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Keywords = frequency compensation

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16 pages, 689 KB  
Article
Investigation of Polarization Division Multiplexed CVQKD Based on Coherent Optical Transmission Structure
by Wenpeng Gao, Jianjun Tang, Tianqi Dou, Peizhe Han, Yuanchen Hao and Weiwen Kong
Photonics 2025, 12(10), 954; https://doi.org/10.3390/photonics12100954 - 25 Sep 2025
Abstract
Employing commercial off-the-shelf coherent optical transmission components and methods to design a continuous variable quantum key distribution (CVQKD) system is a promising trend of achieving QKD with high security key rate (SKR) and cost-effectiveness. In this paper, we explore a CVQKD system based [...] Read more.
Employing commercial off-the-shelf coherent optical transmission components and methods to design a continuous variable quantum key distribution (CVQKD) system is a promising trend of achieving QKD with high security key rate (SKR) and cost-effectiveness. In this paper, we explore a CVQKD system based on the widely used polarization division multiplexed (PDM) coherent optical transmission structure and pilot-aided digital signal processing methods. A simplified pilot-aided phase noise compensation scheme based on frequency division multiplexing (FDM) is proposed, which introduces less total excess noise than classical pilot-aided schemes based on time division multiplexing (TDM). In addition, the two schemes of training symbol (TS)-aided equalization are compared to find the optimal strategy for TS insertion, where the scheme based on block insertion strategy can provide the SKR gain of around 29%, 22%, and 15% compared with the scheme based on fine-grained insertion strategy at the transmission distance of 5 km, 25 km, and 50 km, respectively. The joint optimization of pilot-aided and TS-aided methods in this work can provide a reference for achieving a CVQKD system with a high SKR and low complexity in metropolitan-scale applications. Full article
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13 pages, 2151 KB  
Article
Low-Phase-Error Underwater Acoustic Spiral Wavefront Array and Phase Error Compensation
by Rongzhen Guo, Wei Lu and Yu Lan
J. Mar. Sci. Eng. 2025, 13(10), 1853; https://doi.org/10.3390/jmse13101853 - 24 Sep 2025
Viewed by 15
Abstract
Acoustic spiral wavefronts demonstrate linear phase directionality, facilitating precise azimuth estimation in underwater navigation through phase comparison with reference wavefronts characterized by constant phase directionality. The reliability of azimuth estimation depends on the phase directionality accuracy of both the spiral and reference wavefront [...] Read more.
Acoustic spiral wavefronts demonstrate linear phase directionality, facilitating precise azimuth estimation in underwater navigation through phase comparison with reference wavefronts characterized by constant phase directionality. The reliability of azimuth estimation depends on the phase directionality accuracy of both the spiral and reference wavefront sources. This study introduces a seven-element transmitting array, constructed using bender disk transducers, which is capable of generating both spiral and reference acoustic wavefronts with minimal phase directionality error. The array design was developed and evaluated using a point source array model and numerical simulations, followed by physical fabrication. To address the sensitivity of the phase–azimuth linearity to manufacturing imperfections in sound sources, a phase error compensation technique was implemented by adjusting the input signal parameters to the acoustic emitters. Experimental validation was conducted in an anechoic water tank, where both spiral and reference wavefronts were transmitted across multiple frequencies. The results reveal that the array prototype achieved sub-degree-level compensated phase directionality accuracy for both wavefront types at all the tested frequencies. Notably, at the resonance frequency of 7.3 kHz, the root-mean-square phase directionality error of the spiral wavefront was reduced to as low as 0.19°. Full article
(This article belongs to the Special Issue Advances in Underwater Positioning and Navigation Technology)
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15 pages, 3784 KB  
Article
Accurate Thickness Characterization of Glass Fiber-Reinforced Composites Using Terahertz Dispersion Compensation Method Based on Sparse Representation
by Yafei Xu, Peihan Li, Xiyuan Peng and Hua Zhang
J. Compos. Sci. 2025, 9(9), 511; https://doi.org/10.3390/jcs9090511 - 22 Sep 2025
Viewed by 230
Abstract
Terahertz (THz) technology, a new nondestructive testing (NDT) approach with frequencies generally ranging from 100 GHz to 10 THz, has been widely used by virtue of its excellent penetration and high spatial–temporal resolution for non-metallic materials. However, in the process of characterizing the [...] Read more.
