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Home > Continuous Optimization Using Evolutionary Computing: Advancements in Differential Evolution Algorithm for Function Optimization and Data Classification

Continuous Optimization Using Evolutionary Computing: Advancements in Differential Evolution Algorithm for Function Optimization and Data Classification

Thesis Info

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Author

Qamar Abbas

Program

PhD

Institute

Iqra University

City

Karachi

Province

Sindh

Country

Pakistan

Thesis Completing Year

2016

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/9183/1/Qamar_Abbas_Computer_Science_HSR_2016_Iqra_univ_ISB_10.01.2017.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727720225

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Evolutionary computing algorithms have been implemented successfully for optimization problems. Differential Evolution (DE) is one of the evolutionary global optimization algorithm which has enjoyed considerable interest by many researchers in the recent years. Due to intensive study of DE algorithm by researchers; a number of mutation variants have been established for this algorithm. These mutation variants make DE algorithm more applicable, but due to the random development of these variants have created inconsistencies such as naming and formulation. Therefore, this research work also aims to identify inconsistencies and propose solution to make them consistent. Most of the inconsistencies exist because of the uncommon nomenclature used for these variants. In this research a comprehensive study is carried out to identify inconsistencies in the nomenclature of mutation variants that does not match each other. Their proper and consistent names are proposed which provide significant contribution to the literature. The proposed names are assigned for conflicting variants that is based on the name of the variant, total number of vectors used to generate the trial vector and the order of the vectors to form the equation of these mutation variants. For effective conflict analysis of mutation strategies, trial vector generation mechanism of each variant is illustrated graphically. The consistent set of mutation variants will prove to be a valuable addition to DE literature. A number of variants have been proposed to improve the performance of DE. However, most of the variants suffer from the problems of convergence speed and local optima. A novel tournament based parent selection mutation strategy of DE algorithm (TSDE) is proposed in this research. The proposed mutation strategy enhances searching capability in terms of fitness and improves convergence speed of the DE algorithm in terms of number of function calls. This research work also presents statistical comparison of existing DE mutation variants, which categorizes these variants in terms of their overall performance. The proposed mutation strategy is tested for standard benchmark functions and validated to train the artificial neural network for data classification problem. This thesis also introduces random controlled pool base differential evolution algorithm (RCPDE). A mutation strategy pool and a control parameter pool are used in RCPDE. The mutation strategy pool contains mutations strategies having diverse characteristics and control parameter pool contains varying nature pairs of control parameter values. The author has also observed that addition of rarely used control parameter values in the parameter pool and mutation strategy in the strategy pool is helpful to enhance the average fitness value and the number of function call performance parameters of DE algorithm. The proposed mutation strategies pool and control parameters pool in RCPDE are helpful in improving the solution quality and convergence speed of DE algorithm. RCPDE algorithm is tested over a test set of multi dimensional (N-dimensional) benchmark functions that shows significant performance of the proposed algorithm over many state of the art DE algorithms. To validate the performance of RCPDE algorithm; it has been used to train artificial neural network for data classification problem. Through experimental studies it is proved that proposed TSDE achieved better performance than other mutation strategies of DE algorithm. Similarly random controlled mutation strategies pool and control parameter pool based DE algorithm (RCPDE) also shows significant performance in the experimental studies as compared to other well known state of the art algorithms such as jDE, EPSDE, CoDE and standard DE algorithm.
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منشی میراں بخش جلوہ

منشی میراں بخش جلوہ انیسویں صدی کے ربع آخر میں سیالکوٹ میں اردو میں شعرو شاعری کرتے تھے۔ انجمنِ حمایتِ اسلام کے جلسوں میں شریک ہوتے ہوئے نظمیں پڑھتے تھے۔ آپ سراج الاخبار(جہلم) کے سیالکوٹ میں نمائندہ تھے۔ جلوہ کے پانچ شعری مجموعے گلشنِ نعت‘ جلوہ حق‘ تحفہ جلوہ‘ نوحہ جلوہ‘ دیوان جلوہ اور ایک نثری کتاب جو جلوہ کی شعری تصانیف کے بارے میں معلومات فراہم کرتی ہے۔ شائع ہو چکی ہیں۔(۵۳) جلوہ کی مذکورہ بالا کتب نایاب ہیں۔

مولانا عبد المجید سالک اپنی تالیف’’ذکرِ اقبال‘‘ میں جلوہ سیالکوٹی کے بارے میں لکھتے ہیں:

ایک شاعر منشی میراں بخش جلوہ سیالکوٹی تھے جو اکثر انجمنِ حمایتِ اسلام میں بھی آ کر نظمیں پڑھا کرتے تھے۔ نہ جانے کہاں سے شعر کہنے کی لت پڑ گئی۔ شعر کیا تھے پکوڑے تل لیا کرتے تھے۔ ان دنوں خزانے کے ایک کلرک اہلِ زبان تھے جلوہ صاحب ان کو اکثر شعر سنایا کرتے تھے۔ ایک روز انہوں نے تنگ آ کر کہا بھائی جلوہ تمہارے شعروں سے چھیچھڑوں کی بو آتی ہے۔ جلوہ صاحب تاؤ کھا کر شاہ صاحب کی خدمت میں حاضر ہوئے اور ان کو اپنے اشعار سنا کر پوچھا کہ یہ اشعار کیسے ہیں شاہ صاحب۔ شاہ صاحب سے مراد مولوی سید میر حسن ہیں ‘ نے فرمایا سچ پوچھتے ہو تو تم نے شعروں کا جھٹکا کر دیا ہے۔(۵۴)

