Yazar "Saka, Mustafa" seçeneğine göre listele

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    A novel hybrid global optimization algorithm having training strategy: hybrid Taguchi-vortex search algorithm
    (Tubitak Scientific & Technological Research Council Turkey, 2021) Saka, Mustafa; Coban, Melih; Eke, Ibrahim; Tezcan, Suleyman Sungur; Taplamacioglu, Muslum Cengiz
    In this paper, a novel hybrid Taguchi-vortex search algorithm (HTVS) is proposed for solving global optimization problems. Taguchi orthogonal approximation and vortex search algorithm (VS) are hybridized in presenting method. In HTVS, orthogonal arrays in the Taguchi method are trained and obtained better solutions are used to find global optima in VS. Thus, HTVS has better relation between exploration and exploitation, and it exhibits more powerful approximation to find global optimum value. Proposed HTVS algorithm is applied to sixteen well-known benchmark optimization test functions with different dimensions. The results are compared with the Taguchi orthogonal array approximation (TOAA), vortex search algorithm, grey wolf optimizer (GWO), sine cosine algorithm (SCA), moth-flame optimization algorithm (MFO), whale optimization algorithm (WOA) and salp swarm algorithm (SSA). In order to compare the effectiveness of HTVS statistically, Wilcoxon signed-rank test (WSRT) is used in this study. Furthermore, HTVS is applied to two different real engineering problems having some constraints (tension/compression spring design and pressure vessel design). All obtained results suggested that HTVS can find optimal or very close to optimal results. Moreover, it has good computational ability and fast convergence behavior as well.
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    Analysis of Fuel Cell Based Time Delayed Load Frequency Control Having Energy Storage Systems
    (Institute of Electrical and Electronics Engineers Inc., 2022) Saka, Mustafa; Demirci, Merve; Eke, Ibrahim; Gozde, Haluk; Dursun, Mahir; Cengiz Taplamacioglu, M.
    In this paper single area fuel cell based load frequency control (LFC) system is examined. This system has a battery energy storage system (BESS) and flywheel energy storage system (FESS). Due to communication components, communication time delay is often occurred in the LFC system in practice. For this reason, this delay is added to system model. In order to improve the system performances, fractional order proportional-integral-derivative PI?D?) controller is used and it is tuned via recently developed Equilibrium Optimizer (EO). The present study, three different analyzes are performed. First, effectiveness of proposed controller and method are compared with the literature. Second, impact of variations of communication time delays are analyzed. Finally, the impact of changing of system time constants are examined. Obtained results are shown that system performances have been improved. In addition, the effects of variations in time delay and time constants on the system are shown comparatively. © 2022 IEEE.
  • Küçük Resim
    Öğe
    Economic Load Dispatch Using Vortex Search Algorithm
    (Ieee, 2017) Saka, Mustafa; Eke, Ibrahim; Tezcan, Suleyman Sungur; Taplamacioglu, M. Cengiz
    Economic load dispatch (ELD) is one of most fundamental issue for energy generation and distribution in power systems. For this purpose, different optimization techniques are developed and applied to ELD problem. In this paper, vortex search algorithm (VSA) is proposed and used for solving ELD problem. VSA method was developed from nature by observing the state of stirring liquids. Transmission losses, valve point loading effect, ramp rate limits and prohibited operating zone constraints are considered to solve ELD problem with VSA method. The feasibility and effectivity of this method is demonstrated for different cases. Obtained results are compared with different developed algorithms and these results clearly point out that proposed VSA method gives successfully outputs.
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    Effect of Electrical Vehicles Participation Rate on Time Delayed Load Frequency Control
    (Institute of Electrical and Electronics Engineers Inc., 2023) Saka, Mustafa; Demirci, Merve; Eke, Ibrahim; Gozde, Haluk; Dursun, Mahir; Taplamacioglu, M. Cengiz
    In this paper, the participation rates of electric vehicles (EVs) connected to the power system in load frequency control (LFC) performances have been examined. In addition, different communication time delays (CTDs) have been implemented to system model (for both plant and EVs side) for obtained realistic results. The analyzes have been carried out for the proportional-integral-derivative controller having derivative filter coefficient (PID-N). In order to find optimal PID-N controller parameters, recently developed Equilibrium Optimizer (EO) technique have been selected and applied. The analyzes have been performed for various participation rate of EVs and the results have been compared with respect to overshoot, undershoot and settling time values. The contributions of electrical vehicles on load frequency control system performances have been demonstrated for two different cases within this study. © 2023 IEEE.