Terahertz (THz) technology, a new nondestructive testing (NDT) approach with frequencies generally ranging from 100 GHz to 10 THz, has been widely used by virtue of its excellent penetration and high spatial–temporal resolution for non-metallic materials. However, in the process of characterizing the thickness of glass fiber-reinforced composite (GFRP) laminate along the THz propagation direction, the dispersion effect of the material will severely affect the accuracy of thickness measurement. In this work, in order to reduce the influence of the dispersion effect and improve thickness estimation accuracy, a THz dispersion compensation method based on sparse representation is proposed to accurately estimate the sparse impulse vector from the dispersive THz signal, with thickness measurement accomplished by the dispersion compensation process. Finally, a series of numerical simulations and experiments were implemented to verify the effectiveness of the proposed THz dispersion compensation method in thickness measurement. It is worth noting that the minimum estimated error in thickness is only 0.11%. Full article
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25 pages, 8073 KB  
Article
Maximum Efficiency Power Point Tracking in Reconfigurable S-LCC Compensated Wireless EV Charging Systems with Inherent CC and CV Modes Across Wide Operating Conditions
by Pabba Ramesh, Pongiannan Rakkiya Goundar Komarasamy, Ali ELrashidi, Mohammed Alruwaili and Narayanamoorthi Rajamanickam
Energies 2025, 18(18), 5031; https://doi.org/10.3390/en18185031 - 22 Sep 2025
Viewed by 200
Abstract
The wireless charging of electric vehicles (EVs) has drawn much attention as it can ease the charging process under different charging situations and environmental conditions. However, power transfer rate and efficiency are the critical parameters for the wide adaptation of wireless charging systems. [...] Read more.
The wireless charging of electric vehicles (EVs) has drawn much attention as it can ease the charging process under different charging situations and environmental conditions. However, power transfer rate and efficiency are the critical parameters for the wide adaptation of wireless charging systems. Different investigations are presented in the literature that have aimed to improve power transfer efficiency and to maintain constant power at the load side. This paper introduces a Maximum Efficiency Point Tracking (MEPT) system designed specifically for a reconfigurable S-LCC compensated wireless charging system. The reconfigurable nature of the S-LCC system supports the constant current (CC) and constant voltage (CV) mode of operation by operating S-LCC and S-SP mode. The proposed system enhances power transfer efficiency under load fluctuations, coil misalignments, and a wide range of operating conditions. The developed S-LCC compensated system inherently maintains the power transfer rate constantly under a majority of load variations. Meanwhile, the inclusion of the MEPT method with the S-LCC system provides stable and maximum output under different coupling and load variations. The proposed MEPT approach uses a feedback mechanism to track and maintain the maximum efficiency point by iteratively adjusting the DC-DC converter duty ratio and by monitoring load power. The proposed approach was designed and tested in a 3.3 kW laboratory scale prototype module at an operating frequency of 85 kHz. The simulation and hardware results show that the developed system provides stable maximum power under a wider range of load and coupling variations. Full article
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12 pages, 7222 KB  
Communication
Experimental Performance Analysis of Large-Format 304 Stainless Steel Surface Laser Matting Process
by Qianqian Ding, Mingdi Wang, Xihuai Wang, Peijiao Huang, Zirui Wang and Yeyi Ji
Materials 2025, 18(18), 4412; https://doi.org/10.3390/ma18184412 - 22 Sep 2025
Viewed by 178
Abstract
In response to the demand for rapid matte finishing on large-format 304 stainless steel surfaces, this study utilized four fiber laser devices (output wavelength: 1064 nm, output power: 100 W, maximum modulation frequency: 4 kHz) to simultaneously perform surface matte finishing experiments on [...] Read more.
