Search Results(13909)

2026-04-07
PIER C
Vol. 168, 161-169
Error-Aware Joint Position and Excitation Optimization for Shaped Beam Linear Array Synthesis
Le Trong Phuoc Bui
This study addresses the synthesis of shaped beams for linear antenna arrays under dynamic range ratio constraints on excitation amplitudes. When hardware limitations restrict excitation freedom, conventional methods suffer significant sidelobe degradation. The proposed approach jointly optimizes the element positions and excitations through iterative second-order cone programming. A distinguishing feature is the error-aware constraint formulation, which incorporates linearization error bounds, ensuring actual pattern compliance with the beam mask at each iteration. Adaptive trust-region control based on actual-to-predicted improvement ratios ensures robust convergence. Numerical experiments with flat-top and cosecant-squared beams demonstrated 7-12 dB sidelobe improvement over excitation-only methods under strict amplitude constraints. Compared with particle swarm optimization, the proposed method achieves superior sidelobe suppression while being orders of magnitude faster.
2026-04-06
PIER C
Vol. 168, 152-160
Investigations on Circular Slot Ring Structured Antenna for Triple Band Frequencies and UWB Applications
Polavarapu Sushma Chowdary , Kollipara Radha , Ravi Kumar Maddumala , Bhupathi Ajay Kumar and Bokkisam Venkata Sai Sailaja
In this paper, we present a Microstrip feed slot ring resonator with a central circular disc antenna that operates at triple bands. The suggested antenna covers 5G, military, radar, and UWB applications. It resonates within 2.71 GHz-12 GHz at center frequencies of 4.13 GHz (S11 = -17.9 dB), 8.53 GHz (S11 = -38 dB), and 9.09 GHz (S11 = -20 dB). Simulations of the ultrawideband antenna matched the manufactured devices. The proposed antenna has dimensions of 40 × 42 × 1.6 mm3 and is constructed on a cost-effective FR4 substrate. It achieves an operating impedance of less than -10 dB. The circular ring slot antenna shows remarkable capabilities, achieving multiband frequencies at 4.13 GHz, 8.53 GHz, and 9.09 GHz. The unique ultra-wideband design has a positive impact on gain and yields stable radiation characteristics, with surface currents contributing to a promising design. The design achieves a gain of about 5 dBi and a fractional bandwidth of roughly 128.7%.
2026-04-06
PIER C
Vol. 168, 139-151
Multi-Objective Optimization of Insulation Structure for Converter Transformer Valve-Side Bushings
Da Xie , Wei Wang , Yongchao Li , Siyi Wei , Gang Xu and Long Ma
Valve-side bushings in HVDC converter transformers operate under composite AC-DC electric stresses, where temperature-dependent conductivity induces significant redistribution of electric field. In this study, a unified electro-thermal coupled model is developed for a 226 kV capacitive grading structure. Two insulation margin indices corresponding to DC lifetime stress and AC partial discharge stress are defined, and a multi-objective optimization model is formulated to minimize the normalized variances of both margins. An improved multi-objective grey wolf optimizer with a nonlinear convergence factor and a crowding-solution screening mechanism is proposed to enhance convergence and Pareto-solution quality. Results show that the improved algorithm yields better Pareto-solution diversity and uniformity than the standard method, while the optimized structure reduces the maximum DC and AC electric fields by about 6.2% and 10.4%, respectively. The proposed method provides an effective design approach for improving insulation coordination and reliability of valve-side bushings under composite AC-DC stresses.
2026-04-06
PIER C
Vol. 168, 132-138
Dual-Band Meander Antenna for IoT and 5G Sub-6 GHz Applications
Abdellah Elabdi , Abdenasser Lamkaddem , Moussa El Ayachi , Mohammed Rahmoun , Mohammed Ali Ennasar , Otman El Mrabet , Anuar Mohamed Kassim and Ahmed Jamal Abdullah Al-Gburi
The efficient integration of wireless communication technologies into IoT applications is essential to ensuring seamless and reliable access to application data. In this context, the present paper proposes a dual-band meander-shaped patch antenna specifically designed for IoT applications. The proposed antenna supports operation across the WLAN, 4G, and 5G frequency bands, with resonant frequencies centered around 2.4 GHz and 5 GHz. The design is implemented on a Rogers RT-5880 substrate, and all simulations and optimizations are performed using CST Microwave Studio (CST MWS). The antenna features compact dimensions of 20 × 10 × 1.57 mm3 (equivalent to 0.16 × 0.08 × 0.01λ03 at 2.4 GHz). The proposed antenna's effectiveness was assessed through a comprehensive evaluation combining numerical simulations and experimental prototyping. Its performance outcomes were further benchmarked against contemporary designs reported in recent literature. Distinguished by its miniaturized geometry, straightforward integration into electronic platforms, cost-effectiveness, and manufacturability, the antenna demonstrates strong potential for deployment in advanced Internet of Things (IoT) infrastructures.
