albooyeh, MohammadReza Nakhaei

    The present research has studied the effect of adding perlite and natural rubber nanoparticles with various weight percentages on the tensile modulus and impact strength of polypropylene. For this purpose, different samples were produced and tested using an internal mixer based on the standards of tensile and impact tests. Also, by using of response surface methodology (RSM), the role of input parameters on the responses was investigated in order to achieve optimal mechanical properties and predict these properties with mathematical models in the form of central composite five-level design (CCD). In addition, the SEM test was used to observe the changes made in the microstructure of the samples. The results showed that the addition of 7 wt.% of pearlite nanoparticles to the matrix containing 20 wt.% of natural rubber, the value of the tensile modulus increased by 11.27% and the impact strength by 52.01% compared to the addition of 3 wt.% of pearlite nanoparticles to the same matrix. The results of multiobjective optimization proved that the optimal weight percentage of pearlite nanoparticles and natural rubber was 4.04 and 35.26% wt. respectively. Is. In this case, the highest value obtained for tensile modulus was 508.04 MPa and impact strength was determined to be 108.52 J/m. By observing the SEM images, it was concluded that the change in the size of the elastomeric phase due to the use of different weight percentages of reinforcements has caused the results of the mechanical properties of the samples to differ from each other.

    Keywords: Polypropylene, Natural rubber, Perlite, Nanocomposite, Response surface methodology}
  • Ali Ebrahimpour*, Amir Mostafapour, Naeimeh Hagi

    In this research, the effect of RSW parameters including current intensity, welding time and welding force (coded by A, B and C) on the radius, thickness and area of ​​the nugget and the radius of the HAZ of TRIP steel joints was investigated by DOE and RSM. A 3D coupled thermal-electrical-structural FEM was used to model RSW. To validate the FE model, two TRIP steel sheets were welded experimentally. During welding, the temperature was measured and the results were compared with the FE results and a good agreement was obtained. The boundaries of the welding zones were determined according to the critical temperatures and the responses in all samples were calculated. Using analysis of variance, direct, quadratic and interaction effects of parameters on the responses were studied and a mathematical model was obtained for each response. The direct linear effects of all parameters on all responses were significant. But among the interaction effects, the effect of B×C on the nugget radius, the effect of A×B on the nugget thickness, the effect of A×B on the nugget area and the effects of A×B and B×C on the HAZ radius were significant.  Also, current intensity had the greatest effect on all responses.

    Keywords: RSW, TRIP steel, Finite element modeling, Response surface methodology}
  • مجتبی فرقانی*، محمدرضا پاک منش، مائده السادات ضوئی، محمد چیانی، سعید اصغری

    پوشش های تبدیلی کروماته با خواص ضد خوردگی به عنوان پوشش المان های خارجی سامانه های فضایی مورد استفاده قرار می گیرند. سه خاصیت اصلی این پوشش ها که در کاربرد هوافضا موثر هستند عبارتند از: مقاومت دربرابر خوردگی، استحکام چسبندگی پوشش به زیرلایه و مقاومت دربرابر سایش. در این مطالعه پارامترهای موثر بر خواص مورد اشاره شامل دما، مقدار اصلاح کننده و مقدار تسریع کننده واکنش بررسی شد و به منظور بهینه سازی این پارامترها از روش سطح پاسخ (RSM) در نرم افزار MiniTab استفاده گردید. مقدار تشکیل دهنده، زمان واکنش و زمان ماندگاری برای همه نمونه ها ثابت در نظر گرفته شد. مقاومت در برابر خوردگی توسط آزمون محیط مه نمکی 5/0 درصد در مدت 336 ساعت، استحکام چسبندگی پوشش به زیرلایه توسط آزمون کندگی پوشش از زیرلایه (Pull Off) و مقاومت در برابر سایش توسط آزمون پین روی دیسک انجام شد. ماکزیمم مقدار خوردگی پوشش کروماته معادل 8/71 درصد سالم ماندن سطح با ترکیب g/lit4 اصلاح کننده، g/lit8/1 تسریع کننده و در دمای C° 45 حاصل شد. بیشترین مقدار تنش کندگی پوشش از سطح زیر لایه برابر با MPa2/1 در مقدار اصلاح کننده g/lit4، تسریع کننده g/lit 8/1 و دمای C° 35 حاصل شد. حداقل کاهش وزن در اثر سایش mg 2/0 بود که برای پوشش با ترکیب اصلاح کننده g/lit 4، تسریع کننده g/lit 6 و در دمای °C 35 به دست آمد. بنابراین با افزایش میزان تسریع کننده و دما ضخامت پوشش افزایش یافته که این افزایش تا حد بهینه باعث افزایش مقاومت سایشی و تنش کندگی شده اما با افزایش بیش از حد بهینه ی ضخامت، مقاومت سایشی و تنش کندگی کاهش می یابند.

