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Phase Change Materials in High Heat Storage Application: A Review 高蓄热应用中的相变材料:综述
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-27 DOI: 10.1007/s13369-024-09519-z
Robiul Islam Rubel, Md Washim Akram, Md Mahmodul Alam, Afsana Nusrat, Raju Ahammad, Md Abdullah Al Bari

Thermal energy harvesting and its applications significantly rely on thermal energy storage (TES) materials. Critical factors include the material’s ability to store and release heat with minimal temperature differences, the range of temperatures covered, and repetitive sensitivity. The short duration of heat storage limits the effectiveness of TES. Phase change materials (PCMs) are a current global research focus due to their desirable thermal properties, which improve energy performance and thermal comfort. PCMs require relatively less synthesis effort while maintaining high efficiency and enhancing cost-effectiveness. However, limited temperature range and storage capacity restrict the application of conventional PCMs. Consequently, the demand for high-energy PCM storage with enhanced thermo-physical properties is high. It is essential to explore the potential of new PCMs to improve thermal storage performance and capacity while reducing energy consumption. This review article explores the classifications and applications of PCMs, addresses the challenges in enhancing their thermo-physical properties, and outlines the selection criteria for high-heat storage applications. Additionally, it provides an in-depth analysis of recent research and developments related to PCMs.

热能采集及其应用在很大程度上依赖于热能储存(TES)材料。关键因素包括材料在最小温差下存储和释放热量的能力、覆盖的温度范围以及重复灵敏度。储热时间短限制了 TES 的有效性。相变材料(PCM)具有理想的热性能,可以改善能源性能和热舒适度,因此是当前全球研究的重点。相变材料所需的合成工作相对较少,同时还能保持高效率,提高成本效益。然而,有限的温度范围和存储容量限制了传统 PCM 的应用。因此,对热物理性能更强的高能 PCM 储能的需求很高。有必要探索新型 PCM 的潜力,以提高热存储性能和容量,同时降低能耗。这篇综述文章探讨了 PCM 的分类和应用,探讨了增强 PCM 热物理性能所面临的挑战,并概述了高热量存储应用的选择标准。此外,文章还深入分析了与 PCM 相关的最新研究和发展。
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引用次数: 0
Review on Solid-State Narrow and Wide-Band Power Amplifier 固态窄带和宽带功率放大器综述
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-23 DOI: 10.1007/s13369-024-09452-1
Ahtisham Urooj, Muneer Ahmed Al Absi

This review paper examines the advancements in solid-state power amplifiers (SSPAs) for wireless communication technology. As mobile devices rely on efficient power amplifiers to maintain battery life and ensure clear signal transmission, fabrication technologies like complementary metal–oxide–semiconductor (CMOS) and gallium nitride (GaN) are revolutionizing power amplifier (PA) design. The choice of material depends on the working frequency, with gallium arsenide (GaAs) and GaN suitable for frequencies under 100 GHz, and indium phosphide reaching up to 500 GHz. However, cost is a crucial factor in industrial manufacturing, making CMOS technology advantageous for on-chip system integration. Millimeter-wave chips have different requirements based on their application scenarios. In the Ka-band (26.5–40 GHz), high-power GaN and GaAs chips are preferred for satellite and long-distance communication. In contrast, the 60 GHz band is suited for short-distance high-speed communication and consumer electronics, making lower-cost CMOS and germanium silicon devices the preferred choice. This paper explores critical design considerations for SSPAs, focusing on common structures like envelope tracking, Doherty amplifiers, envelope elimination and restoration, and various linearization methods. We provide a clear comparison of their strengths and weaknesses to empower readers to select the optimal SSPA structure for their needs. Our review aims to facilitate informed decisions in the development of efficient and cost-effective SSPAs for advancing wireless communication technology.