2026-04-06
PIER Letters
Vol. 130, 23-27
Integrated Slotted SIW Oscillator-Antenna Based on the TE210 Mode with High Spectral Purity
Abdelmounim Sellidj , Tarek Djerafi , Said Gaoua and Mustapha Yagoub
In this work, a Substrate-Integrated Waveguide (SIW) cavity-based positive-feedback oscillator integrated with a slot antenna on a single substrate was designed. The proposed design incorporates a radiating element, an oscillator tank, and a coupling structure within the same cavity, thereby eliminating external interconnections and significantly enhancing overall efficiency. By employing the TE210 mode instead of the TE110, the design exploits a field node to minimize the parasitic loading effects of the oscillator coupling probe on the antenna radiation. This approach simultaneously enhances the cavity's quality factor Q and preserves the spectral purity of the integrated SIW antenna-oscillator, all this without affecting the antenna radiation. The SIW cavity achieves a measured quality factor (Q) of 250, ensuring high spectral selectivity at the 10 GHz resonant frequency. The oscillator exhibits low phase noise of -131 dBc/Hz at a 1 MHz offset, along with exceptional suppression of harmonics, including the total suppression of the third harmonic, while the slot antenna achieves a gain of 6 dBi. This fully integrated architecture delivers performance equivalent to discrete implementations while offering a compact footprint and eliminating insertion losses between the antenna and the oscillator.
2026-04-05
PIER C
Vol. 168, 117-131
Design and Experimental Validation of a Modified Compact 2×2 Orthogonal Microstrip MIMO Antenna for Sub-6 GHz 5G Systems
Hayder Majid Mutashar and Mohammad Sajjad Bayati
This paper presents the design, optimization, fabrication, and experimental validation of a compact 2 × 2 microstrip Multiple-Input Multiple-Output (MIMO) antenna for 5G sub-6 GHz applications. The proposed antenna is centered at 5.5 GHz and implemented on an FR4 substrate with an overall size of 60 × 60 mm2, making it suitable for integration into modern compact wireless devices. The design process begins with the development of a single Planar Microstrip Monopole Antenna (PMMA), which is enhanced using a systematic stub-loading technique to improve impedance matching, radiation stability, and efficiency. The optimized element is then replicated and arranged using an orthogonal placement strategy to reduce mutual coupling without employing additional decoupling structures or parasitic components. The proposed MIMO configuration achieves excellent impedance matching, with a measured reflection coefficient of approximately -49 dB at 5.5 GHz and an operational bandwidth extending from 4.7 to 6.49 GHz. The antenna exhibits high radiation efficiency (≈81) and total efficiency (≈79) within the operating band. The measured peak gain reaches 4.70 dBi, showing close agreement with simulated results. Diversity performance is confirmed by an extremely low envelope correlation coefficient (ECC < 0.0001) and a diversity gain approaching 10 dB, indicating strong spatial diversity and reliable multipath performance. Furthermore, the Total Active Reflection Coefficient (TARC) remains below -10 dB across the main operating region, validating stable multi-port excitation behavior. The combination of compact size, high efficiency, excellent isolation, and low structural complexity demonstrates that the proposed antenna provides a practical and cost-effective solution for sub-6 GHz 5G MIMO systems.