    کلید واژگان: پوشش های تبدیلی کروماته, مقاومت دربرابر خوردگی, استحکام چسبندگی پوشش به زیرلایه, مقاومت دربرابر سایش و روش سطح پاسخ}
    Mojtaba Forghani, MohamadReza Pakmanesh, Maedeh Sadat Zoei, Mohamad Chiani, Saeed Asghari

    Chromate conversion coatings with anti-corrosion properties are used as coatings for external elements of space systems. The three main properties of these coatings that are effective in aerospace application are: corrosion resistance, adhesion strength of the coating to the substrate and abrasion resistance. In this paper, the parameters affecting these properties were investigated and in order to optimize these parameters, the response surface methodology (RSM) method was used in MiniTab program. Variable parameters are temperature, amount of refiner and amount of accelerator. The amount of constituent material, reaction time and age time were considered constant for all samples. The corrosion resistance, adhesion strength of the coating to the substrate and abrasion resistance are determined by salt spray test in 0.5% saline medium for 336 hours, Pull Off test and pin on disk wear test, respectively. The maximum amount of corrosion resistance obtained for chromate coating which was 71.8% of the surface remind intact, with the combination of 4 g/lit refiner, 1.8 g/lit accelerator at 45 °C. The maximum amount of coating stress from the substrate surface was 1.2 MPa, which was obtained in the amount of 4 g/lit refiner, 1.8 g/lit accelerator and 35 °C temperature. The minimum weight loss due to abrasion was 0.2 mg, which was obtained for coating with the composition 4 g/lit refiner, 6 g/lit accelerator at 35 °C. Therefore, by increasing the amount of accelerator and temperature, the thickness of the coating increased, and this increase to the optimum level increases the abrasion resistance and adhesion strength of the coating, but when the thickness increases beyond the optimum, the abrasion resistance and adhesion strength decrease.

    Keywords: : Chromate conversion coatings, Corrosion resistance, Adhesion strength of the coating to the substrate, Abrasionresistance, Response surface methodology}
  • D. Doreswamy, D. S. Shreyas, S. K. Bhat *
    Wire-Electric Discharge (WED) Machining is one of the most suitable machining techniques for machining hard-to-cut materials such as Titanium, with precision. It is of utmost importance to optimize the control parameters to achieve the desired levels of machining performance characteristics. Considering this goal, this research investigates the effects of current, pulse on time (Ton) and pulse off time (Toff) on the material removal rate, surface roughness and kerf width of WED machined Ti-6Al-4V. The results of optimization showed that, current – 5.19 A, Ton – 20 µs, Toff – 30 µs, is the optimized settings for machining of Ti-6Al-4V alloy using molybdenum electrode for the best machining performance. Based on the analysis of grey relational grades, the order of influence of the control parameter is ranked as: Ton – I, Toff – II and Current – III. The efficacy of GRA based approach was evaluated through confirmation experiments wherein the theoretical predictions showed errors < 3%.
    Keywords: Wire Electric Discharge Machining, Grey Relational Analysis, Ti-6Al-4V, Peak current, Surface roughness, Response Surface Methodology}
  • نیلوفر کریمی دهنوی، حسین سرپولکی*، سید امیر غفاری، احمد کیوانی