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    Electric fish optimization for economic load dispatch problem
    (2024) Yıldız, Yağmur Arıkan; Akkaş, Özge Pınar; Saka, Mustafa; Çoban, Melih; Eke, İbrahim
    The Economic Load Dispatch (ELD) problem is an essential aspect of power system planning and operational scheduling. Different techniques and algorithms have been recommended to solve it, aiming to minimize the cost of power generation with satisfying the load requirements. In this paper, a new algorithm called Electric Fish Optimization (EFO) is used to solve the ELD problem by considering the line losses, ramp rate limits, maximum and minimum capacities of the generators and prohibited operating zones (POZ). The algorithm has been utilized in test systems consisting of 6 and 15 units and its outcomes have been compared to those from previous research studies. The proposed algorithm has been shown to achieve minimum cost, indicating its superiority and effectiveness in addressing power system planning challenges. It is evident that the presented algorithm offers a valuable solution for optimizing ELD problems.
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    Fo-pid controller design with sca for communication time delayed lfc
    (International Organization on 'Technical and Physical Problems of Engineering', 2020) Saka, Mustafa; Eke, Ibrahim; Gozde, Haluk; Taplamacioglu, M.C.
    In this paper, Sine Cosine Algorithm (SCA) is proposed and applied to load frequency control (LFC) of different type single area power systems. Reheat turbine system without communication time delayed is considered for the first system. Power systems have communication time delays because of far remote units (FRUs’), communication channels (CCs’), delays between plant units and etc. Communication time delays (CTDs) have negative affect on reliability and stability of power systems. For this reason, non-reheat turbine system having communication time delayed is considered. Both systems are controlled by fractional order proportional-integral-derivative controller (FO-PID). This controller has five controllable parameters. Thus, it is very flexible and very effective controller. Analyzed single area power systems for LFC are compared with recent literature studies. Founded outputs are examined according to settling time (%0.005 band width), overshoot, undershoot and peak to peak values of frequency deviation signals. These outputs are demonstrated that system performances highly enhanced with proposed FO-PID controller and SCA method. © 2020, International Organization on 'Technical and Physical Problems of Engineering'. All rights reserved.
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    Heuristic optimization based dynamic weighted state feedback approach for 2DOF PI-controller in automatic voltage regulator
    (Elsevier - Division Reed Elsevier India Pvt Ltd, 2021) Eke, Ibrahim; Saka, Mustafa; Gozde, Haluk; Arya, Yogendra; Taplamacioglu, M. Cengiz
    The intelligent, robust and reliable control of Automatic Voltage Regulator is essential to maintain a constant voltage level of synchronous generator working under different operating conditions. The heuristic optimization based 2DOF state-feedback PI-controller which regulates voltage output of synchronous generators markedly towards severe and continuous disturbances by using amplifier output as an additional feedback is a recent and powerful AVR strategy. In this study, to provide elasticity of dynamic response of this AVR scheme against relatively severe and continuous disturbances, its state-feedbacks are dynamically weighted by the flexible coefficients. Indeed, when the curves of the weight coefficients versus step disturbance are investigated, it is observed that while the disturbance increases, the weight coefficients also rise the effect of amplifier feedback automatically in order to regulate the voltage output of the AVR. The novel dynamic weighting approach increases the system performance between 9.48% and 19.65% for different working conditions. After robustness and stability analyses, a suggestion for real implementation scheme is presented and interpreted. (c) 2021 Karabuk University. Publishing services by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
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    Inserting of heuristic techniques into the stability regions for multiarea load frequency control systems with time delays
    (Tubitak Scientific & Technological Research Council Turkey, 2022) Saka, Mustafa; Sonmez, Sahin; Eke, Ibrahim; Gozde, Haluk; Taplamacioglu, Muslum Cengiz; Ayasun, Saffet
    The design and optimization of robust controller parameters are required to improve the controller perfor-mances and to keep the stability of load frequency control (LFC) system. In addition, reducing the number of iterations and computational time is very important for swiftly tuning of the controller parameters and the system to reach stability rapidly. For this purpose, this study presents the inserting of heuristic optimization techniques into stability regions method identified in proportional-integral (PI) controllers space for multiarea LFC systems with communication time delays (CTDs). This method consists of two steps: determination of stability region for the system and application of heuristics. Stability region for the system is found via stability boundary locus (SBL) and moth-flame optimization (MFO), particle swarm optimization (PSO), sine cosine algorithm (SCA), slime mould algorithm (SMA) and whale optimization algorithm (WOA) are inserted and applied to this region. In addition, a cost function having time domain specifications is developed for improving the performances of LFC and it is compared with the well-known integral error functions. Also, the robust stability region, which tolerates any system parameter and any time delay variation, is identified and the significance of this region is given for robustness analysis. It is observed from the analyses that better system outputs have been obtained with developed cost function. Steady state errors are minimized and transient state performances are improved with the proposed method. Moreover, desired system performances have been achieved with lower computational time and iteration number (approximately more than about 89% reduced according to classical approach) without deteriorating the stable structure of the system by the proposed method.
