## 1 Introduction  
In antenna design, evolutionary algorithms (EAs) are frequently employed. They demonstrate advantages for various design instances due to their capacity to break out of local optima without the need for an initial design and generality. EA-driven antenna design is arguably dominated by particle swarm optimization (PSO) and differential evolution (DE) algorithms. The optimization time, however, can be prohibitive given that full-wave electromagnetic (EM) simulations are frequently required to acquire correct performance of a candidate design and that EAs frequently need tens of thousands of such EM simulations to obtain the best design [1; 2; 3]. Printed antennas are usually utilized in numerous radar systems and communications applications because of effortless and straightforward integration with transceivers, low cost, and low profile. While in the frequency range associated with 13.5 GHz intended for the particular Broadcast Satellite Services (BSS), there is always the massive requirement of microstrip arrays [4; 5; 6; 7]. The 77 GHz frequency band is inclining for automobile radar purposes. Inspired by this tendency, the on-chip antennas that happen to be appropriate for CMOS radios in gigahertzes have also turned out to be feasible, since the millimeter wavelength enables the implementation of numerous antennas on a single chip [8]. The advantages associated with additive manufacturing (AM) techniques, including 3D printing, cause it to become achievable for every design having complicated interior and exterior geometry being manufactured instantly by a computer-aided design (CAD). The significance associated with 3D-printed heterogeneous substrates are analyzed in [9], and a significant improvement in bandwidth is observed. In addition, the air-cored substrates are reviewed, as well as examined. The MillimeterWave (mmW) has been previously utilized in RADAR systems and satellite communication. These waves can undoubtedly travel through longer ranges in cases where Line of Sight (LoS) is made available; however, without having LoS, they cannot travel several hundreds of meters. Excessive propagation impairment is mainly because the atmospheric absorption of waves should be considered while designing an antenna for mmW [10]. The assimilation by oxygen molecules may cause incredibly huge attenuation [6]. This particular design will be suitable for the frequency spectrum of V-band ranges from 50 GHz to 75 GHz communication, which is certainly intended for applications associated with short-range communication. The need regarding high gain for 5 th Generation communication leads this work to design an optimum antenna, which can be widely recognized because of its highly uncomplicated composition and excessive growth. The previously designed Yagi antenna with high yield and high directive beams was complex in structure, complex in fabrication, bulky in body weight, and significant in dimensions. The several microstrip Yagi antennas having particular radiation mechanisms are usually recommended to acquire a highly directive beam [11]. Yagi antennas hold various positive aspects for mobile communication systems over other commonly utilized antennas [12]. The initial imprinted Yagi antenna is constructed from four patches: the driven element and the reflector elements, along with two director elements that have been electromagnetically connected to generate a high directive beam [9]. As mentioned prior, the antenna's compact size is a terrific consideration because the antenna is intended for being implemented inside portable devices. The outcomes related to a modification in the substrate materials designed for 60 GHz V-band highly directive Yagi antenna have been introduced in [10]. Intended for Local Positioning Systems (LPS) applications, one particular multilayered stacked quasi-Yagi antenna with high gain had been designed as well as examined at the frequency of 5.8 GHz [13]. However, the models ended up excessively bulky and oversized in dimensions.