In response to the demand for rapid matte finishing on large-format 304 stainless steel surfaces, this study utilized four fiber laser devices (output wavelength: 1064 nm, output power: 100 W, maximum modulation frequency: 4 kHz) to simultaneously perform surface matte finishing experiments on 304 stainless steel, with the aim of fabricating anti-reflective micro-nano structures. During the experiments, by systematically investigating the influence of parameters—including laser power, scanning speed, frequency, and idle speed of a single laser head—on the matte finishing process, the optimal processing parameters for a single laser head were determined as follows: laser power of 20 W, scanning speed of 11,000 mm/s, and frequency of 80 kHz. For large-area high-speed laser matte finishing, the delay of laser on/off was adjusted to compensate for the galvanometer’s motion trajectory, thereby ensuring uniform ablation at both the start and end positions of the processing path. Furthermore, in the context of large-area rapid multi-head laser matte finishing on 304 stainless steel, the overlapping of surface regions processed by different galvanometers was achieved by calibrating the motion start and end points of each galvanometer. The optimal overlapping parameters were successfully obtained. This study provides technical support for environmentally friendly matte finishing of stainless steel and offers valuable insights for its application in the stainless steel home appliance industry. Full article
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22 pages, 4747 KB  
Article
The Compensatory Response of Photosystem II Photochemistry to Short-Term Insect Herbivory Is Suppressed Under Water Deficit
by Julietta Moustaka, Ilektra Sperdouli, Stefanos S. Andreadis, Nikoletta Stoikou, Kleoniki Giannousi, Catherine Dendrinou-Samara and Michael Moustakas
Insects 2025, 16(9), 984; https://doi.org/10.3390/insects16090984 - 21 Sep 2025
Viewed by 317
Abstract
Photosystem II (PSII) is very sensitive to both biotic and abiotic stress conditions, mirroring global climate changes. Crop production worldwide faces rising hazards from the increased duration, frequency, and intensity of drought stress episodes as a result of climate change, and its effects, [...] Read more.
Photosystem II (PSII) is very sensitive to both biotic and abiotic stress conditions, mirroring global climate changes. Crop production worldwide faces rising hazards from the increased duration, frequency, and intensity of drought stress episodes as a result of climate change, and its effects, when combined with biotic stress, are becoming more noticeable. In the present work, we examined PSII responses of well-watered (WW) tomato plants or mildly drought-stressed (MDS) plants to 20 min of Tuta absoluta larvae feeding. The effective quantum yield of PSII photochemistry (ΦPSII) of the whole leaf in WW plants, after 20 min of larvae feeding, compensated for the reduction in ΦPSII observed at the feeding area. In contrast, the reduced ΦPSII at the feeding areas of MDS plants, after 20 min of larvae feeding, was not compensated at the whole-leaf level because of the drought stress. The increased ΦPSII and electron transport rate (ETR) at the whole-leaf level in WW plants was attributed to the increased fraction of open PSII reaction centers (qp), since there was no difference in the efficiency of the open PSII reaction centers (Fv′/Fm′) before and after feeding. Therefore, the response of PSII photochemistry in WW plants to short-term biotic stress resulted in an overcompensation reaction, which developed a whole-leaf photosynthetic enhancement. However, short-term biotic stress in combination with mild abiotic stress resulted in decreased PSII photochemistry. It is concluded that increased crop damage is likely to occur due to the global climate-change-induced drought episodes, influencing insect herbivory. Full article
(This article belongs to the Collection Plant Responses to Insect Herbivores)
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14 pages, 3180 KB  
Article
Real-Time Structural Health Monitoring of Reinforced Concrete Under Seismic Loading Using Dynamic OFDR
by Jooyoung Lee, Hyoyoung Jung, Myoung Jin Kim and Young Ho Kim
Sensors 2025, 25(18), 5818; https://doi.org/10.3390/s25185818 - 18 Sep 2025
Viewed by 259
Abstract
This paper presents a compact dynamic optical frequency domain reflectometry (D-OFDR) platform enabling millimeter-scale, distributed strain sensing for real-time structural health monitoring (SHM) of reinforced concrete subjected to seismic loading. The proposed D-OFDR interrogator employs a dual-interferometer architecture: a main interferometer for strain [...] Read more.
