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Search Results (469)

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Keywords = power line communication systems

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26 pages, 4262 KB  
Article
Multi-Objective Operation Point Switching Strategy Based on Fuzzy Slope
by Chuan Yuan, Sirui Tang, Xiaodi Wang, Yunche Su, Fang Liu, Kun Chen and Jianquan Liao
Electronics 2026, 15(13), 2774; https://doi.org/10.3390/electronics15132774 (registering DOI) - 24 Jun 2026
Abstract
Multi-terminal voltage-source-converter-based HVDC (VSC-MTDC) systems are increasingly used to integrate renewable energy and interconnect asynchronous AC grids, but conventional fixed-coefficient droop control cannot simultaneously limit DC-voltage deviations, reduce operating losses, and preserve converter power margins during operating-point switching. This paper hypothesizes that a [...] Read more.
Multi-terminal voltage-source-converter-based HVDC (VSC-MTDC) systems are increasingly used to integrate renewable energy and interconnect asynchronous AC grids, but conventional fixed-coefficient droop control cannot simultaneously limit DC-voltage deviations, reduce operating losses, and preserve converter power margins during operating-point switching. This paper hypothesizes that a rule-based fuzzy adjustment of the droop slope can provide smooth multi-objective coordination without inter-station communication. A dual Mamdani fuzzy controller is developed: one controller adjusts the weighting between loss-oriented and power-margin-oriented droop coefficients according to converter power margin, while the other introduces a voltage-deviation correction according to DC-bus voltage. The controller is implemented and verified in a five-terminal MMC-based VSC-MTDC model built in PSCAD/EMTDC, where simulation data are generated under heavy-load, light-load, and power-reference switching scenarios using specified line and converter parameters. Compared with conventional droop control, the proposed strategy improves power-margin utilization, reduces operating-point discontinuities, and raises the minimum DC voltage from 370.2 kV to 381.4 kV in the severe switching case. The results confirm that fuzzy-slope droop control can achieve smoother operating-point switching and better coordinated optimization among voltage stability, operating loss, and converter reserve margin. Full article
(This article belongs to the Special Issue Decentralized Control Strategies for Multi-Microgrid Systems)
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28 pages, 1108 KB  
Article
Risk-Aware Illumination-Constrained Resource Allocation for Hybrid VLC/RF Indoor Networks Under Random Optical Blockage
by Tingting Qin and Yang Tu
Photonics 2026, 13(6), 569; https://doi.org/10.3390/photonics13060569 - 10 Jun 2026
Viewed by 189
Abstract
Indoor visible light communication (VLC) has attracted increasing attention as a promising wireless access technology because of its large unlicensed bandwidth and dual functionality of illumination and data transmission. However, practical VLC systems are vulnerable to line-of-sight (LoS) blockage caused by user mobility, [...] Read more.
Indoor visible light communication (VLC) has attracted increasing attention as a promising wireless access technology because of its large unlicensed bandwidth and dual functionality of illumination and data transmission. However, practical VLC systems are vulnerable to line-of-sight (LoS) blockage caused by user mobility, human shadowing, and indoor obstacles, which may degrade link reliability and service continuity. Although hybrid VLC/RF networks can improve robustness by using RF transmission as a backup link, excessive RF fallback under severe optical blockage may overload the bandwidth-limited RF interface and reduce the service quality of RF-associated users. To address this issue, this paper investigates a risk-aware illumination-constrained resource allocation scheme for hybrid VLC/RF indoor networks under random optical blockage. A unified system model is developed by considering Lambertian optical propagation, random optical blockage, RF backup transmission, and working-plane illumination constraints. Based on this model, a joint user association and power allocation problem is formulated under QoS, transmit-power, and illumination requirements. The proposed scheme evaluates VLC service utility under blockage uncertainty, controls RF fallback to avoid excessive backup-link loading, allocates VLC/RF transmission power, and performs illumination feasibility adjustment to preserve the required lighting level. Simulation results show that, under severe blockage conditions, the proposed scheme reduces the outage probability to approximately 0.26, compared with 0.68 for VLC-only transmission and 0.47 for threshold-based VLC/RF switching. For a 20-user network, the proposed scheme achieves an average sum rate of approximately 277 Mbps, maintains a 100% illumination compliance ratio, and achieves higher energy efficiency than the benchmark schemes. Further RF backup analysis shows that the proposed scheme can maintain the service quality of RF-associated users by avoiding excessive RF fallback. These results demonstrate the effectiveness of the proposed framework for reliable and illumination-feasible hybrid VLC/RF indoor communication. Full article
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19 pages, 5869 KB  
Article
A Self-Powered Vibration Sensing System for High-Voltage Transmission Lines with Equipotential Connections
by Xueqiong Zhu, Jinggang Yang, Chengbo Hu, Zhen Wang, Ziquan Liu and Zhengyu Liu
Sensors 2026, 26(11), 3574; https://doi.org/10.3390/s26113574 - 4 Jun 2026
Viewed by 299
Abstract
In this work, a self-powered vibration sensing system is proposed, based on a spatial magnetic field energy harvester, a duty-cycled circuit module, a piezoresistive graphene-based vibration sensor, and a wireless communication unit. The energy harvester is capable of generating an output power of [...] Read more.