2026-04-05
PIER C
Vol. 168, 104-116
High Q-Factor Permittivity Sensor with Dual-Band and Independent Performance for Solid Material Characterization
Leni Devera Asrar , Zahriladha Zakaria , Syah Alam , Iwan Setyadi and Maizatul Alice Meor Said
This study proposes a two-port dual-band microwave sensor designed for the independent and simultaneous detection of solid material characteristics. The sensor consists of a pair of non-identical rectangle-shaped resonators arranged symmetrically, with two distinct sensing areas connected by a power divider and a microstrip feed line with an impedance of 50 Ohms. It operates at resonant frequencies of fr1 = 2.16 GHz and fr2 = 4.03 GHz, utilizing a Rogers 5880 substrate with εr = 2.2, tanδ = 0.0009, and a thickness of 0.79 mm. The tested materials include RO5880, RO4350, and FR4, with dimensions of 16 mm × 5 mm on the first resonator and 5 mm × 5 mm on the second resonator. The rectangular resonators successfully detect and measure the dielectric properties of solid materials while maintaining independent operation, ensuring that MUT loading does not interfere with each resonator. The measurement results indicate that fr1 and fr2 achieve average accuracies of 90.51% and 95.16%, respectively, for a permittivity range of 1-4.4, while the average normalized sensitivities are 2.42% and 1.36%. In addition, the Q-factors of resonators are 308 and 537, respectively. The proposed microwave sensor offers a promising solution for accurately detecting different characteristics of solid materials independently and simultaneously, with potential applications in the food industry, material quality control, and biomedical fields.
2026-04-04
PIER C
Vol. 168, 89-103
Dual-Band Textile C-Shape Complementary Split-Ring Metamaterial MIMO Antenna for Remote Health Monitoring
Hamza Ahmad Mashagba , Hasliza A Rahim , Nurul Anis Emillia Nazri , Mohd Najib Mohd Yasin , Nur Hidayah Ramli , Sarun Narongkul , Liyana Zahid , Azlan B. Abd Aziz and Samir Salem Al-Bawri
Background: Remote Health Monitoring Systems (RHMSs) rely on wearable antennas to enable reliable wireless transmission of physiological data. However, existing wearable Multiple-Input Multiple-Output (MIMO) antennas often suffer from low gain and limited isolation, particularly under flexible and on-body conditions. Methods: This study proposes a dual-band textile C-shaped Complementary Split-Ring (CSR) metamaterial-based MIMO antenna operating at 2.45 GHz and 3.5 GHz. A metasurface layer composed of a 3 × 5 CSR array is integrated beneath the radiating elements to enhance isolation and realized gain. The antenna is evaluated under flat and bending conditions, and on-body performance is validated through Specific Absorption Rate (SAR) and Received Signal Strength Indicator (RSSI) measurements. Results: The proposed antenna achieves measured Mutual Coupling (MC) lower than -30 dB and realized gains of 3.01 dBi and 6.43 dBi at 2.45 GHz and 3.5 GHz, respectively. SAR values remain well below international safety limits, and RSSI measurements confirm improved communication performance over distances up to 10 m. Conclusion: The proposed dual-band textile metamaterial MIMO antenna provides a safe, flexible, and high-performance solution for wearable RHMS applications.
2026-04-03
PIER C
Vol. 168, 82-88
Parametric Model for Coaxial Cavity Filter Using Deep Learning Neural Networks
Nour El Houda Sara Senasli , Bouhafs Bouras , Mohammed Chetioui , Lamia Senasli and Mehdi Damou
This study introduces a deep neural network architecture tailored for accurately modeling the parameters of microwave components, with a specific focus on waveguide filters. Unlike simpler neural networks, this architecture is designed to handle the complex relationships that are prevalent in microwave engineering. The model's inputs include the filter's geometric variables and frequency, whereas the S-parameters serve as outputs. To effectively capture these relationships, the Rectified Linear Unit (ReLU) activation function was employed, which is known for its efficiency in managing a significant number of training parameters. This choice allowed the model to better grasp the intricate connection between the S-parameters and geometric variables, and the relationship was found to be more complex than that with frequency. The primary goal is to reduce the overall count of training parameters within the deep neural network while maintaining a level of accuracy similar to that of fully connected neural networks. This study demonstrates the effectiveness of this approach through waveguide filter parametric modeling, highlighting its capacity to accurately model and optimize the electromagnetic response of the filter.
2026-04-03
PIER Letters
Vol. 130, 15-22
A High-Selectivity 3-D Dual-Polarized Frequency Selective Rasorber with Wide Absorption Bands Based on Multiple Strip-Type Resonators
Hao Shen , Borui Bian and Dan Zhang
This letter presents a high-selectivity three-dimensional (3-D) dual-polarized frequency-selective rasorber (FSR). The proposed design comprises a 3-D array of multiple lossy strip-type resonators integrated with a planar bandpass frequency-selective surface (FSS). While the multiple resonances of the strips provide wideband absorption, a parallel LC structure is loaded within each resonator to achieve a low-loss transmission band. Numerical and experimental results demonstrate an ultra-wide low-reflection band with a fractional bandwidth (FBW) of 162.2% from 2.0 to 19.2 GHz. This includes a transmission band at 10 GHz with an insertion loss of 0.47 dB, alongside a lower frequency absorption band (2.0-9.5 GHz, FBW 130.4%) and an upper frequency absorption band (10.5-19.2 GHz, FBW 58.6%). The operating mechanism is further validated by an equivalent circuit model and measurement of a fabricated prototype, showing good agreement between theory and experiment.