    بدنه های متخلخل زیولیتی با استفاده از طراحی آزمایش به روش سطح پاسخ  (RSM) با کمک نرم افزار Design Expert 7.0و به روش ریخته گری ژلی با عامل ژلی شدن آگار تولید شدند. جهت پایدارسازی دوغاب، از تری پلی فسفات به عنوان پراکنده ساز و دودسیل سولفات سدیم به عنوان سورفکتانت استفاده شد. نمونه ها 1ساعت در دمای 800 درجه سانتیگراد پخت شد. درصد وزنی آگار و زیولیت به عنوان متغیرهای مستقل و استحکام فشاری، درصد تخلخل و چگالی به عنوان متغیرهای وابسته در نظر گرفته شدند و رابطه های ریاضی حاکم بر این متغیرها توسط نرم افزار استخراج شد. نتیجه ها نشان داد که استحکام با افزایش میزان زیولیت و نیز کاهش سهم آگار در بدنه ها، افزایش و درصد تخلخل و چگالی کاهش می یابند. در ادامه بهینه سازی فرایند انجام شد و 1 درصد وزنی آگار و 40 درصد وزنی زیولیت برای داشتن بهینه مقدار استحکام فشاری و درصد تخلخل توسط نرم افزار معرفی شد. بدنه های متخلخل زیولیتی با ترکیب بهینه دارای 4/54 درصد تخلخل، چگالی g/cm3 9/0و استحکام فشاریMPa  67/6 ساخته و مشاهده شد که بین مقدارهای پیشبینی شده توسط نرم افزار و مقدارهای اندازه گیری شده تفاوت اندکی وجود دارد. با افزایش زمان همزدن دوغاب از 5/1 دقیقه به 3 دقیقه، بدنه متخلخل زیولیتی دارای 67 درصد تخلخل، چگالی g/cm3 69/0و استحکام فشاریMPa  3/5 ساخته شد. به منظور بررسی تغییرات فازی و ریز ساختاری از آنالیزهای XRD و SEM استفاده شده و از محاسبه میانگین اندازه تخلخل ها نیز که به وسیله نرم افزارImajeJ انجام گرفت، مشاهده شد میانگین اندازه تخلخل ها با افزایش زمان همزدن دوغاب افزایش می یابد. بیشترین درصد جذب آلاینده متیلن بلو در غلظت ppm 4 و پس از گذشت 72 ساعت، 94/98 درصد به دست آمد.

    کلید واژگان: آگار, زئولیت, روش سطح پاسخ, ریخته گری ژلی, متیلن بلو}
    Niloofar Karimi, Hossein Sarpoolakyi*, Amir Ghaffari, Ahmad Keyvani

    Zeolite were formed through agar gelcasting method.Response surface methodology ( RSM ) is proposed as a  tool for rapidly optimizing the activation parameters in order to obtain the highest porosity of samples. 40 % of zeolite and 1 wt %  of agar was selected as optimal conditions. porous bodies with an optimal combination of 54.4% porosity , density 0.9 g / cm3 , and  compressive strength of 6.67MPa  were made  and  observed that there is a slight difference between predicted  values by the software and the measured values.  Longer time to mixing from 1 / 5 min to 3 min , the porous body has 67.17 % porosity , density 0.69 g / cm3 , and compressive strength of 5 / 3 MPa .XRD and SEM analysis was used  to investigate the  phase and structural changes at 800 C. The highest percentage of adsorption of methylene blue at 4ppm concentration after 72 h was 98.94 %.

    Keywords: agar, zeolite, gelcasting, Response surface methodology}
  • هادی سلیمانی، محمدرضا نخعی امرودی*، قاسم نادری

    در این مقاله، افزودن نانوذرات کاربید سیلیسیم (SiC) به وسیله فرایند اصطکاکی اغتشاشی (FSP) به ترکیب پلی آمید 6 (PA6)/ لاستیک آکریلونیتریل بوتادین (NBR) انجام گرفت. بهینه سازی پارامتر های فرایندی سرعت دورانی پین (ω) و سرعت خطی شولدر (V) و پارامتر موادی مقدار نانوذره کاربید سیلیسیم (S) نیز در جهت دستیابی به پاسخ های مکانیکی بهینه استحکام کششی و تغییر طول در هنگام شکست از روش سطح پاسخ (RSM) استفاده شد. اعتبار سنجی نتایج مکانیکی با استفاده از مقایسه ریزساختار نمونه های نانوکامپوزیتی با میکروسکوپ الکترونی روبشی (SEM) انجام شد. با استفاده از مدل های ریاضی، نتایج نشان داد که استحکام کششی و تغییر طول در هنگام شکست با افزایش سرعت چرخش از 800 rpm به 1200 rpm در مقادیر ثابت کاربید سیلیسیم و سرعت خطی افزایش می یابد. بعلاوه، نتایج بهینه سازی اثبات کرد، با انتخاب مقادیر 1200 rpm، 20 mm/min و 2.784 wt.% کاربید سیلیسیم به ترتیب به عنوان پارامتر های فرایندی و موادی، شرایط برای دستیابی به حداکثر مقدار استحکام کششی و تغییر طول در هنگام شکست به طور همزمان فراهم خواهد شد. با استفاده از تصاویر میکروسکوپ الکترونی روبشی مشاهده شد، تغییرات در خواص مکانیکی به تغییر اندازه فاز الاستومری NBR در ریزساختار نمونه های مختلف وابسته است.