This paper presents a compact dynamic optical frequency domain reflectometry (D-OFDR) platform enabling millimeter-scale, distributed strain sensing for real-time structural health monitoring (SHM) of reinforced concrete subjected to seismic loading. The proposed D-OFDR interrogator employs a dual-interferometer architecture: a main interferometer for strain sensing and an auxiliary interferometer for nonlinear frequency sweep compensation. Both signals are detected by photodetectors and digitized via a dual-channel FPGA-based DAQ board, enabling high-speed embedded signal processing. A dual-edge triggering scheme exploits both the up-chirp and down-chirp of a 50 Hz bidirectional sweep to achieve a 100 Hz interrogation rate without increasing the sweep speed. Laboratory validation tests on stainless steel cantilever beams showed sub-hertz frequency fidelity (an error of 0.09 Hz) relative to conventional strain gauges. Shake-table tests on a 2 m RC column under incremental seismic excitations (scaled 10–130%, peak acceleration 0.864 g) revealed distinct damage regimes. Distributed strain data and frequency-domain analysis revealed a clear frequency reduction from approximately 3.82 Hz to 1.48 Hz, signifying progressive stiffness degradation and structural yielding prior to visible cracking. These findings demonstrate that the bidirectional sweep-triggered D-OFDR method offers enhanced real-time monitoring capabilities, substantially outperforming traditional point sensors in the early and precise detection of seismic-induced structural damage. Full article
(This article belongs to the Special Issue Sensor-Based Structural Health Monitoring of Civil Infrastructure)
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19 pages, 2587 KB  
Article
Remaining Secondary Voltage Mitigation in Multivector Model Predictive Control Schemes for Multiphase Electric Drives
by Juan Carrillo-Rios, Juan Jose Aciego, Angel Gonzalez-Prieto, Ignacio Gonzalez-Prieto, Mario J. Duran and Rafael Lara-Lopez
Machines 2025, 13(9), 862; https://doi.org/10.3390/machines13090862 - 17 Sep 2025
Viewed by 361
Abstract
Multiphase electric drives (EDs) offer important advantages for high-demand applications. However, they require appropriate high-performance control strategies. In this context, finite-control-set model predictive control (FCS-MPC) emerges as a promising strategy, offering a notable flexibility to implement multiobjective regulation schemes. When applied to multiphase [...] Read more.
Multiphase electric drives (EDs) offer important advantages for high-demand applications. However, they require appropriate high-performance control strategies. In this context, finite-control-set model predictive control (FCS-MPC) emerges as a promising strategy, offering a notable flexibility to implement multiobjective regulation schemes. When applied to multiphase EDs, standard FCS-MPC exhibits degraded current quality at low and medium control frequencies. Multivector solutions address this issue by properly combining multiple voltage vectors within a single control period to create the so-called virtual voltage vectors (VVVs). In this way, this approach achieves flux and torque regulation while minimizing current injection into the secondary subspace. For this purpose, the VVV synthesis typically prioritizes active vectors with low contribution in secondary subspaces, avoiding the average deception phenomenon. VVV solutions commonly enable an open-loop regulation of secondary currents. Nevertheless, the absence of closed-loop control in the secondary subspace hinders the compensation of nonlinearities, machine asymmetries, and unbalanced conditions in the ED. Considering this scenario, this work implements a multivector FCS-MPC recovering closed-loop control for the secondary subspace. The capability of the proposal to mitigate secondary current injection and compensate for possible dissymmetries is experimentally evaluated in a six-phase ED. Its performance is compared against a benchmark technique in which secondary current regulation is handled in open-loop mode. The proposed control solution significantly improves in current quality, achieving a reduction in harmonic distortion of 54% at medium speed. Full article
(This article belongs to the Special Issue Recent Progress in Electrical Machines and Motor Drives)
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15 pages, 3956 KB  
Article
A Low-Voltage, Low-Power 2.5 GHz Ring Oscillator with Process and Temperature Compensation
by Dimitris Patrinos and George Souliotis
J. Low Power Electron. Appl. 2025, 15(3), 52; https://doi.org/10.3390/jlpea15030052 - 17 Sep 2025
Viewed by 285
Abstract
A ring-oscillator based voltage-controlled oscillator (VCO) architecture with reduced frequency drift across temperature and process variations is presented in this paper. The frequency stability is achieved through two dedicated compensation techniques: a temperature compensation circuit that generates a proportional-to-absolute-temperature (PTAT) current to mitigate [...] Read more.