2026-04-02
PIER C
Vol. 168, 75-81
Compact Elliptical Multi-Band Microstrip Sensor for Thumb-Tissue Glucose Sensing
Amjad Hussein Yousif , Saad Wasmi Osman Luhaib and Mohammed Younis Thanoun
A new compact tri-band elliptical microstrip resonator is proposed for noninvasive microwave-based glucose sensing using a thumb-contact configuration. The sensor consists of concentric elliptical copper rings with a localized outer-ring slot and capacitive feed coupling, implemented on an FR-4 substrate to enhance electric-field confinement beneath the thumb-loading region. A multilayer cylindrical thumb phantom incorporating dispersive tissue models and glucose-dependent blood permittivity is employed to emulate realistic on-body conditions. Full-wave simulations in the 2-6 GHz band demonstrate three dominant glucose-sensitive resonant modes. Over a concentration range of 0-600 mg/dL, the resonances shift monotonically from 2.054 to 2.142 GHz, 2.83 to 3.214 GHz, and 5.128 to 5.75 GHz, respectively. The corresponding frequency-deviation rates are 0.147, 0.64, and 1.037 MHz/(mg/dL), with the highest linearity reaching R2 ≈ 0.98. By distributing sensing across three coupled resonant modes, the proposed approach enables frequency-diverse feature extraction suitable for multivariate calibration, improving robustness against contact variability and modeling uncertainties compared with single-band configurations.
2026-04-02
PIER C
Vol. 168, 64-74
Suppressing Torque Ripple of PMa-SRM Based on Variable Hysteresis Threshold in Sub-Divided Region
Junwu Zhu , Junxin Xu and Yan Chen
To address the issue of significant torque ripple in traditional direct instantaneous torque control strategies for permanent magnet assisted switched reluctance motors, which stems from the use of fixed hysteresis thresh-olds, this paper proposes a variable hysteresis threshold pulse width modulation (PWM) method based on subdivided regions. First, based on the torque-current ratio curve features, the two-phase exchange (TpE) region is subdivided into two-phase exchange I (TpE I) and two-phase exchange II (TpE II), using the angle of equal torque-current ratio as the dividing point. PWM control was applied within these two intervals to ensure a smoother transition of the total torque during commutation. Second, the hysteresis threshold is optimized by a BP neural network tuned via the dung beetle optimizer (DBO) algorithm under different speeds and loads, thereby enhancing the system's flexibility. Finally, simulations and experiments were performed using a 6/20 three phases permanent magnet-assisted switched reluctance motor. Experimental results show that the torque ripple is reduced from 30.4% to 11% under 500 r/min and 5 N.m, and PWM with a variable hysteresis threshold can effectively suppress torque ripple.
2026-04-01
PIER C
Vol. 168, 56-63
Fabry-Perot Resonator Antenna Design Based on Phased Array Feed
Zechen Li , Zibin Weng , Yahong Li , Youqian Su and Jingnan Guo
To address the issues of narrow gain bandwidth and severe element coupling faced by traditional Fabry-Perot resonant antennas in phased array feed systems, this paper proposes a decoupling design method based on highly optimized resonant mode height. By analyzing electric field distributions and coupling mechanisms under multi-feed conditions, an improved resonator height calculation formula suitable for phased array feeds is derived, achieving mutual suppression of energy between reflected wave coupling and inter-element coupling. A 2 × 2 microstrip antenna array was employed as the feed source. Combined with a multilayer positive phase gradient partially reflective surface, a Fabry-Perot antenna prototype operating at 28 GHz was designed and fabricated. Simulated and experimental results demonstrate that compared to conventional designs, this antenna achieves a maximum gain at 28 GHz increased from 21.80 dBi to 23.15 dBi, with the 3-dB gain bandwidth expanded from 1350 MHz to 1730 MHz. This study provides an effective approach for achieving a broadband high-gain design in phased array-fed Fabry-Perot resonant antennas.