    کلید واژگان: پلی آمید 6, لاستیک آکریلونیتریل بوتادین, کاربید سیلیسیم, فرایند اصطکاکی اغتشاشی, روش سطح پاسخ}
    Hadi Solymani, Mohammad Reza Nakhaei *, Ghasem Naderi

    In this paper, the addition of silicon carbide (SiC) nanoparticles to polyamide 6 (PA6) / acrylonitrile-butadiene rubber (NBR) blends was performed by friction stir process. In order to achieve optimal mechanical responses of tensile strength and elongation at break, response surface methodology (RSM) was used to optimize the process parameters of rotational speed (ω), traverse speed (V) and material parameter as silicon carbide nanoparticles (S) content. The validation of the mechanical results was done with compare the microstructure of nanocomposite samples by scanning electron microscopy (SEM). Using mathematical models, the results showed that tensile strength and elongation at break are increased by increasing the rotational speed from 800 rpm to 1200 rpm when the values of silicon carbide content and traverse speed are constant. By selecting the rotational speed of 1200 rpm, traversed speed of 20 mm/min, and 2.784 wt.% of SiC process and material parameters, the maximum tensile strength, and elongation at break can be achieved. Observation of scanning electron microscopy images confirmed that the changes in mechanical properties are related to the changes in the elastomeric phase of NBR.

    Keywords: Polyamide 6, Acrylonitrile Butadiene Rubber, Silicon Carbide, Friction stir process, Response surface methodology}
  • H. Gheshlaghi, V. Alimirzaloo, M. Shahbaz *, A. Amiri
    A multi-objective numerical optimization was used to study the forging process of a Ti-6Al-4V alloy in producing an artificial hip joint implant. The forging temperature was chosen in the Alpha-Beta two phase region around 900°C. In order to implement the numerical simulation, the Deform 3D commercial code was used. Response surface methodology (RSM) was considered and experiments based on various widths (w), thickness of flash (t), and billet diameter (d) were designed to find out the influences of these parameters on flash volume, filling rate and strain non-uniformity as the responses. Twenty numerical tests were implemented by finite element analysis (FEA), and the obtained results were used to optimize the forging process using RSM. To this end, the constants of constitutive and governing equations to FEA and the data of a published paper were applied. The optimized results were w = 8 mm, t = 1.73 mm, and d = 30 mm, for flash geometry and billet diameter, respectively. Finally, an FEA was conducted based on the optimized values, and the results were compared and discussed with those in the Noiyberg-Mokel model for verification.
    Keywords: Artificial hip joint, Finite Element Analysis, Ti-6Al-4V, Forging, Response surface methodology}
  • M. R. Akbarpour Arbatan *, F. S. Torknik
    Nowadays, Response Surface Methodology (RSM) is widely used for modelling and optimizing the performance of manufacturing technologies. Obtaining the optimum process parameters based on powder metallurgy methods is of great concern in manufacturing. In this paper, appropriate milling time for fabrication of Cu/SiC nanocomposites was determined to maximize the densification and hardness of the nanocomposite samples. The samples were prepared by high-energy planetary ball milling of the powders and conventional uniaxial pressing and sintering method. Microstructural characterization was carried out using scanning electron microscopy and optical microscopy, and the hardness of the samples was measured through Vickers microhardness tester. The highest hardness of 170 HV and minimum densification of 0.74 were obtained for the sample milled for 25 h. In addition, the effects of milling time on the hardness and density of the sintered samples were evaluated using one-factor RSM. Polynomial mathematical models were successfully developed to determine the relative density and microhardness of the sintered samples. The analysis of variance confirmed that the suggested models could be satisfactorily employed to predict the relative density and microhardness.
    Keywords: copper, SIC, Composites, Powder Metallurgy, Response Surface Methodology}
  • M. M. Rahman, T. T. Nahar, D. Kim *, D. W. Park
    To ensure the safe and stable operation of nuclear power plants (NPP), many non-structural components (NSCs) are actively associated with NPP. Generally, floor response spectrum (FRS) is used to design the NSCs. Nevertheless, it is essential to focus on the mounting position and frequency of NSCs which is normally ignored during the conventional design of NSCs. This paper evaluates the effect of mounting location for NSCs over the same floor in a channel-type auxiliary building. The modal parameter estimation is taken into account to capture the dynamic property of the NPP auxiliary building by the shake table test; which leads to the calibration of the finite element model (FEM). The calibration of FEM was conducted through response surface methodology (RSM) and the calibrated model is verified utilizing modal parameters as well as frequency response spectrum function. Finally, the location sensitivity was investigated by time history analysis (THA) under artificially generated design response spectrum compatible earthquakes and sine sweeps. The result showed that the right choice of location for NSCs can be an important measure to reduce the undesirable responses during earthquakes, which can reduce up to 30% horizontal and 70% vertical zero period acceleration (ZPA) responses in channel-type auxiliary buildings.
    Keywords: Non-structural components, Auxiliary building, Zero-period acceleration, Seismic response, Primary-secondary structure interaction, Response Surface Methodology}
  • A. A. Zinatizadeh *, Parisa Andami, Mostafa Feyzi, Hadis Zangeneh, Leila Norouzi, Shohreh Azizi, Malik Maaza