A ring-oscillator based voltage-controlled oscillator (VCO) architecture with reduced frequency drift across temperature and process variations is presented in this paper. The frequency stability is achieved through two dedicated compensation techniques: a temperature compensation circuit that generates a proportional-to-absolute-temperature (PTAT) current to mitigate frequency shifts due to temperature changes, and a process compensation circuit that dynamically adjusts the frequency based on detected process corners. The proposed design is implemented in a 22 nm CMOS technology with a 0.8 V supply voltage and targets a nominal oscillation frequency of 2.5 GHz. The post-layout simulation results demonstrate a significant improvement in frequency stability, reducing temperature-induced frequency drift from 23.9% to a range of 5.4% over the −40 °C to 125 °C temperature range for the typical corner. Combining temperature and process compensation, the frequency drift is improved from 47.3% to better than 7.2%. The VCO also achieves a phase noise value about −80 dBc/Hz at a 1 MHz offset with an average power consumption of 380 µW, including the tuning mechanism and the compensation circuits. Full article
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18 pages, 6189 KB  
Article
Sensorless Speed Control in Induction Motor Using Deadbeat Discrete Flux Observer Under V/f Control
by Gwi-Un Oh, Chang-Wan Hong and Jong-Sun Ko
Energies 2025, 18(18), 4934; https://doi.org/10.3390/en18184934 - 16 Sep 2025
Viewed by 283
Abstract
In this study, a sensorless speed control method is proposed to enhance the speed control performance under load variations by utilizing a discrete-time flux observer in a V/f control environment. Due to their simple structure, low cost, and high reliability, induction motors are [...] Read more.
In this study, a sensorless speed control method is proposed to enhance the speed control performance under load variations by utilizing a discrete-time flux observer in a V/f control environment. Due to their simple structure, low cost, and high reliability, induction motors are widely used in various fields, such as fans, pumps, and home appliances. Among the control methods for induction motors, V/f control operates as an open-loop system, without using speed sensors. It is mainly applied in industrial environments where fast dynamic performance is not required, due to its simple implementation and low cost. However, in cases of load variations or low-speed operation, it suffers from performance degradation and control limitations due to flux variations. To overcome these issues, this paper proposes a method that uses a discrete-time flux observer to estimate the stator flux. We calculate the rotor speed based on the estimated flux, and then improve V/f control performance by adding a compensation signal to the reference frequency, which signal is generated through a PI controller based on the difference between the estimated rotor speed and the reference speed. The proposed method is validated through MATLAB/Simulink-based simulations and experiments using a 5.5 kW induction motor M−G set, confirming that compared to conventional V/f control, the speed maintenance capability and overall robustness against load variations are enhanced. This study presents a practical solution to effectively improve the performance of existing V/f control systems without adding external sensors. Full article
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26 pages, 2992 KB  
Article
Harmonic Analysis and Elimination of Transmission Scheme Based on DRU for Medium-Frequency Offshore Wind Farms
by Peng Liang, Xingyu Pei, Yuebin Zhou, Hongyuan Wu, Yiliang Xu, Zheren Zhang, Zheng Xu and Fengyu Qiu
Electronics 2025, 14(18), 3669; https://doi.org/10.3390/electronics14183669 - 16 Sep 2025
Viewed by 236
Abstract
Offshore wind farm integration schemes based on diode rectifier unit (DRU) enhance economic efficiency and operational reliability, yet simultaneously introduce considerable harmonic distortion. This paper first establishes an accurate equivalent model of the DRU using a time-domain segmentation analytical method, validated through the [...] Read more.
