Design of Antenna Arrays with Quantized Controlling

dc.contributor.authorGnawa, Deubauh Cedrick Dassrahcs
dc.contributor.refereeJanoušek Ladislav, prof. Ing. Ph.D.cs
dc.contributor.refereeHazdra Pavel, doc. Ing. Ph.D.cs
dc.date.accepted2025-12-16
dc.date.accessioned2026-02-19T13:23:32Z
dc.date.available2022-09-01
dc.date.available2026-02-19T13:23:32Z
dc.date.issued2025-09-01
dc.date.submitted2025-09-01
dc.description.abstractThe rapid advancement of CubeSat technology has increased demand for high-performa{-}nce ground station (GS) antennas capable of fast satellite tracking, high gain, robust interference rejection, and weather resilience in Low Earth Orbit (LEO). This need is exemplified by the VZLUSAT-1 Czech university CubeSat program, which motivates the development of more efficient tracking solutions. Traditional motor-driven tracking systems are slow, costly, and ineffective in isolating signals from complex interference. This work proposes a phased antenna array (PAA) with quantized beamforming control optimized for CubeSat ground station applications to address these limitations. The system employs a geodesic dome structure with a truncated equilateral triangular patch antenna array arranged in a 4×4 grid per planar face to achieve a targeted gain of 20 dBi. The array demonstrates a wide bandwidth of 198.62 MHz, excellent inter-element isolation, and an axial ratio bandwidth of 42.17 MHz. A main innovation lies in the optimization of phase and amplitude quantization for precise beam steering. The Taguchi method is first applied to minimize sidelobe levels (SLL) and suppress the first sidelobe, offering rapid convergence and computational efficiency compared to stochastic methods like particle swarm optimization (PSO) and genetic algorithms (GA). However, for large arrays and 2D scanning tasks, a Multi-Layer Perceptron (MLP) strategy proves superior, balancing accuracy and flexibility. Phase quantization analysis reveals that the proposed Appropriate Mean Phase Error Zero (AMPEZ) method with a 0.45 offset significantly improves beam pointing accuracy and sidelobe stability compared to conventional dithering techniques. When integrated with round-off amplitude quantization, the Quantized-MLP (2-bit) outperforms it and the traditional round-off (3-bit) methods in beam accuracy while maintaining comparable SLL performance. Validation via CST Microwave Studio simulations confirms the theoretical findings, with experimental verification planned for future work. This study advances CubeSat communication by introducing a cost-effective, high-performance PAA solution, combining optimized quantization strategies with scalable control algorithms for real-world GS applications.cs
dc.description.abstract-translatedThe rapid advancement of CubeSat technology has increased demand for high-performa{-}nce ground station (GS) antennas capable of fast satellite tracking, high gain, robust interference rejection, and weather resilience in Low Earth Orbit (LEO). This need is exemplified by the VZLUSAT-1 Czech university CubeSat program, which motivates the development of more efficient tracking solutions. Traditional motor-driven tracking systems are slow, costly, and ineffective in isolating signals from complex interference. This work proposes a phased antenna array (PAA) with quantized beamforming control optimized for CubeSat ground station applications to address these limitations. The system employs a geodesic dome structure with a truncated equilateral triangular patch antenna array arranged in a 4×4 grid per planar face to achieve a targeted gain of 20 dBi. The array demonstrates a wide bandwidth of 198.62 MHz, excellent inter-element isolation, and an axial ratio bandwidth of 42.17 MHz. A main innovation lies in the optimization of phase and amplitude quantization for precise beam steering. The Taguchi method is first applied to minimize sidelobe levels (SLL) and suppress the first sidelobe, offering rapid convergence and computational efficiency compared to stochastic methods like particle swarm optimization (PSO) and genetic algorithms (GA). However, for large arrays and 2D scanning tasks, a Multi-Layer Perceptron (MLP) strategy proves superior, balancing accuracy and flexibility. Phase quantization analysis reveals that the proposed Appropriate Mean Phase Error Zero (AMPEZ) method with a 0.45 offset significantly improves beam pointing accuracy and sidelobe stability compared to conventional dithering techniques. When integrated with round-off amplitude quantization, the Quantized-MLP (2-bit) outperforms it and the traditional round-off (3-bit) methods in beam accuracy while maintaining comparable SLL performance. Validation via CST Microwave Studio simulations confirms the theoretical findings, with experimental verification planned for future work. This study advances CubeSat communication by introducing a cost-effective, high-performance PAA solution, combining optimized quantization strategies with scalable control algorithms for real-world GS applications.en
dc.description.departmentKatedra elektrotechniky a počítačového modelovánícs
dc.description.resultObhájenocs
dc.format145 pages
dc.identifier83919
dc.identifier.urihttp://hdl.handle.net/11025/64687
dc.language.isoen
dc.publisherZápadočeská univerzita v Plznics
dc.rightsPlný text práce je přístupný bez omezenícs
dc.rights.accessopenAccesscs
dc.subjectantenna arraycs
dc.subjectarray factorcs
dc.subjectantenna synthesiscs
dc.subjectTaguchi methodcs
dc.subjectquantized controlcs
dc.subjectCubesatcs
dc.subjectQuantized Multi-Layer Perceptron Ground station.cs
dc.subject.translatedantenna arrayen
dc.subject.translatedarray factoren
dc.subject.translatedantenna synthesisen
dc.subject.translatedTaguchi methoden
dc.subject.translatedquantized controlen
dc.subject.translatedCubesaten
dc.subject.translatedQuantized Multi-Layer Perceptron Ground station.en
dc.thesis.degree-grantorZápadočeská univerzita v Plzni. Fakulta elektrotechnickács
dc.thesis.degree-levelDoktorskýcs
dc.thesis.degree-namePh.D.cs
dc.thesis.degree-programElectrical Engineering and Information Technologycs
dc.titleDesign of Antenna Arrays with Quantized Controllingcs
dc.typedisertační prácecs
local.files.count4*
local.files.size11702319*
local.has.filesyes*
local.relation.IShttps://portal.zcu.cz/StagPortletsJSR168/CleanUrl?urlid=prohlizeni-prace-detail&praceIdno=83919

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