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    KAOTİK PARÇACIK SÜRÜ OPTİMİZASYONU KULLANARAK EKONOMİK YÜK DAĞITIMI PROBLEMİNİN ÇÖZÜMÜ
    (2023) Eke, İbrahim; Saka, Mustafa; Tezcan, Süleyman Sungur
    Güç sistemlerinde enerji üretim maliyetlerinin azaltılması amacıyla gerçekleştirilen çalışmalar her geçen gün artmaktadır. Bu nedenle günümüzdeki güç sistemleri için ekonomik yük dağıtımı önemli bir konudur. Ekonomik yük dağıtımı (EYD), güç sistemlerinin minimum maliyet ile çalıştırılabilmesi için her bir üretim ünitesinin ne kadar güç üretmesi gerektiğinin belirlenmesinin planlanmasıdır. Elektrik üretim birimleri arasında ekonomik yük dağıtımı yapılması, ucuz elektrik üretmeye yardımcı olması açısından oldukça önemlidir. Sezgisel optimizasyon yöntemleri birçok mühendislik probleminde olduğu gibi ekonomik yük dağıtımı için de kullanılmaktadır. Problemin kısıtları ve karmaşıklığına göre optimizasyon yöntemlerinin performansı da değişmektedir. Bu çalışmada, Kaotik Parçacık Sürü Optimizasyonu (CPSO) ile ekonomik yük dağıtımı probleminin çözümü amaçlanmıştır. CPSO, 6 üretim ünitesine sahip bir test sistemine uygulanmıştır. İletim hattı kayıplarının dâhil edildiği ve edilmediği durumlar ayrı ayrı analiz edilmiştir. CPSO ile elde edilen sonuçlar, literatürde yer alan Yapay Arı Kolonisi (YAK) ve Diferansiyel Gelişim Optimizasyonu (DGO) metotları ile karşılaştırılmıştır. Elde edilen sonuçlar, önerilen yöntemin ekonomik yük dağıtımı problemlerinde kullanılabilirliğini ve etkinliği göstermiştir.
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    Neural network based heuristic fractional order adaptive PID-controller for eliminating communication time delay in multi-area LFC
    (Wiley, 2022) Saka, Mustafa; Gozde, Haluk; Eke, Ibrahim; Taplamacioglu, M. Cengiz
    Communication of interconnected power system components with each other and with control centers is provided by using various communication links. However, these links can cause significant time delays (TD) depending on the types, distance and conditions of the communication channel. In addition to temporary time delays caused by the time constants of the components due to system failures, this article draws attention to the negative effects that may be caused by permanent communication time delays in particular, as different from the literature. The communication time delays can disrupt the stable operation of power systems and even cause the whole system to breakdown by making it unstable, when combining with other delays. In the study, the fiber-optic (F/O) links are assumed to commonly use in supervisory control and data acquisition (SCADA) systems and the communication time delays are calculated based on this scenario. However, it is no doubt that less used radio frequency (RF)-links will create more time delays. Moreover, to eliminate the negative effects of these types of time delays, a novel neural network based-heuristic fractional order hybrid adaptive proportional-integral-derivative (ML-H-(PID mu)-D-lambda) controller for multi area load frequency control (LFC) scheme is developed and analyzed.
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    Performance Analysis for Load Frequency Control of Interconnected Power Systems with Different Techniques
    (Kırıkkale Üniversitesi, 2020) Çakıcı, Feyza Nur; Eke, İbrahim; Saka, Mustafa
    In the interconnected power system, frequency is one of the most important criteria determining system stability. Since interconnected systems consist of more than one region, load frequency control (LFC) is very complicated. For this reason, load frequency control analysis has been performed for interconnected power systems consisting of two and four regions in this article. Vortex Search Algorithm (VSA), Salp Swarm Algorithm (SSA) and Sine Cosine Algorithm (SCA) are used to determine the filter coefficient proportional-integral-derivative controller (PID-N) parameters of these interconnected systems. The results obtained are analyzed for % overshoot (%OS), % undershoot (%US) and settling time (ST) values for each region. It is observed that different system performances are obtained using by these methods. In addition, all system performances are significantly improved with the selected methods.
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    Performance Analysis for Load Frequency Control of Interconnected Power Systems with Different Techniques
    (2020) Çakıcı, Feyza Nur; Eke, İbrahim; Saka, Mustafa; Taplamacıoğlu, M. Cengiz
    In the interconnected power system, frequency is one of the most important criteria determining system stability. Since interconnected systems consist of more than one region, load frequency control (LFC) is very complicated. For this reason, load frequency control analysis has been performed for interconnected power systems consisting of two and four regions in this article. Vortex Search Algorithm (VSA), Salp Swarm Algorithm (SSA) and Sine Cosine Algorithm (SCA) are used to determine the filter coefficient proportional-integral-derivative controller (PID-N) parameters of these interconnected systems. The results obtained are analyzed for overshoot (OS), undershoot (US) and settling time (ST) values for each region. It is observed that different system performances are obtained using by these methods. In addition, all system performances are significantly improved with the selected methods.