In this work, a self-powered vibration sensing system is proposed, based on a spatial magnetic field energy harvester, a duty-cycled circuit module, a piezoresistive graphene-based vibration sensor, and a wireless communication unit. The energy harvester is capable of generating an output power of 729 μW under a magnetic field excitation of 0.11 mT at 50 Hz. The duty-cycled circuit module enables closed-loop self-powered operation of the sensing system by efficient power storage and periodic measurement, and LoRa wireless transmission. The graphene-based sensor exhibits stable low-frequency vibration responses and good linearity and can capture composite vibration signals containing 4 Hz and 50 Hz components. These results indicate the potential of the proposed system for future transmission-line vibration sensing applications. Full article
(This article belongs to the Special Issue Intelligent Sensors for Fault Diagnosis in Power Equipment)
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11 pages, 2422 KB  
Article
Design of a Dual-Band Doherty Power Amplifier with High Efficiency for Communication Systems
by Jiuchao Li, Ming Li and Xiangping Chen
Electronics 2026, 15(11), 2383; https://doi.org/10.3390/electronics15112383 - 1 Jun 2026
Viewed by 178
Abstract
Power amplifiers are one of the most important microwave components and key equipment in satellite transponder subsystems. It plays a significant role in enhancing the overall capabilities of satellite systems, optimizing thermal design, and ensuring reliability. The rapid development of High Throughput Satellites [...] Read more.
Power amplifiers are one of the most important microwave components and key equipment in satellite transponder subsystems. It plays a significant role in enhancing the overall capabilities of satellite systems, optimizing thermal design, and ensuring reliability. The rapid development of High Throughput Satellites (HTS) and global mobile communication satellites imposes challenges to power amplifier design. This paper presents a dual-band Doherty power amplifier (DPA) with a hybrid GaN HEMT device and a commercial transistor that can operate simultaneously at 0.9 GHz and 2.14 GHz. At 6 dB output power back-off (OBO), the proposed amplifier achieves drain efficiencies of 42% and 37% at the two frequency bands respectively. When excited by a 20 MHz 16 QAM signal, it exhibits adjacent channel power ratios (ACPR) of −45.4 dBc and −48.6 dBc at output power levels of 34.8 dBm and 34.9 dBm respectively. A novel dual-band offset line structure was employed to achieve the required dual-band load modulation. The proposed DPA is well-suited for application in dual-band wireless communication systems. Full article
(This article belongs to the Section Electronic Materials, Devices and Applications)
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26 pages, 1458 KB  
Article
Robust Fault Location in Distribution Networks Under Noisy and Incomplete Measurements Using Physics-Aware Decoupled Inference
by Yuhua Zhou, Huanxi Lin, Longyang Liu, Linke Huang and Weijia Zheng
Energies 2026, 19(11), 2583; https://doi.org/10.3390/en19112583 - 27 May 2026
Viewed by 270
Abstract
Fault location in distribution networks is often unreliable when measurements are noisy or incomplete. In actual feeders, synchronized data may be missing or distorted because of unstable edge communication. The proposed method uses physics-aware decoupled inference to locate line faults. The method works [...] Read more.