这篇综述论文探讨了用于无线通信技术的固态功率放大器(SSPA)的发展。由于移动设备依赖高效功率放大器来维持电池寿命并确保清晰的信号传输,互补金属氧化物半导体(CMOS)和氮化镓(GaN)等制造技术正在彻底改变功率放大器(PA)的设计。材料的选择取决于工作频率,砷化镓(GaAs)和氮化镓适用于 100 GHz 以下的频率,而磷化铟则可达到 500 GHz。然而,成本是工业制造的关键因素,这使得 CMOS 技术在片上系统集成方面更具优势。毫米波芯片根据其应用场景有着不同的要求。在 Ka 波段(26.5-40 GHz),高功率 GaN 和 GaAs 芯片是卫星和长途通信的首选。相比之下,60 GHz 频段适用于短距离高速通信和消费电子产品,因此成本较低的 CMOS 和锗硅器件成为首选。本文探讨了 SSPAs 的关键设计考虑因素,重点是包络跟踪、Doherty 放大器、包络消除和恢复以及各种线性化方法等常见结构。我们对它们的优缺点进行了清晰的比较,使读者能够根据自己的需要选择最佳的 SSPA 结构。我们的综述旨在帮助读者在开发高效、经济的 SSPA 时做出明智的决定,从而推动无线通信技术的发展。
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引用次数: 0
Comprehensive Overview on the Present State and Evolution of Global Warming, Climate Change, Greenhouse Gasses and Renewable Energy 全球变暖、气候变化、温室气体和可再生能源的现状和发展综述
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-09 DOI: 10.1007/s13369-024-09390-y
Mehmet Bilgili, Sergen Tumse, Sude Nar

The impact of the climate and environmental problems experienced in the world with the Industrial Revolution has prominently begun to be felt today, and the consequences of climate change on the environment and public health have now become visible. The increase in greenhouse gas emissions resulting from human activities, which is the main cause of global climate change, caused the global surface temperature to be 1.1 °C higher between 2011 and 2020 compared to 1850–1900. In parallel with this global problem, the transition to clean energy has increased significantly with Russia's invasion of Ukraine, more aggressive energy and climate policies, technological developments, and increasing concerns about energy security. In this study, global climate change indicators, including land and sea surface air temperatures, sea level rise, sea ice extent, ocean heat content, surface humidity, and total column water vapor, are reviewed and updated in parallel with a comprehensive analysis of the progress in renewable energy. The results showed that if no measures are taken to reduce human-induced greenhouse gas emissions, the global average temperature will increase further in the coming years and the negative effects of other climate parameters will be felt even more. It has been emphasized that limiting human-induced global warming requires renewable and sustainable energy sources and net zero CO2 emissions and that the simultaneous adoption of emission reduction and adaptation strategies will be the most effective economic and technical solution to the global warming problem.

工业革命给世界带来的气候和环境问题的影响如今已开始凸显,气候变化对环境和公众健康的后果现已显现。人类活动造成的温室气体排放增加是全球气候变化的主要原因,导致 2011-2020 年间全球地表温度比 1850-1900 年间上升了 1.1 °C。与这一全球性问题并存的是,随着俄罗斯入侵乌克兰、更加激进的能源和气候政策、技术发展以及对能源安全的日益关注,向清洁能源的过渡也显著增加。本研究回顾并更新了全球气候变化指标,包括海陆表面气温、海平面上升、海冰范围、海洋热含量、地表湿度和柱状水汽总量,同时对可再生能源的进展情况进行了全面分析。结果表明,如果不采取措施减少人为温室气体排放,未来几年全球平均气温将进一步上升,其他气候参数的负面影响将更加明显。研究强调,限制人类引起的全球变暖需要可再生和可持续能源以及二氧化碳净零排放,同时采取减排和适应战略将是解决全球变暖问题最有效的经济和技术办法。
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引用次数: 0
Rotor Temperature Prediction of PMSM Based on LSTM Neural Networks 基于 LSTM 神经网络的 PMSM 转子温度预测
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-08 DOI: 10.1007/s13369-024-09213-0
Liange He, Yuhang Feng, Zhang Yan, Meijing Cai

The rotor of the permanent magnet synchronous motor develops localized high temperatures at high-torque or high-speed operating conditions so that the demagnetization failure phenomenon may occur. To address this problem, a rotor temperature prediction model based on long-and-short-term memory (LSTM) neural networks is proposed. In addition, the effects of several hyperparameters on the network construction are investigated. To better improve the accuracy of prediction results, Particle Swarm Optimization (PSO) and Genetic Algorithm (GA) are used to optimize the construction of the network parameters. The results of the study show that the LSTM model has a large error throughout the process, which ranges from − 2.66–6.64 °C. GA-LSTM has an error of − 1.71 ~ 3.91 ℃ throughout the process. The error of PSO-LSTM is − 1.78 ~ 0.96 ℃. Additionally, the proposed PSO-LSTM prediction model exhibits good accuracy and stability with RMSE of 0.7114 and MAPE of 1.22%.