Offshore wind farm integration schemes based on diode rectifier unit (DRU) enhance economic efficiency and operational reliability, yet simultaneously introduce considerable harmonic distortion. This paper first establishes an accurate equivalent model of the DRU using a time-domain segmentation analytical method, validated through the time-domain simulations. Subsequently, by integrating the DRU model with the offshore wind farm network, a harmonic calculation method for the point of common coupling (PCC) is proposed. Analysis demonstrates that increasing the fundamental frequency and the number of DRU pulses effectively suppresses harmonic propagation. Furthermore, a structured six-step design methodology for AC filtering and reactive power compensation is introduced. Optimal AC filter configurations are developed for six distinct combinations of fundamental frequencies and DRU structures, providing theoretical foundations and practical guidance for ensuring power quality and enhancing the security of electrical system operations. Full article
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19 pages, 4376 KB  
Article
A Quadrotor UAV Aeromagnetic Compensation Method Based on Time–Frequency Joint Representation Neural Network and Its Application in Mineral Exploration
by Ping Yu, Guanlin Huang, Jian Jiao, Longran Zhou, Yuzhuo Zhao, Pengyu Lu, Lu Li and Shuiyan Shi
Sensors 2025, 25(18), 5774; https://doi.org/10.3390/s25185774 - 16 Sep 2025
Viewed by 334
Abstract
Quadrotor UAV-based aeromagnetic survey for mineral exploration has become a crucial solution in modern airborne geophysics due to its prominent advantages of cost-effectiveness and high efficiency. During the detection process, the magnetic anomaly interference generated by the quadrotor UAV itself reduces the signal-to-noise [...] Read more.
Quadrotor UAV-based aeromagnetic survey for mineral exploration has become a crucial solution in modern airborne geophysics due to its prominent advantages of cost-effectiveness and high efficiency. During the detection process, the magnetic anomaly interference generated by the quadrotor UAV itself reduces the signal-to-noise ratio (SNR) of the target signal, and some noise overlaps with the target signal in both time and frequency domains. Traditional methods exhibit poor compensation capability for such noise. To address these issues, this paper proposes an aeromagnetic compensation method based on a time–frequency joint representation neural network. This method combines continuous wavelet transform (CWT) and bidirectional long short-term memory (Bi-LSTM) to establish a prediction model. It uses wavelet transform to extract the frequency variation characteristics of the UAV’s magnetic interference, and it inputs these frequency characteristics along with the original time-domain data into the Bi-LSTM network to predict the UAV’s noise. Bi-LSTM can effectively extract the temporal logical connections in time-series signals, thereby improving the accuracy of the compensation model and ensuring high robustness. In this study, magnetic interference data from quadrotor UAV compensation flights were collected for experiments to evaluate the performance of the proposed method. Experimental results show that the neural network fused with time–frequency features, when applied to UAV aeromagnetic compensation, significantly enhances the accuracy and robustness of the compensation method. To verify the method’s effectiveness in removing UAV-generated noise during actual exploration, aeromagnetic survey data from a specific area were compensated using this method. Full article
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14 pages, 271 KB  
Article
The Role of Financial Compensation Oversight Committees in Improving the Financial Performance Governance of Saudi Banks
by Ibrahim Ahmed Elamin Eltahir, Mozamil Awad Taha, Nasareldeen Hamed Ahmed Alnor, Salih Hamid Adam and Eltayeb Hamid Edres Musa
J. Risk Financial Manag. 2025, 18(9), 514; https://doi.org/10.3390/jrfm18090514 - 16 Sep 2025
Viewed by 510
Abstract
This study looks at how oversight committees affect CEO compensation governance and how this affects publicly traded banks’ financial performance. It specifically looks at how compensation committee mandates and structural traits affect how CEO compensation is matched to company performance results. The research [...] Read more.
This study looks at how oversight committees affect CEO compensation governance and how this affects publicly traded banks’ financial performance. It specifically looks at how compensation committee mandates and structural traits affect how CEO compensation is matched to company performance results. The research employs a panel dataset of sample firms across the study period, combining financial performance metrics like return on equity (ROE) and return on assets (ROA). It draws on agency theory and corporate governance theories. In addition to firm-level controls, the research takes into account committee-level factors such independence, experience, frequency of meetings, and ownership. The findings obtained through panel regression methods and testing show that improved pay-performance sensitivity and improved financial performance do not correlate with committee influence, independence, or financial expertise. The importance of empowered oversight committees in reducing interagency conflicts of interest and fostering efficient governance is demonstrated by these findings. By emphasizing how internal governance frameworks can be used to produce long-term organizational goals, the study adds to the discussion surrounding executive compensation. Full article
22 pages, 2625 KB  
Article
FCP-Former: Enhancing Long-Term Multivariate Time Series Forecasting with Frequency Compensation
by Ming Li, Muyu Yang, Shaolong Chen, Huangyongxiang Li, Gaosong Xing and Shuting Li
Sensors 2025, 25(18), 5646; https://doi.org/10.3390/s25185646 - 10 Sep 2025
Viewed by 326
Abstract
Long-term multivariate time series forecasting is crucial for real-world applications, including energy consumption, traffic flow, healthcare, and finance. Usually, some statistical approaches are used for predicting future observations based on historical temporal data. Recently, transformer-based models with patch mechanisms have demonstrated significant potential [...] Read more.