Fault location in distribution networks is often unreliable when measurements are noisy or incomplete. In actual feeders, synchronized data may be missing or distorted because of unstable edge communication. The proposed method uses physics-aware decoupled inference to locate line faults. The method works on single-time snapshots that capture voltages, currents, power flows, and zero-sequence components. These quantities are organized into an ordered hybrid tensor representing the feeder state at that instant. A one-dimensional convolutional encoder extracts spatial context from the tensor. Node measurements are handled separately and fused at the two terminals of each candidate line. This structure removes dependence on recursive graph message passing and confines the effect of local noise. The method is evaluated on the IEEE 33-bus test system under multiple noise levels, random masking of node features, and different fault resistances. With additive noise (σ=0.3) and 50% random node loss, the model achieves 92.8% localization accuracy. Average inference time per event is 0.62 ms on the tested GPU. The current implementation assumes a fixed feeder topology and synchronized aggregated measurements at the feeder level. Full article
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21 pages, 2082 KB  
Article
Design and Analysis of Non-Binary Cyclic Permutation Sequences for Low-Correlation Multiuser Synchronization
by Kehinde Ogunyanda, Opeyemi Olayinka Ogunyanda and Thokozani Shongwe
Symmetry 2026, 18(6), 887; https://doi.org/10.3390/sym18060887 - 23 May 2026
Viewed by 263
Abstract
This paper extends cyclic permutation coding, previously applied for error correction in power-line communications (PLC), to synchronization-oriented sequence design by introducing a novel class of Non-Binary Cyclic Permutation Sequences (NCPS) for low-correlation multiuser synchronization. Unlike conventional Zadoff–Chu (ZC) and constant-amplitude zero-autocorrelation (CAZAC) sequences [...] Read more.
This paper extends cyclic permutation coding, previously applied for error correction in power-line communications (PLC), to synchronization-oriented sequence design by introducing a novel class of Non-Binary Cyclic Permutation Sequences (NCPS) for low-correlation multiuser synchronization. Unlike conventional Zadoff–Chu (ZC) and constant-amplitude zero-autocorrelation (CAZAC) sequences that rely on complex-valued phase laws, NCPS employ discrete modular permutations mapped to complex exponentials. Autocorrelation properties were analytically derived where tractable, while general correlation behavior was characterized through structural analysis and confirmed via simulation. Results demonstrated that NCPS achieved near-orthogonal cyclic correlation performance comparable to ZC sequences while preserving optimal Hamming distance, beneficial for error correction, and offering reduced implementation complexity. These characteristics highlight the potential of NCPS as synchronization preambles in PLC systems and other low-complexity or quantized communication platforms, including Internet of Things networks. Full article
(This article belongs to the Special Issue Symmetry/Asymmetry in Future Wireless Networks)
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20 pages, 1228 KB  
Article
Analysis of a New Concept on Airfield Ground Lighting Power Systems
by Pablo García-Hombre, Daniel Alfonso-Corcuera and Santiago Pindado
Appl. Sci. 2026, 16(11), 5211; https://doi.org/10.3390/app16115211 - 22 May 2026
Viewed by 344
Abstract
Airfield Ground Lighting Power Systems (AGLPS) are critical for ensuring safe aircraft operations, particularly under low-visibility conditions. Conventional systems are based on series circuits supplied by constant current regulators, which impose limitations in terms of flexibility, scalability, and maintenance. This work investigates an [...] Read more.
Airfield Ground Lighting Power Systems (AGLPS) are critical for ensuring safe aircraft operations, particularly under low-visibility conditions. Conventional systems are based on series circuits supplied by constant current regulators, which impose limitations in terms of flexibility, scalability, and maintenance. This work investigates an alternative AGLPS architecture based on a low-voltage parallel distribution network enabled by LED luminaires, distributed power electronics, and Power Line Communication (PLC) for control and monitoring. A theoretical and conceptual approach is adopted, including electrical modelling of the power distribution system, verification of conductor sizing under high admissible voltage drops, and evaluation of communication performance using PLC and Modbus protocols. The results demonstrate that the proposed architecture can operate with significantly higher voltage drops without affecting luminous output, allowing for the use of standard low-voltage cabling. In addition, communication analysis shows that control and monitoring operations can be executed within a few milliseconds, meeting operational requirements. An economic assessment indicates a reduction in system complexity and overall costs compared to conventional series systems. The findings confirm that parallel AGLPS architectures constitute a technically feasible and advantageous alternative to traditional systems, enabling enhanced flexibility, improved maintainability, and the integration of advanced digital functionalities. Full article
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16 pages, 1090 KB  
Communication
Research on Retransmission and Combining Techniques in Power Line Communication Systems
by Hongguang Dai, Jinlei Chen, Yajing Hu, Xiaolei Li and Wenhan Zhang
Electronics 2026, 15(10), 2052; https://doi.org/10.3390/electronics15102052 - 11 May 2026
Viewed by 306
Abstract
Power Line Communication (PLC) utilizes the existing power line infrastructure for data transmission and offers the advantage of low deployment costs. However, the PLC channel is subject to a highly complex network topology, frequent load variations, and noise as well as impulsive interference [...] Read more.