永磁同步电机转子在高扭矩或高速运行条件下会产生局部高温,从而可能出现退磁故障现象。针对这一问题,提出了一种基于长短期记忆(LSTM)神经网络的转子温度预测模型。此外,还研究了多个超参数对网络构建的影响。为了更好地提高预测结果的准确性,采用了粒子群优化(PSO)和遗传算法(GA)来优化网络参数的构建。研究结果表明,LSTM 模型在整个过程中误差较大,误差范围为 - 2.66-6.64 ℃。GA-LSTM 在整个过程中的误差为 - 1.71 ~ 3.91 ℃。PSO-LSTM 的误差为 - 1.78 ~ 0.96 ℃。此外,所提出的 PSO-LSTM 预测模型具有良好的准确性和稳定性,RMSE 为 0.7114,MAPE 为 1.22%。
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引用次数: 0
A Hierarchical Parametric and Non-Parametric Forecasting Source Models with Uncertainties: 10 Years Ahead Prediction of Sources for Electric Energy Production 具有不确定性的层次参数和非参数预测源模型:电力能源生产来源的 10 年前预测
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-06 DOI: 10.1007/s13369-024-09215-y
Kemal Balikçi

Long-term accurate forecasting of the various sources for the electric energy production is challenging due to unmodelled dynamics and unexpected uncertainties. This paper develops non-parametric source models with higher-order polynomial bases to forecast the 16 sources utilized for the electric energy production. These models are optimized with the modified iterative neural networks and batch least squares, and their prediction performances are compared. In addition, for the first time in the literature, this paper quantifies the unseen uncertainties like the drought years and watery years affecting especially the hydropower and natural gas-based electric energy productions. These uncertainties are incorporated into the parametric imported-local source models whose unknown parameters are optimized with a modified constrained particle swarm optimization algorithm. These models are trained by using the real data for Türkiye, and the results are analysed extensively. Finally, 10 years ahead estimates of the 16 imported-local sources for the energy production have been obtained with the developed models.

由于未建模的动态变化和意外的不确定性,长期准确预测电能生产的各种来源具有挑战性。本文开发了具有高阶多项式基的非参数源模型,以预测用于电能生产的 16 个源。这些模型通过改进的迭代神经网络和批量最小二乘法进行了优化,并对其预测性能进行了比较。此外,本文在文献中首次量化了干旱年份和多水年份等不确定因素,这些不确定因素尤其会影响水电和天然气发电量。这些不确定性被纳入参数化的进口-本地能源模型中,其未知参数通过改进的约束粒子群优化算法进行优化。通过使用土耳其的真实数据对这些模型进行了训练,并对结果进行了广泛分析。最后,利用所开发的模型对 16 种进口-本地能源生产进行了未来 10 年的估算。
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引用次数: 0
Analytical Modeling Methods in Machining: A State of the Art on Application, Recent Challenges, and Future Trends 机械加工中的分析建模方法:有关应用、最新挑战和未来趋势的技术现状
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-06-05 DOI: 10.1007/s13369-024-09163-7
Mehmet Erdi Korkmaz, Munish Kumar Gupta, Murat Sarikaya, Mustafa Günay, Mehmet Boy, Nafiz Yaşar, Recep Demirsöz, Fatih Pehlivan

Information technology applications are crucial to the proper utilization of manufacturing equipment in the new industrial age, i.e., Industry 4.0. There are certain fundamental conditions that users must meet to adapt the manufacturing processes to Industry 4.0. For this, as in the past, there is a major need for modeling and simulation tools in this industrial age. In the creation of industry-driven predictive models for machining processes, substantial progress has recently been made. This paper includes a comprehensive review of predictive performance models for machining (particularly analytical models), as well as a list of existing models' strengths and drawbacks. It contains a review of available modeling tools, as well as their usability and/or limits in the monitoring of industrial machining operations. The goal of process models is to forecast principal variables such as stress, strain, force, and temperature. These factors, however, should be connected to performance outcomes, i.e., product quality and manufacturing efficiency, to be valuable to the industry (dimensional accuracy, surface quality, surface integrity, tool life, energy consumption, etc.). Industry adoption of cutting models depends on a model's ability to make this connection and predict the performance of process outputs. Therefore, this review article organizes and summarizes a variety of critical research themes connected to well-established analytical models for machining processes.