Long-term multivariate time series forecasting is crucial for real-world applications, including energy consumption, traffic flow, healthcare, and finance. Usually, some statistical approaches are used for predicting future observations based on historical temporal data. Recently, transformer-based models with patch mechanisms have demonstrated significant potential in enhancing computational efficiency. However, their inability to fully capture intra-patch temporal dependencies often limits the accuracy of predictions. To address this issue, we propose the Frequency Compensation Patch-wise transFormer (FCP-Former), which integrates a frequency compensation layer into the patching mechanism. This layer extracts frequency-domain features via Fast Fourier Transform (FFT) and incorporates them into patched data, thereby enriching patch representations and mitigating intra-patch information loss. To verify the feasibility of this model, FCP-Former was conducted on eight benchmark datasets via PyTorch 2.4.0 and trained on an NVIDIA RTX 4090 GPU (Santa Clara, CA, USA). Results demonstrate that FCP-Former 48 optimal experiment results and 17 suboptimal experiment results across all datasets. Especially on the ETTh1 dataset, it achieves an average MSE of 0.437 and an average MAE of 0.430, while on the Electricity dataset, it achieves an average MSE of 0.186 and an average MAE of 0.277. This demonstrates that FCP-Former has better forecasting accuracy and a superior ability to capture periodic and trend patterns. Full article
(This article belongs to the Section Physical Sensors)
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23 pages, 7046 KB  
Article
Atmospheric Scattering Prior Embedded Diffusion Model for Remote Sensing Image Dehazing
by Shanqin Wang and Miao Zhang
Atmosphere 2025, 16(9), 1065; https://doi.org/10.3390/atmos16091065 - 10 Sep 2025
Viewed by 419
Abstract
Remote sensing image dehazing presents substantial challenges in balancing physical fidelity with generative flexibility, particularly under complex atmospheric conditions and sensor-specific degradation patterns. Traditional physics-based methods often struggle with nonlinear haze distributions, while purely data-driven approaches tend to lack interpretability and physical consistency. [...] Read more.
Remote sensing image dehazing presents substantial challenges in balancing physical fidelity with generative flexibility, particularly under complex atmospheric conditions and sensor-specific degradation patterns. Traditional physics-based methods often struggle with nonlinear haze distributions, while purely data-driven approaches tend to lack interpretability and physical consistency. To bridge this gap, we propose the Atmospheric Scattering Prior embedded Diffusion Model (ASPDiff), a novel framework that seamlessly integrates atmospheric physics into the diffusion-based generative restoration process. ASPDiff establishes a closed-loop feedback mechanism by embedding the atmospheric scattering model as a physics-driven regularization throughout both the forward degradation simulation and the reverse denoising trajectory. The framework operates through the following three synergistic components: (1) an Atmospheric Prior Estimation Module that uses the Dark Channel Prior to generate initial estimates of the transmission map and global atmospheric light, which are then refined through learnable adjustment networks; (2) a Diffusion Process with Atmospheric Prior Embedding, where the refined priors serve as conditional guidance during the reverse diffusion sampling, ensuring physical plausibility; and (3) a Haze-Aware Refinement Module that adaptively enhances structural details and compensates for residual haze via frequency-aware decomposition and spatial attention. Extensive experiments on both synthetic and real-world remote sensing datasets demonstrate that ASPDiff significantly outperforms existing methods, achieving state-of-the-art performance while maintaining strong physical interpretability. Full article
(This article belongs to the Section Atmospheric Techniques, Instruments, and Modeling)
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