    In this study, an attempt was made to optimize the conditions for the transesterification of sunflower oil with methanol, catalyzed by Ca-K/Al2O3 nanocatalysts, using response surface methodology. The variables that were examined were reaction temperature (55, 65 and 75 °C), reaction time (1, 2, 3, 4 and 5 h), catalyst weight base oil (3, 6, 9 and 12 wt%), Ca content (20, 30, 50, 60 and 80 wt%), K content (5, 10, 15 and 20), methanol:sunflower oil molar ratio (3:1, 6:1, 9:1 and 12:1), calcination temperature (600, 700 and 800 °C) and calcination time (1, 2 , 3 and 4 h). Catalyst characterization was done by X-ray diffraction (XRD), scanning electron microscopy (SEM), Fourier transform-infrared spectroscopy (FT-IR) and temperature programmed desorption (TPD). The maximum fatty acid methyl esters (FAME) conversion efficiency (biodiesel production efficiency) was 98.3%, at a calcination temperature of 800 oC for 3 h, a methanol-to-oil ratio of 9:1, a reaction temperature of 75 °C, a reaction time of 3 h and a catalyst-to-oil mass ratio of 9%.

    Keywords: Biodiesel, Transesterification, Ca-K, Al2O3, sunflower oil, Response Surface Methodology}
  • سید مرتضی موسوی راد*، علی حسن زاده سلبوئی

    در مطالعه حاضر، فرآیند انعقاد الکتروشیمیایی (الکتروکواگولاسیون) در صنایع معدنی به منظور حذف یون آرسنیک از محلول لیچینگ باردار PLS)) کارخانه فرآوری مس، مورد بررسی قرار گرفته است. نمونه ها حاصل از شبیه سازی فرآیند لیچینگ و با افزودن نمک آرسنیک سه ظرفیتی (NaAsO2) تهیه گردید. تاثیرات سه پارامتر مستقل مانند pH (X1)، زمان الکترولیز (X2)، چگالی جریان (X3) با استفاده از روش سطح پاسخ (RSM) بمنظور بررسی حذف آرسنیک از محلول PLS، بررسی شد. این طرح شامل 17 مجموعه آزمایش با استفاده از سیستم الکتروکواگولاسیون می باشد. در این تحقیق، طرح آزمایش باکس - بنکن در روش سطح پاسخ با سه عامل عددی در سه سطح برای بررسی اثر تعاملی متغیرهای فرآیند به منظور بررسی راندمان حذف آرسنیک از محلول لیچینگ با استفاده از روش الکتروکواگولاسیون، مورد بررسی قرار گرفت. شرایط بهینه برای فرآیند الکتروکواگولاسیون در 5/6pH:، زمان الکترولیز: 114 دقیقه و چگالی جریان الکتریکی A/m2 3/65، با راندمان حذف88/96٪ حاصل شد. نتایج نشان داد که قابلیت فرآیند الکتروکواگولاسیون به عنوان یک روش قابل اعتماد و قابل اطمینان به منظور حذف یون های فلزی بخصوص یون آرسنیک از پساب های صنایع معدنی به ویژه در کارخانجات فرآوری مواد معدنی بسیار مطلوب می باشد.