Power Line Communication (PLC) utilizes the existing power line infrastructure for data transmission and offers the advantage of low deployment costs. However, the PLC channel is subject to a highly complex network topology, frequent load variations, and noise as well as impulsive interference introduced by the switching operations of various electrical devices. As a result, it exhibits pronounced frequency-selective fading and time-varying characteristics. Under such challenging channel conditions, existing PLC transmission schemes are no longer sufficient to meet increasing performance requirements. This paper introduces the Chase combining mechanism of Hybrid Automatic Repeat Request (HARQ) into the PLC physical-layer link. At the receiver, soft information from multiple transmissions is accumulated, thereby improving the transmission stability and resource utilization efficiency of PLC under complex channel environments. Simulation results show that Chase combining can significantly reduce the bit error rate in the low signal-to-noise ratio region and enhance link reliability in complex PLC noise environments. Hardware implementation results indicate that the main overhead of this mechanism is concentrated in buffering and accumulation logic, demonstrating its feasibility for Field-Programmable Gate Array (FPGA) implementation. Full article
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47 pages, 14149 KB  
Review
Integrated Electro-Optic Frequency Combs: Physical Mechanisms, Device Architectures, Material Platforms and System Applications
by Hanqing Zeng, Qingyuan Hu, Yuebin Zhang, Xin Liu, Yongyong Zhuang, Zhihong Wang, Xiaoyong Wei and Zhuo Xu
Nanomaterials 2026, 16(9), 559; https://doi.org/10.3390/nano16090559 - 1 May 2026
Viewed by 1891
Abstract
Electro-optic frequency combs (EOFCs), generated through the microwave-driven modulation of continuous-wave lasers, have emerged as a highly reconfigurable and system-compatible class of optical frequency combs with growing importance in microwave photonics, coherent communications, spectroscopy, and precision metrology. In contrast to mode-locked lasers and [...] Read more.
Electro-optic frequency combs (EOFCs), generated through the microwave-driven modulation of continuous-wave lasers, have emerged as a highly reconfigurable and system-compatible class of optical frequency combs with growing importance in microwave photonics, coherent communications, spectroscopy, and precision metrology. In contrast to mode-locked lasers and Kerr microresonator combs, EOFCs offer electrically programmable repetition rates, deterministic phase coherence, and intrinsic compatibility with radiofrequency electronic systems, making them particularly attractive for integrated and application-oriented implementations. As EOFCs evolve toward broader bandwidths, lower power consumption, and full on-chip integration, their achievable performance is increasingly constrained by the interplay between electro-optic physical mechanisms, modulator architectures, and material platform properties. This review establishes a unified analytical framework that systematically connects EOFC generation mechanisms, device configurations, key performance metrics, and platform-level limitations. We first summarize the fundamental electro-optic effects underpinning EOFC generation and analytically examine representative modulator architectures, including phase modulators, Mach–Zehnder modulators, and microresonator-based schemes, to clarify their respective comb-generation characteristics. Key performance determinants, such as modulation depth, bandwidth, electro-optic efficiency, and optical loss, are then discussed to elucidate their coupled influence on comb-line count, spectral flatness, output power, and phase noise. Subsequently, the performance of EOFCs implemented on major integrated platforms, including Silicon on Insulator (SOI), Indium Phosphide on Insulator (InPOI), Lithium Niobate on Insulator (LNOI), and Lithium Tantalate on Insulator (LTOI), is comparatively reviewed to highlight the material-dependent advantages and constraints. Finally, emerging directions based on heterogeneous integration and ferroelectric materials with ultrahigh electro-optic coefficients are discussed as promising pathways to overcome the current performance bottlenecks. This review provides clear physical insights and engineering guidance for the future development of high-performance, integrated EOFC systems. Full article
(This article belongs to the Section Nanophotonics Materials and Devices)
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22 pages, 3338 KB  
Article
A Low-Power Architecture for Passive Acoustic Autonomous Maritime Surveillance
by Hugo Mesquita Vasconcelos, Pedro J. S. C. P. Sousa, Susana Dias, José P. Pinto, Ilmer D. van Golde, Paulo J. Tavares and Pedro M. G. P. Moreira
J. Mar. Sci. Eng. 2026, 14(9), 815; https://doi.org/10.3390/jmse14090815 - 29 Apr 2026
Viewed by 935
Abstract
Wide-area maritime surveillance is an increasingly important focus for countries with large Exclusive Economic Zones (EEZ), such as Portugal, which are responsible for monitoring and protecting these zones and their resources. Passive acoustic autonomous buoy networks equipped with hydrophones are a promising approach [...] Read more.