在新的工业时代,即工业 4.0 时代,信息技术的应用对于正确使用制造设备至关重要。要使制造工艺适应工业 4.0,用户必须满足某些基本条件。为此,与过去一样,这个工业时代对建模和仿真工具有很大的需求。在创建工业驱动的加工过程预测模型方面,最近取得了重大进展。本文全面回顾了机械加工性能预测模型(尤其是分析模型),并列举了现有模型的优缺点。本文还回顾了现有的建模工具,以及这些工具在监控工业加工操作中的可用性和/或局限性。过程模型的目标是预测应力、应变、力和温度等主要变量。然而,这些因素应与性能结果(即产品质量和制造效率)相关联,这样才能对行业产生价值(尺寸精度、表面质量、表面完整性、刀具寿命、能耗等)。行业对切削模型的采用取决于模型建立这种联系和预测过程输出性能的能力。因此,这篇综述文章整理并总结了与成熟的加工过程分析模型相关的各种关键研究主题。
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引用次数: 0
Baseline Wander and Power Line Interference Removal from Physiological Signals Using Fractional Notch Filter Optimized Through Genetic Algorithm 使用通过遗传算法优化的分数缺口滤波器去除生理信号中的基线漂移和电力线干扰
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-28 DOI: 10.1007/s13369-024-09145-9
Mohamed Reda Lakehal, Youcef Ferdi

Physiological signals commonly suffer from contamination by various types of noise, ones of the most foremost are baseline wander (BLW) and power line interference (PLI). The removal of these interferences is a crucial in biomedical signal processing and diseases diagnosis. This paper introduces a digital fractional notch filter derived from the corresponding anti-notch one and specifically designed for the removal of BLW and PLI from physiological signals. The salient feature of the proposed filter is its capability to eliminate any frequency range only by adjusting the single parameter ν which defines the central frequency of the anti-notch filter. The performance of the filter is closely linked to the fractional order α and the number of samples L used in approximating the ideal fractional filter. Genetic algorithms were employed to determine the optimal values for these parameters (α, L). The proposed filter has been implemented on noisy ECG, EEG, and EMG signals, exhibiting its efficiency in removing unwanted noise. Comparative analysis with existing BLW and PLI removal techniques indicates that the proposed filter outperforms them based on the evaluation metrics employed.

生理信号通常会受到各种噪声的污染,其中最主要的是基线漂移(BLW)和电源线干扰(PLI)。消除这些干扰对生物医学信号处理和疾病诊断至关重要。本文介绍了一种数字分数陷波滤波器,它源自相应的反陷波滤波器,专门用于消除生理信号中的基线漂移(BLW)和电源线干扰(PLI)。该滤波器的突出特点是,只需调整定义反陷波滤波器中心频率的单一参数 ν,就能消除任何频率范围的信号。滤波器的性能与分数阶数 α 和用于近似理想分数滤波器的样本数 L 密切相关。我们采用遗传算法来确定这些参数(α、L)的最佳值。所提出的滤波器已在嘈杂的心电图、脑电图和肌电信号上实现,显示出其在去除不需要的噪音方面的效率。与现有的 BLW 和 PLI 去除技术的比较分析表明,根据所采用的评估指标,所提出的滤波器优于它们。
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引用次数: 0
Analytical Approach for Locating Induction Motor Current Harmonics in Healthy and Different Fault Conditions 健康和不同故障条件下感应电动机电流谐波定位分析方法
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-22 DOI: 10.1007/s13369-024-09153-9
Seyed Hamid Rafiei, Mansour Ojaghi, Mahdi Sabouri