2026-04-01
PIER C
Vol. 168, 45-55
Wideband Circularly Polarized Dielectric Resonator Antenna with Wide Stopband Characteristics
Chuanyun Wang , Yi Ouyang , Pin Wen , Zhiyong Tan and Tianle Zheng
A wideband circularly polarized (CP) dielectric resonator antenna (DRA) with integrated harmonic suppression is proposed. The design transforms the original rectangular coupled slot into a branched configuration to perturb the electric field distribution within the dielectric resonator (DR) and ground plane, thereby obtaining wideband circular polarization characteristic. For harmonic suppression, a double-ended feeding structure integrated with a π-shaped stub and a transverse stub is introduced, generating four radiation nulls. Furthermore, a stepped-impedance feeding line is employed to extend the upper stopband bandwidth. A prototype is fabricated and measured; the experimental results and simulations are generally consistent. The antenna achieves a -10 dB impedance bandwidth of 40.2% (2.86-4.3 GHz), a 3 dB axial ratio bandwidth of 26.13% (3.06-3.98 GHz), an average gain of 5.3 dBi, and harmonic suppression of 2.7f0 (where f0 is the center frequency). The out-of-band suppression in both upper and lower stopbands exceeds 15 dB.
2026-03-31
PIER C
Vol. 168, 39-44
Printed Compact Monopole with Multiband Operation for Wi-Fi 8, 5G NR79, and 6G Upper Mid-Band Applications
Saou-Wen Su and Guan-Lin Chen
A compact yet simple, printed monopole design targeted at providing multiband operation in the 2.4/5/6 GHz Wi-Fi 8 (2400-2484/5150-7125 MHz) bands and also the 5G new radio (NR79) (4.4-5.0 GHz) band and 6G upper mid-band in the 7.125-8.4 GHz range is demonstrated. The antenna is composed of longer and shorter radiating arms, as well as a matching stub that protrudes from the longer arm around the antenna port and extends toward the shorter arm. The two arms and the stub are all printed on a low-cost single-layer substrate. Four resonant modes of the antenna are excited, with the lower mode covering the 2.4 GHz band and the three upper modes forming a wide 7.4-dB return-loss bandwidth of about 4.3-8.6 GHz, covering the 5G NR79 band, 5/6 GHz Wi-Fi bands, and 6G upper mid-band. Additionally, the design can be fed by a commercially available coaxial cable, allowing the antenna to have considerable flexibility in installation within wireless devices.
2026-03-31
PIER M
Vol. 137, 87-95
Adaptive Metaheuristic Optimization of New Dynamic Preisach Hysteresis Modeling
Ahmed Nait Ouslimane , Yasmine Gabi , Kevin Jacob and Bernd Wolter
This study presents a method which improves the accuracy of Preisach model that is able to reproduce the magnetic response of ferromagnetic material to change of magnetic fields, especially at higher frequency. The approach consists in extending an existing model and uses mathematical tools like combining a closed-form Everett function for hysteresis modeling with the Monte Carlo integration method to approximate the Preisach function, making calculations faster and more reliable. To find the best settings for the model, two optimization techniques are used: genetic algorithms (GA) and artificial bee colony (ABC). The model is tested by comparing its predictions to real-world experimental data, and it shows excellent accuracy and efficiency. Between the two techniques, GA performs better in terms of precision and reliability, making it a good choice for solving complex problems in modeling magnetic behavior.
2026-03-30
PIER C
Vol. 168, 26-38
A Low-Current Pulsed Electric Field Treatment System for Fruit Juices: Air-Gap Optimisation and Assessment of Microbial Inactivation
Thomas Mohan , Aswini Sivadas Choolangal , Noorul Haque Mohamed Noor , Krishnan Jagada Suja , Karakkat Mana Sunitha and Tharamel Vasu Suchithra
The use of electromagnetic fields to preserve food items by inactivating microorganisms is gaining increasing popularity. Among the different electromagnetic treatments used for fruit juice preservation, Pulsed Electric Field treatment is a prominent method. However, in the Pulsed Electric Field treatment chambers used today, the current flow and energy dissipation within the juice are very high. These high currents cause unwanted electrochemical reactions inside the juice and also raise its temperature. This work introduces a method to prevent these by reducing the current flow with the help of an air gap inside the Pulsed Electric Field treatment chamber. A mathematical model of the proposed system was created, and the reduced current values were calculated. Simulations using COMSOL Multiphysics software were conducted to analyse the electric field distribution and the increase in juice temperature. The optimum value of air gap that can be provided inside the chamber without the risk of electrical breakdown was determined through simulations of electric field intensities and later confirmed through experiments. The effectiveness of the proposed system in inactivating microbes was assessed through microbiological experiments using Escherichia coli bacteria in watermelon juice. According to the experimental results, the proposed system successfully achieved bacterial inactivation with a low current value and without any measurable increase in juice temperature. To the best of our knowledge, there are very limited studies addressing the reduction of current flow within a Pulsed Electric Field treatment chamber through the incorporation of air gaps. In the future, this novel method for preserving fruit juices could prove highly beneficial to the food processing industry.