میراں بخش جلوہ فن تاریخ گوئی میں مہارت رکھتے تھے۔ شاعرِ کشمیر منشی محمد دین فوق کے چچا منشی غلام محمد خادم کا بیٹا محمود فوت ہوا تو جلوہ نے کئی تاریخیں کہیں جن میں سے ایک یہ ہے:

مر گیا جلوہ جو خادم کا پسر                              نام تھا محمود اور تھانیک خو            

کیوں نہ خادم روئے سر کو پیٹ کر                 مل گیا ہے خاک میں 

خصائص الاسلام فی تامین الامن والسلام

This article focuses onthose special attributes of Islām, which distinguishes it from other religions with respect to peacekeeping, i. E., the rules and ethics, which inculcate peace and tranquility in the soul and mind of an individual and society. Islām is the pioneer of all the religions that emphasize upkeeping of peaceful relations between their followers and others without any discrimination. The connotations of the word Islām and the implications of its various synonyms, its ethical teachings, rules and laws_ all convey the message of peace. Therefore, a true believer is supposed to be the one, who is endowed with peace. To sustain harmony in the society, Islām prohibits mischief, tribulations, aggression and violation of human rights, such as freedom of religion and life. Likewise, Islām prohibits undue offences against any religion, defiling religious beliefs and the holy books, derogatory remarks against any sacred and reverend personage, and extortion, theft, robbery, usury, etc. The second discourse of this article deals with the Islamic salutations. The objectives of Sharī‘ah, in this regard, are to promote good will, alleviate alienation of addressees, invite non-believers to Islām and augment peaceful relations and coexistence with others. The last section of this discourse deals with the injunctions, related to the rules and ethics of warfare as instructed by Islām.

Kinetic and Stochastic Modeling and Simulation of Fission Product Activity in Primary Loop of a Typical Pwr

Muhammad Javed Iqbal, PhD, Department of Physics & Applied Mathematics, PIEAS, May, 2008."Kinetic and Stochastic Modeling and Simulation of Fission Product Activity in Primary Loop of a Typical PWR”; Supervisor: Dr. Nasir M. Mirza; Co-Supervisor: Dr. Sikander M. Mirza; Department of Physics & Applied Mathematics, PIEAS, Nilore 45650, Islamabad. In comparison with emerging power systems, the Pressurized Water Reactors (PWRs) have many times higher post shutdown radiation levels, originating partly from the fission products released to the primary coolant from defective fuel pins in the core. This results in prolonging the maintenance schedule and translates into substantial economic costs. To minimize the plant maintenance time and to reduce the radiation dose for plant operators and general public, a detailed knowledge of radioactivity buildup and its kinetics is essential. In this work, a detailed methodology has been developed for modeling and simulation of kinetics of fission product activity in primary coolant loops of typical PWRs under steady-state and power transients. For this purpose, a detailed three-stage methodology has been developed and implemented in the computer code FPCART, which uses LEOPARD and ODMUG codes as its subroutines. It has been coded in Fortran-77 and uses adaptive Runge-Kutta-Fehlberg algorithm as its base ODE- solver. Mathematical model is based on a coupled system of first order, ordinary differential equations governing the kinetics of dominant fission products within the fuel, fuel-clad gap, and the primary coolant loops. Code is capable of handling power transients, and takes into account the effects of purification system as well. Simulation of fission product activity in primary coolant under flow-rate transients have also been performed by using a two-stage model from fuel to fuel-clad gap and then from gap to primary coolant region. A one-dimensional nodal-scheme has been developed for modeling the behavior of fission products in the primary circuit. For normal constant power operation, results of over 39 fission products show that activity due to fission products in the fuel region of PWRs is dominated by 134 I and is followed by 134 Te and 133 I. The value of the fission product activity in fuel region predicted by FPCART code has been found to agree with-in 0.36% range with the corresponding values found by using the ORIGEN-2.0 code. The predictions of FPCART code for primary coolant activity have been found in good agreement with corresponding values of ANS-18.1 Standard as well as with some power plant measured data with 2.4% deviation in the value of specific activity of the dominating fission product 134 I. Similarly, xviifor constant power operation and constant flow rate, results for 15 major fission products show that the activity in the primary coolant circuit of PWRs is dominated by 133 Xe and it is followed by 135 Xe, 131M Xe and 129 Te which contribute 40%, 12.9%, 11% and 8.2%, respectively, to the total fission product activity. These simulations indicate a strong dependence of saturation values of specific activity on primary coolant flow rate. For pump coast-down having a characteristic time t p ~ 2000 h, an 8.6% increase has been observed in the value of total specific activity due to fission products. For increasing t p values, the value of maximum specific activity due to fission products shows a rise followed by an approach towards a saturation value. The simulation of primary coolant activity due to 85 Kr, 87 Kr and 135 Xe chains, have been carried out using classic Runge-Kutta (RK4), adaptive Runge-Kutta-Fehlberg (RKF), Adams-Bashforth-Moulton (ABM) and Semi-Implicit-Extrapolation (SIA), with later two as stiff solvers. Deviations were observed between the corresponding predictions between the lumped and un-lumped systems, especially, during the initial phase of the simulations. Finally, a stochastic model has been developed for simulation of fuel failure time sequences by sampling time dependant intensity functions. Then the three stage model based deterministic methodology of FPCART code has been extended to FPCART-ST, which simulate the random fuel failure sequences followed by burst release of radioactive contents present in fuel-clad gap at that time, into primary coolant coupled with power transients. The value of the 131 I activity in primary coolant predicted by FPCART-ST code has been found in good agreement with the corresponding values measured at ANGRA-1 nuclear power plant. The predictions of FPCART-ST code with constant release option have also been found in good agreement with corresponding experimental values for time dependant 135 I, 135 Xe and measured during EDITHMOX-1 experiments. Kr concentrations in primary coolant