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harmony search algorithm

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تکرار جستجوی کلیدواژه harmony search algorithm در نشریات گروه فنی و مهندسی
تکرار جستجوی کلیدواژه harmony search algorithm در مقالات مجلات علمی
  • هادی فتاحی*، حسین قائدی، فرشاد ملک محمودی

    یکی از مباحث مهم در طراحی تونل های غیر هم سطح، تعیین جانمایی بهینه تونل ها نسبت به هم هست. این موضوع در مناطق متراکم شهری که اغلب به صورت تونل های غیرمسلح انجام می شود، اهمیت بیشتری پیدا می کند. در این تحقیق به منظور جانمایی بهینه از دو عامل نشست سطح زمین و پایداری (ضریب ایمنی) تونل ها استفاده شده است. جانمایی بهینه تونل های غیر هم سطح در شرایط متنوع زمین شناسی بایستی از روش های احتمالاتی و قابلیت اعتماد استفاده کرد. از طرفی آگاهی از میزان تاثیر هر یک از پارامترهای طراحی در مقدار نشست سطح زمین و ضریب ایمنی می تواند منجر به کاهش صدمات سازه های سطحی شود. در این مقاله از نرم افزار المان محدود PLAXIS3D جهت مطالعه حالت های مختلف تونل های غیر هم سطح استفاده شده است. سپس به کمک الگوریتم جستجوی هارمونی دو تابع حالت حدی به صورت جدا برای ضریب ایمنی و حداکثر نشست سطح زمین تخمین زده شده است. در ادامه با استفاده از دو تابع حالت حدی به دست آمده از مرحله ی قبل و روش های قابلیت اعتماد مرتبه اول و شبیه سازی مونت کارلو در نرم افزار RT بهترین جانمایی برای حفر تونل جدید نسبت به تونل قبلی (موجود) بر مبنای داشتن بیشترین ضریب ایمنی و کمترین نشست سطح زمین پیشنهاد شده است. نتایج نشان می دهد که احتمال شکست تونل اول (موجود) تقریبا 0/3 درصد بوده و ازنظر پایداری و عکس العمل نسبت به موقعیت بهینه تونل جدید شرایط ایده آلی خواهد داشت.

    کلید واژگان: تونل های غیر هم سطح، الگوریتم جستجوی هارمونی، شبیه سازی مونت کارلو، قابلیت اعتماد مرتبه اول، نرم افزار PLAXIS3D
    Hadi Fattahi *, Hossein Ghaedi, Farshad Malekmahmudi
    Summary

    One of the important issues in designing non-level tunnels is determining the optimal location of tunnels relative to each other. In this research, to optimally locate the two factors of land subsidence and stability (safety factor) of tunnels have been used. Optimal placement of non-level tunnels in various geological conditions should use probabilistic methods and reliability. In this paper, PLAXIS3D finite element software is used to study different states of non-level tunnels. Then, using the harmony search algorithm, two limit state functions are estimated separately for the safety factor and maximum ground surface subsidence. Then, using the two limit state functions obtained from the previous step and the first-order reliability methods and the Monte Carlo simulation in RT software, the best location for excavation of the second tunnel in relation to the previous (existing) tunnel is based on having the highest safety factor and lowest ground subsidence. 

    Introduction

    Due to the complexity of the interaction between the tunnels and also due to the uncertainty in the design parameters, in this paper, using probabilistic analyzes such as the Monte Carlo simulation method and first-order reliability, the optimal stability and placement of non-level tunnels in RT probabilistic software was discussed. Because RT software requires a correct and accurate limit state function, the harmonic search algorithm in MATLAB was used to calculate the stability and also to achieve this limit state function. 

    Methodology and Approaches

    In this paper, using PLAXIS3D software, the tunnel was modeled in 32 different rock masses and the results are different in each of the 32 rock masses due to the inequality in the input parameters (safety factor and maximum settlement). To evaluate the reliability of the new tunnel excavation (existing sub-tunnel), 32 models which were analyzed by PLAXIS3D software were compared with the predicted model to achieve the lowest settlement rate and the highest safety factor by the harmony search algorithm. The comparison showed good consistency between the model predicted by the harmony search algorithm and the model performed by numerical methods. Therefore, due to the proximity of the performed model and the predicted model, the limit state function is accurate to obtain the probability of failure of the new tunnel. 

    Results and Conclusions

    According to the results obtained in both Monte Carlo simulation methods and first-order reliability, the probability of failure (approximately 0.33%) and the high-reliability index are shown and the tunnel position is in very good condition. According to the analysis of tunnel random variables by RT software, it was found that the geological durability index is very important and effective. It should be noted that the results of this study show that the reliability methods used in the RT program to stabilize and locate the new tunnel under the existing tunnel can be used as a high-performance method in analyzing underground space problems.

    Keywords: Harmony search algorithm, RT software, PLAXIS3D, First-order reliability methods, Non-level tunnels
  • Hadi Fattahi *

    The uniaxial compressive strength of weak rocks (UCSWR) is among the essential parameters involved for the design of underground excavations, surface and underground mines, foundations in/on rock masses, and oil wells as an input factor of some analytical and empirical methods such as RMR and RMI. The direct standard approaches are difficult, expensive, and time-consuming, especially with highly fractured, highly porous, weak, and homogeneous rocks. Numerous endeavors have been made to develop indirect approaches of predicting UCSWR. In this research work, a new intelligence method, namely relevance vector regression (RVR), improved by the cuckoo search (CS) and harmony search (HS) algorithms is introduced to forecast UCSWR. The HS and CS algorithms are combined with RVR to determine the optimal values for the RVR controlling factors. The optimized models (RVR-HS and RVR-CS) are employed to the available data given in the open-source literature. In these models, the bulk density, Brazilian tensile strength test, point load index test, and ultrasonic test are used as the inputs, while UCSWR is the output parameter. The performances of the suggested predictive models are tested according to two performance indices, i.e. mean square error and determination coefficient. The results obtained show that RVR optimized by the HS model can be successfully utilized for estimation of UCSWR with R2 = 0.9903 and MSE = 0.0031203.

    Keywords: Uniaxial compressive strength, weak rocks, relevance vector regression, cuckoo search algorithm, Harmony Search Algorithm
  • رضا میکائیل *، ایلماز اوزچلیک، محمد عطایی، سینا شفیعی حق شناس
    R. Mikaeil *, Y. Ozcelik, M. Ataei, S. Shaffiee Haghshenas
    Evaluation and prediction of performance of diamond wire saw is one of the most important factors involved in planning the dimension stone quarries. The wear rate of diamond wire saw can be investigated as a major criterion to evaluate its performance. The wear rate of diamond wire saw depends upon non-controlled parameters related to rock characteristics and controlled parameters related to characteristics of the cutting machine and operational parameters. Under the same working conditions, the wear rate of diamond wire saw is strongly affected by the rock properties. This is a key factor that required in evaluating the wear rate of diamond wire saw. In this work, the four major dimension stone properties uniaxial compressive strength, Schimazek F-abrasivity factor, Shore hardness, and Young's modulus were selected as the criteria to evaluate the wear rate of diamond wire saw using the harmony search algorithm (HSA). HSA was used to cluster the fifteen different andesite quarries located in Turkey. The studied dimension stones were classified into three classes. The results obtained show that the algorithm applied can be used to classify the performance of diamond wire saw according to its wear rate by only some famous physical and mechanical properties of dimension stone.
    Keywords: Dimension Stone, Diamond Wire Saw, Wear Rate, Harmony Search Algorithm
نکته
  • نتایج بر اساس تاریخ انتشار مرتب شده‌اند.
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