Effect of Electric Vehicles and Renewable Sources on Frequency Regulation in Hybrid Power System Using QOAOA Optimized Type-2 Fuzzy Fractional Controller

IF 3.6 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS International Journal of Fuzzy Systems Pub Date : 2023-12-28 DOI:10.1007/s40815-023-01638-3
Mrinal Ranjan, Ravi Shankar
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Abstract

In the modern era, the demand for an interconnected power system, which can integrate electric vehicles and renewable energy sources is increasing day by day. The primary goal of this demand is to make a sustainable and green power source, which can be fulfilled by utilizing Electric vehicles and renewable energy sources. However, there are some demerits of this technology, its lesser system inertia and hence it is not sufficient to respond to the required load capabilities. Further, the approach of electric vehicles with moving batteries can enable higher performance and resolve the issue. In this current analysis, the vehicles to grid idea (V2G) technique has been discussed, which can react as automatic generation control (AGC) in a three-area deregulated environment including hydro, thermal, and gas turbine units. In this type of power grid, all the sources such as Solar, wind, geothermal, and DEG power is also incorporated. To grip various ambiguities, the current study proposed a cascade combination of Interval type-2 fuzzy and Fractional Order Proportional-integral-derivative (FOPIDN) controllers. Further, the current work proposed a modified quasi-opposition Arithmetic Optimization Algorithm (QOAOA) to tune the scaling factor and membership function of an interval type-2 fuzzy FOPIDN controller. To discuss the significance of the anticipated controller, the estimated outputs have been compared with previously reported controllers and optimization techniques. The effect of constant and variations in DG, the penetration level of (PEVs) in various operating modes, subjected to step and random load disturbances have been focused on. Finally, to validate the outcomes of the proposed controller, a real-time (RT) hardware-in-the-loop (HIL) simulation has been adopted by using OPAL-RT.

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使用 QOAOA 优化型 2 类模糊分式控制器的电动汽车和可再生能源对混合电力系统频率调节的影响
现代社会对能够整合电动汽车和可再生能源的互联电力系统的需求与日俱增。这一需求的主要目标是建立一个可持续发展的绿色电源,而利用电动汽车和可再生能源就可以实现这一目标。然而,这种技术也有一些缺点,那就是系统惯性较小,因此不足以应对所需的负载能力。此外,电动汽车配备移动电池的方法可以实现更高的性能并解决这一问题。在本次分析中,讨论了车辆到电网(V2G)技术,该技术可在包括水力、热力和燃气轮机组在内的三区解除管制环境中作为自动发电控制(AGC)做出反应。在这种类型的电网中,太阳能、风能、地热能和可再生能源等所有能源都被纳入其中。为了克服各种模糊性,当前的研究提出了一种级联组合的区间型-2 模糊控制器和分数阶比例-积分-派生控制器(FOPIDN)。此外,本研究还提出了一种改进的准位置优化算法(QOAOA),用于调整区间型-2 模糊 FOPIDN 控制器的比例因子和成员函数。为了讨论预期控制器的意义,将估计输出与之前报告的控制器和优化技术进行了比较。重点研究了 DG 的恒定和变化、各种运行模式下 PEV 的渗透水平、阶跃和随机负载干扰的影响。最后,为了验证拟议控制器的结果,使用 OPAL-RT 进行了实时(RT)硬件在环(HIL)仿真。
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来源期刊
International Journal of Fuzzy Systems
International Journal of Fuzzy Systems 工程技术-计算机:人工智能
CiteScore
7.80
自引率
9.30%
发文量
188
审稿时长
16 months
期刊介绍: The International Journal of Fuzzy Systems (IJFS) is an official journal of Taiwan Fuzzy Systems Association (TFSA) and is published semi-quarterly. IJFS will consider high quality papers that deal with the theory, design, and application of fuzzy systems, soft computing systems, grey systems, and extension theory systems ranging from hardware to software. Survey and expository submissions are also welcome.
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