Wide-area maritime surveillance is an increasingly important focus for countries with large Exclusive Economic Zones (EEZ), such as Portugal, which are responsible for monitoring and protecting these zones and their resources. Passive acoustic autonomous buoy networks equipped with hydrophones are a promising approach for wide-area maritime surveillance. However, achieving a discrete, low-cost system introduces many technical challenges. This work describes a practical, low-power, two-state architecture that separates continuous ship detection from detailed vessel class classification. First, an always-on microcontroller performs continuous binary ship presence detection and triggers the higher-power classifier only when a vessel is detected. The high-accuracy acoustic classifier was tested across embedded controllers to identify the minimum platform capable of sustaining its intended 1 Hz classification rate. A Raspberry Pi 5 achieved the 1 s target with a measured continuous consumption of 4 W; however, adding sensing, storage, and communications is expected to raise the always-on consumption to around 5 W. If this node was used by itself, a week-long autonomy requirement, therefore, would imply 840 Wh of usable energy storage, and recovering this deficit rapidly under limited insolation would require several hundred watts of photovoltaic capacity, driving both buoy volume and cost up. To address this, an always-on edge node based on an ESP32-S3 microcontroller was implemented, running a lightweight binary detection of a vessel presence model trained in Edge Impulse using a subset of Ocean Networks Canada recordings. The edge node consumes 0.69 W continuously and is intended to trigger a wake-up line to power the higher-performance node only when a ship is detected, reducing average energy demand while maintaining the ability to run a richer classifier on demand. The presented architecture, profiling workflow, and energy calculations provide a path to power-aware passive acoustic monitoring systems suitable for extended maritime deployments. Full article
(This article belongs to the Section Ocean Engineering)
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14 pages, 1630 KB  
Article
Broadband Stepped-Impedance Wilkinson Power Divider with Improved Performance
by Stelios Tsitsos, Maria Prousali and Hristos T. Anastassiu
Electronics 2026, 15(9), 1839; https://doi.org/10.3390/electronics15091839 - 26 Apr 2026
Viewed by 486
Abstract
Herein, we present the analysis, design, optimization, and fabrication of a broadband, stepped-impedance Wilkinson power divider. The proposed structure employs stepped-impedance transmission lines and open-circuited stubs, achieving a simple and compact implementation while maintaining a wideband frequency response. Initially, transmission-line-based circuit analysis was [...] Read more.