2026-03-30
PIER M
Vol. 137, 79-86
Wireless Power Transfer by Spoof Surface Plasmon Polaritons at Ultrasonic Frequencies
Louis W. Y. Liu , Abhishek Kandwal , Timo Oster , Klaus Hofmann and Choon Kit Chan
Long-range wireless power transfer (WPT) is difficult with unguided radio waves or magnetic coupling. In this work, a plasma-assisted quasi-parallel planar waveguiding medium is proposed for overcoming the transmission range issues. Method: A dielectric layer sitting on a conductive object or grid was used as a medium for WPT. At the transmitting end, a plasma ball shielded with a spark-gap activated hemispheric metal cap was used to ionize the air in the space, thereby forming the top cladding layer of the quasi parallel-plate waveguide. At the receiving end, the transmitted power was coupled out of the waveguide over the entire ultrasonic spectrum using Avramenko diode configurations. A Kretschmann-like configuration was used at both ends for conversion between a plasmonic current and the surface waves. Results: In the proposed experimental setups, the transmitted power was successfully harvested over a frequency range from near DC to 230 MHz, with the ratio of the received power to the transmitted power significantly surpassing the value predicted by the Friis' two-ray ground reflection model. Conclusion: WPT based on surface waves is technically feasible with the help of Kretschmann-like configurations.
2026-03-29
PIER C
Vol. 168, 21-25
Microstrip Dual-Frequency Voltage Doubling Rectifier Circuit
Jia-Feng Zhou , Yu-Li Yang and Jiu-Sheng Li
We present a microstrip dual-frequency rectifier circuit, which includes a voltage-doubling rectifier circuit, a sector-shaped dual-frequency harmonic suppression network, and a Π-shaped dual-frequency impedance matching network. Four fan-shaped microstrip stubs were utilized to suppress the fundamental and higher-order harmonics in the two frequency bands. A microstrip line is employed to form a Π-shaped impedance matching network to achieve impedance matching in both frequency bands. The measured results show that at input power of 15 dBm, the rectification efficiencies are 50% and 43% at frequencies of 2.45 GHz and 5.80 GHz, respectively. This dual-frequency rectifier circuit can be applied to scenarios such as powering passive RFID tags and IoT sensors.
2026-03-28
PIER C
Vol. 168, 11-20
Intelligent RF Signal Monitoring and Threat Detection
Chinmay Kumar , Gourav Kumar , Sehejdeep Singh , Vritant Sood and Naveen Jaglan
The problem of Radio Frequency (RF) jamming is a significant threat to any current wireless communication network, since a low-power source may seriously diminish or disrupt legitimate conditions of a transmission. Traditional methods of detection based generally on a fixed threshold or packet-level cues cannot be effectively sustained in the presence of adaptive and reactive jamming behavior as observed in real-world deployments. This paper introduces a system of RF signal monitoring and threat detection integrating frequency-domain feature extraction, supervised machine learning, and statistical signal characterization. Both time-domain (such as Received Signal Strength Indicator (RSSI) and Signal to Interference plus Noise Ratio (SINR) metrics and spectral quantities calculated with the Fast Fourier Transform (FFT) are being used to capture both temporary and persistent interference patterns. The hybrid ensemble approach in the form of Random Forest and XGBoost classifiers is implemented to achieve a balance among robustness, interpretability, and classification performance of various jammer types. Empirical testing with actual RF data demonstrates that the suggested method has an initial detection rate of 98 percent, and its performance does not degrade in the low signal-to-noise ratio regime. These findings imply that the combination of lightweight spectral analysis and ensemble learning is a feasible and scalable solution to real-time RF threat detection in dynamic wireless systems.