    کلید واژگان: محلول لیچینگ باردار, انعقاد الکتروشیمیایی, آرسنیک, روش سطح پاسخ}
    Seyed Morteza Moosavirad *, Ali Hasanzadeh-Sablouei

    In the present study, the electrochemical coagulation process (electrocoagulation) in the mining industry to remove arsenic ions from the charged leaching solution of PLS (copper processing plant) has been investigated. Samples were obtained by simulating the leaching process by adding trivalent arsenic salt (NaAsO2). The effects of three independent parameters such as pH (X1), electrolysis time (X2), current density (X3) were investigated using the response surface methodology (RSM) to investigate the removal of arsenic from PLS solution. This design includes 17 sets of experiments using electrocoagulation system. In this study, the Box-Benken test design in the response surface method with three numerical factors at three levels was investigated to investigate the interactive effect of process variables to evaluate the efficiency of arsenic removal from leaching solution using electrocoagulation method. The optimal conditions for the electrocoagulation process were determined at pH 6.50, electrolysis time: 114 minutes and electric current density of 65.3 A/m2, with a removal efficiency of 96.88%. The results showed that the ability of electrocoagulation process as a reliable method to remove metal ions, especially arsenic ions from the effluents of the mining industry, especially in mineral processing plants is very desirable.

    Keywords: Pregnant leaching solution, Electrochemical coagulation, Arsenic, Response surface methodology}
  • A. Ghorbankhan, M. R. Nakhaei *
    Thermoplastic elastomer (TPE) based on polyamid6 (PA6) / acrylonitrile-butadiene rubber (NBR) containing 5% wt nanoclay (Closite 30B) have been prepared via friction stir process (FSP). In this study, the essential work of fracture (EWF) approach was employed to investigate the fracture behavior of PA6/NBR nanocomposites. Also, the modulus strength of specimens was modeled by response surface methodology (RSM), considering three input variables including rotational speed (ω), traverse speed (S), and shoulder temperature (T). Thus, a quadratic mathematical model between input variables (ω, S and T) and response (modulus strength) of PA6/NBR/clay nanocomposites was achieved. Moreover, the morphology of the PA6/NBR blends containing 5% wt was investigated by x-ray diffraction (XRD), scanning electron microscopy (SEM), and transmission electron microscopy (TEM). The results show that a sample of PA6/NBR thermoplastic elastomer (TPE) containing 5% wt nanoclay at maximum tensile strength exhibited the maximum specific essential work of fracture (we) and specific non-essential work of fracture (wp). Also, the results of the RSM method demonstrate that the optimum condition of the process was found to be at including rotational speed (ω), traverse speed (S), and shoulder temperature (T) of 1200 rpm, 25mm/min, and 146 ℃, respectively. Thus, under the condition optimum, maximum modulus strength of 658 MPa was obtained.
    Keywords: PA6, NBR, Clay, Nanocomposite, Modulus strength, Essential work of fracture, Response Surface Methodology}
  • علی قربانخان، محمدرضا نخعی*، پدرام صفرپور

    در این مقاله، نانوکامپوزیت پلی آمید 6 (PA6)/لاستیک آکریلونیتریل بوتادین (NBR)/پرلیت با استفاده از روش اختلاط مذاب در یک مخلوط کن داخلی تهیه شد. از روش سطح پاسخ (RSM) و طرح مرکب مرکزی (CCD) برای بررسی تاثیر دو متغیر موادی درصد وزنی نانوذره پرلیت و الاستومر NBR بر استحکام کششی و استحکام ضربه نانوکامپوزیت های PA6/NBR/Perlite استفاده شد. ریز ساختار نمونه های نانوکامپوزیتی نیز برای تایید نتایج بدست آمده به وسیله تصاویر میکروسکوپ الکترونی روبشی مورد بررسی قرار گرفت. براساس نتایج بدست آمده از روش بهینه سازی سطح پاسخ، در 20% وزنی الاستومرNBR ، با افزایش نانوذره پرلیت از 3% به 7% وزنی، مقدار استحکام کششی 12.9% افزایش می یابد و از طرفی مقدار استحکام ضربه نیز 47.7% کاهش می یابد. تحت شرایط بهینه، مقادیر متغیرهای موادی نانوذره پرلیت و الاستومر NBR به ترتیب 4.37 و 34.83 درصد وزنی خواهد بود که در این صورت بیشینه مقادیر استحکام کششی (MPa 58.4 و استحکام ضربه (J/m 66.3) می تواند به طور همزمان بدست آید. مشاهدات تصاویر میکروسکوپ الکترونی روبشی ثابت کرد که تفاوت در نتایج مکانیکی بدلیل اندازه متفاوت فاز الاستومری در ترکیبات مختلف است.