Herein, we present the analysis, design, optimization, and fabrication of a broadband, stepped-impedance Wilkinson power divider. The proposed structure employs stepped-impedance transmission lines and open-circuited stubs, achieving a simple and compact implementation while maintaining a wideband frequency response. Initially, transmission-line-based circuit analysis was performed to extract the design equations, followed by simulation and optimization to enhance impedance matching and output-port isolation over a broad bandwidth. Finally, the proposed divider was fabricated using microstrip-line technology, and experimental measurements were conducted using the Agilent E5071C vector network analyzer. The simulation and measurement results showed efficient wideband operation over the 1–4 GHz frequency range. Specifically, the measured return loss at the input port was <−10 dB; the corresponding return loss at the output ports was <−15 dB. The measured insertion loss was −3.73 ± 0.42 dB. The isolation between the output ports was <−10 dB, reaching approximately −30 dB at 2.1 GHz and −25 dB at the center operating frequency (f0 = 2.5 GHz). The amplitude and phase imbalances were 0 ± 0.2 dB and 0o ± 0.8o, respectively. Furthermore, the overall size of the proposed wideband Wilkinson power divider was 0.35λg × 0.21λg. Compared to previous designs, the divider proposed in this study exhibits an improved and more symmetric frequency response, as well as a substantially reduced size, making it suitable for several modern wireless technologies such as Wi-Fi, Bluetooth, GPS, DCS, WCDMA, and sub-6 GHz 5G communication systems. Full article
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26 pages, 1105 KB  
Article
Task Duration-Constrained Joint Resource Allocation and Trajectory Design for UAV-Assisted Backscatter Communication System
by Wenxin Zhou and Long Suo
Appl. Sci. 2026, 16(9), 4159; https://doi.org/10.3390/app16094159 - 23 Apr 2026
Viewed by 309
Abstract
Backscatter communication (BackCom) has emerged as an energy-efficient and low-cost communication paradigm, in which wireless devices transmit information by reflecting incident signals rather than actively generating radio frequency signals. Owing to the extremely low power consumption and hardware cost, BackCom is particularly suitable [...] Read more.
Backscatter communication (BackCom) has emerged as an energy-efficient and low-cost communication paradigm, in which wireless devices transmit information by reflecting incident signals rather than actively generating radio frequency signals. Owing to the extremely low power consumption and hardware cost, BackCom is particularly suitable for Internet of Things (IoT) devices with stringent low energy and cost constraints. However, due to the severe double channel attenuation inherent in backscatter links, conventional ground-based deployment of transmitters and receivers often suffers from poor communication quality and low energy efficiency. Unmanned aerial vehicles (UAVs), with their high mobility and favorable line-of-sight (LoS) links, can act as dynamic aerial transmitters and receivers in BackCom, thereby mitigating channel attenuation and improving both communication reliability and energy efficiency. To enhance the data collection efficiency of UAV-assisted BackCom systems under a limited mission duration, this paper proposes a joint optimization method for communication resource allocation and UAV trajectory design under task time constraints. Specifically, a mixed-integer non-convex optimization problem is formulated to maximize the number of devices served by the UAV within a given task duration. The original problem is then decomposed into two subproblems, namely communication resource allocation optimization and UAV trajectory optimization. An iterative algorithm based on Block Coordinate Descent (BCD) and Successive convex approximation (SCA) is developed to obtain an efficient solution. Simulation results demonstrate that the proposed method can effectively increase the number of served devices within the specified mission time limit. Full article
(This article belongs to the Section Electrical, Electronics and Communications Engineering)
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45 pages, 49153 KB  
Article
A Weak-Grid Supportive Scheme via Community-Scale BESS Controlled as a Virtual Synchronous Generator (VSG)
by Kewen Xu and Mohsen Eskandari
Electronics 2026, 15(9), 1793; https://doi.org/10.3390/electronics15091793 - 23 Apr 2026
Viewed by 357
Abstract
Weak-grid operation, with a low short-circuit ratio (SCR), degrades voltage and frequency regulation and impacts the power control performance of inverter-based resources, triggering oscillations. This paper proposes a community-scale battery energy storage system (BESS)-supported grid-forming control scheme, where the grid-forming inverter acts a [...] Read more.