    کلید واژگان: پلی آمید 6, لاستیک آکریلونیتریل بوتادین, پرلیت, نانوکامپوزیت, روش سطح پاسخ}
    Ali Ghorbankhan, Mohammad Reza Nakhaei *, Pedram Safarpour

    In this paper, nanocomposites based on polyamide 6 (PA6)/acrylonitrile-butadiene rubber (NBR)/Perlite were prepared by melt mixing technique in an internal mixer. Response surface methodology (RSM) and central composite design (CCD) were used to study the influence of two material variables including perlite content and NBR content on tensile strength and impact strength of PA6/NBR/Perlite nanocomposites. The microstructure of nanocomposites samples was also examined to confirm the result obtained by scanning electron microscopy images. Based on the results obtained from the response surface methodology, when NBR phase content is 20%wt., with increasing perlite nanoparticles from 3% to 7% wt., the value of tensile strength increased by 12.9% and on the other hand, the value of impact strength decreased by 47.7%. Under optimal conditions of perlite content of 4.37 wt. and NBR content of 34.83 wt., the simultaneous maximization of the tensile strength (58.4 MPa) and impact strength (66.3 J/m) could be obtained. Observations of scanning electron microscopy images showed that the difference in mechanical results was due to the different sizes of the elastomeric phase in different compounds.

    Keywords: Polyamide 6, Acrylonitrile Butadiene Rubber, Perlite, Nanocomposite, Response surface methodology}
  • A. Venkata Vishnu *, S. Sudhakar Babu
    In order to minimise the difficulties associated in selecting conventional coolants in any machining, cutting fluids like vegetable based oils can serve as a viable alternative. Vegetable based oils when used in combination with eco-friendly techniques like MQL/NDM can have a major impact in any machining. In the present paper, performance characteristics of surface roughness and tool wear in machining of EN 36 steel alloy under Near Dry machining conditions/ Minimum quantity lubrication using vegetable based oil lubricant is studied. The input parameters like MQL flow rate, speed, feed and depth of cut for 5 levels are used in the CCD approach of Response surface methodology. For improving the machinability of alloy steel and to predit the values a regression equation is designed and developed between the input parameter and the output parameters. A multi-response optimum model for the output responses was also developed using RSM, GRA and JAYA algorithm, It was observed from the experiment results that JAYA algorithm has been proved the best multi-response optimization technique when compared to grey relational analysis and RSM.
    Keywords: Minimum Quantity lubrication, Vegetable based oil cutting fluids, Response Surface Methodology, Grey Relational Analysis, JAYA Algorithm}
  • Hossein Ataei, Mehrdad Shahbaz *, Hyoung Seop Kim, Nima Pardis
    In this study, the effect of geometrical parameters of rectangular vortex extrusion die, including twist angle (Φ), reduction in area (RA), and twist zone length (L), on deformation inhomogeneity is investigated using the finite element analysis and response surface methodology. Analysis of variance (ANOVA) was used to determine the primary parameters and accuracy of the mathematical model obtained from response surface methodology results. The results showed that the suggested mathematical model predicts the strain inhomogeneity with high accuracy. Additionally, it revealed that the input parameters of Φ, RA, L, the interaction between Φ and RA (Φ×RA), and interaction between RA and L (RA×L) are the main significant factors affecting the inhomogeneity. Perturbation plots and 3D surface diagrams were used to check the results of ANOVA, the sign, and the magnitude of the coefficient of the suggested mathematical model.
    RA
    Keywords: severe plastic deformation, Rectangular vortex extrusion, strain inhomogeneity, Finite Element Analysis, Response surface methodology}
نکته
  • نتایج بر اساس تاریخ انتشار مرتب شده‌اند.
  • کلیدواژه مورد نظر شما تنها در فیلد کلیدواژگان مقالات جستجو شده‌است. به منظور حذف نتایج غیر مرتبط، جستجو تنها در مقالات مجلاتی انجام شده که با مجله ماخذ هم موضوع هستند.
  • در صورتی که می‌خواهید جستجو را در همه موضوعات و با شرایط دیگر تکرار کنید به صفحه جستجوی پیشرفته مجلات مراجعه کنید.
درخواست پشتیبانی - گزارش اشکال