Weak-grid operation, with a low short-circuit ratio (SCR), degrades voltage and frequency regulation and impacts the power control performance of inverter-based resources, triggering oscillations. This paper proposes a community-scale battery energy storage system (BESS)-supported grid-forming control scheme, where the grid-forming inverter acts a virtual synchronous generator (VSG). A grid-connected BESS-powered VSG model with cascaded voltage-current dual-loop control is developed to assess the impacts of line impedance and P-Q coupling on weak-grid connection and stability. In addition to the conventional VSG, dq-axis decoupling, virtual impedance, and adaptive inertia-damping (J-D) are incorporated and evaluated through multi-scenario MATLAB/Simulink simulations. The results indicate that virtual impedance effectively suppresses coupled oscillations, and the coordinated J-D adaptation yields the most pronounced peak mitigation during edge disturbances (e.g., fault clearance and load shedding). In particular, under a 50% three-phase voltage sag, the coordinated strategy reduces the post-clearance peaks of vpcc,rms and ipcc,rms by approximately 79.9% and 93.5%, respectively, and decreases the intensity of frequency fluctuations by approximately 97.6%. Overall, the proposed community-scale BESS-VSG scheme enhances the dynamic stability of voltage and frequency under weak-grid conditions and provides a practical control framework for engineering-oriented weak-grid support studies. Full article
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18 pages, 6676 KB  
Article
Joint Phase and Power Optimization in RIS-Aided Multi-User Systems Using Deep Reinforcement Learning
by Qian Guo, Anming Dong, Sufang Li, Jiguo Yu and You Zhou
Electronics 2026, 15(8), 1564; https://doi.org/10.3390/electronics15081564 - 8 Apr 2026
Viewed by 528
Abstract
Reconfigurable intelligent surfaces (RIS) have emerged as a promising technology for enhancing wireless communication by intelligently shaping the propagation environment. However, non-line-of-sight (NLoS) blockage between the access point (AP) and user equipment (UE) can still significantly degrade communication performance. This paper investigates the [...] Read more.
Reconfigurable intelligent surfaces (RIS) have emerged as a promising technology for enhancing wireless communication by intelligently shaping the propagation environment. However, non-line-of-sight (NLoS) blockage between the access point (AP) and user equipment (UE) can still significantly degrade communication performance. This paper investigates the channel degradation caused by NLoS blockage in a single-antenna AP and multi-antenna UE system and proposes a joint power allocation and phase optimization scheme based on RIS and deep reinforcement learning (DRL). Under a composite channel model with direct and RIS-reflected links, the objective is to maximize the weighted sum rate subject to total power constraints, unit-modulus constraints on RIS elements, and quality of service (QoS) requirements. Due to the coupled variables and the non-convex unit-modulus constraint, conventional alternating optimization (AO) and convex approximation methods usually incur high complexity and yield suboptimal solutions. To address this issue, a DRL algorithm based on an Actor–Critic architecture is developed to learn adaptive power allocation and reflection coefficient adjustment policies through interaction with the environment, without requiring full global channel state information (CSI). Simulation results demonstrate that the proposed method achieves higher signal-to-interference-plus-noise ratio (SINR) and throughput while providing faster convergence and better generalization than existing methods. Full article
(This article belongs to the Special Issue AI-Driven Intelligent Systems in Energy, Healthcare, and Beyond)
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15 pages, 349 KB  
Article
Ensemble-Based Short-Window Non-Linear Dynamical Characterization of PLC Impulsive Noise
by Steven O. Awino and Bakhe Nleya
Appl. Sci. 2026, 16(7), 3573; https://doi.org/10.3390/app16073573 - 6 Apr 2026
Viewed by 507
Abstract
Impulsive noise significantly degrades the performance of power line communication (PLC) systems due to their non-Gaussian amplitude distribution, burst clustering, and inherent temporal dependence. Conventional statistical and spectral models often describe marginal behavior but do not fully account for the underlying temporal organization [...] Read more.
Impulsive noise significantly degrades the performance of power line communication (PLC) systems due to their non-Gaussian amplitude distribution, burst clustering, and inherent temporal dependence. Conventional statistical and spectral models often describe marginal behavior but do not fully account for the underlying temporal organization of such noise processes. This paper introduces an ensemble-based non-linear dynamical framework for the short-window characterization of impulsive PLC noise using delay-embedded phase-space reconstruction (PSR). Rather than relying on extended stationary recordings, the analysis is conducted across multiple independent short-duration acquisition windows obtained from indoor low-voltage networks. For each realization, the delay parameter is selected using average mutual information, and the embedding dimension is determined through the false nearest neighbors (FNN) criterion. The reconstructed trajectories are then examined using correlation dimension estimation, largest Lyapunov exponent analysis, and recurrence quantification measures. The resulting non-linear descriptors reveal structured phase-space organization and low-dimensional dynamical characteristics that are not readily observable in the original time-domain representation. In addition, these findings show that short-window PLC data preserve meaningful dynamical characteristics and support the use of non-linear geometric descriptors for impulsive PLC noise analysis and future mitigation approaches. Full article
(This article belongs to the Special Issue Design, Optimization and Control Strategy of Smart Grids)
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