Motor current signature analysis (MCSA) offers a non-invasive approach to early detect different faults in squirrel-cage induction motors (SCIMs). Every fault normally adds some specific harmonics to the motor current and the MCSA typically proposes the fault diagnosis by detecting these harmonics. Using the rotor–stator mutual-inductance curve, this paper proposes an analytical approach to determine broad sets of harmonics that are presenting in the healthy SCIM current or are adding to the current by broken rotor bar (BRB) fault, mixed eccentricity (ME) fault and combined BRB-ME fault. The broad harmonic sets are attained due to applying exact form of the inverse of the air gap function, using exact form of the stator and rotor turn functions and taking every integer harmonic of the stator current into account. The extensive harmonic sets give higher degrees of freedom to attain the most appropriate harmonics to establish fault diagnosis techniques. Further study shows that many BRB-related harmonics are also present in the healthy state with lower amplitudes and that the ME fault magnifies some well-known BRB-related harmonics as well as the 3rd harmonic. In addition, the combined BRB-ME fault produces harmonics that are sidebands around the harmonics produced by the single ME or BRB fault. Simulation results based on the finite elements method and corresponding experimental test results confirm the analytically achieved results.

电机电流特征分析(MCSA)提供了一种非侵入式方法,用于早期检测鼠笼式感应电机(SCIM)中的不同故障。每个故障通常都会给电机电流增加一些特定的谐波,MCSA 通常通过检测这些谐波来进行故障诊断。本文利用转子-定子互感曲线,提出了一种分析方法来确定健康 SCIM 电流中出现的或因转子断线 (BRB) 故障、混合偏心 (ME) 故障和 BRB-ME 组合故障而增加的广泛谐波集。由于应用了气隙函数逆的精确形式,使用了定子和转子匝函数的精确形式,并考虑了定子电流的每一次整数谐波,因此获得了广泛的谐波集。广泛的谐波集提供了更高的自由度,以获得最合适的谐波来建立故障诊断技术。进一步的研究表明,许多与 BRB 相关的谐波在健康状态下也会出现,但幅度较小,而 ME 故障会放大一些众所周知的与 BRB 相关的谐波以及 3 次谐波。此外,BRB-ME 组合故障产生的谐波是单个 ME 或 BRB 故障产生的谐波的边带。基于有限元法的仿真结果和相应的实验测试结果证实了分析得出的结果。
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引用次数: 0
Single Active Switch Hybrid Dual Diode-Capacitor Boost Converter With Reduced Voltage Stress for High Voltage Gain Applications 单有源开关混合双二极管-电容器升压转换器可降低电压应力,适用于高电压增益应用
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-22 DOI: 10.1007/s13369-024-09133-z
Indrojeet Chakraborty, Sreejith Sekaran, Sovit Kumar Pradhan

In this paper, a single-switch hybrid dual diode-capacitor (HDDC) boost converter with less stress over all devices for high voltage gain applications is proposed. It combines a voltage boost cell with two back-to-back diode-capacitor cells for providing high voltage gain. The current spikes across the switching devices, occurring due to the diode-capacitor circuit, are effectively truncated by an inductor that is used at the input side. With a single inductor and a single MOSFET, the proposed HDDC converter provides continuous input current, a common ground (C.g) structure and keeps the device voltage stress (V(_textrm{stress})) and current stress under check. This allows the use of lower-rating devices and is helpful in restricting switching losses, thus improving the comprehensive efficiency of the converter. For integrating RES with micro-grid, the proposed HDDC converter provides all the desirable features. A MATLAB/Simulink model is employed for testing purposes of the proposed HDDC. Additionally, a hardware prototype of the HDDC, with a power rating of 280 W and voltage output of 200 V, is subjected to laboratory testing at a frequency of 33 kHz. The findings from both the simulation and hardware testing are then compared to validate the performance of the proposed HDDC. At near-rated load, the converter operates at an efficiency of around 95.4%.

本文提出了一种单开关混合双二极管-电容器(HDDC)升压转换器,所有器件的应力都较小,适用于高电压增益应用。它结合了一个升压单元和两个背靠背二极管电容器单元,以提供高电压增益。由于二极管电容器电路而在开关器件上产生的电流尖峰可通过在输入侧使用的电感器有效截断。通过单个电感器和单个 MOSFET,所提出的 HDDC 转换器可提供连续的输入电流和共地(C.g)结构,并使器件电压应力(V(_textrm{stress})和电流应力保持在可控范围内。这就允许使用较低额定值的器件,并有助于限制开关损耗,从而提高转换器的综合效率。为了将可再生能源与微电网集成,所提出的 HDDC 转换器提供了所有理想的功能。MATLAB/Simulink 模型用于测试拟议的 HDDC。此外,还对额定功率为 280 W、电压输出为 200 V 的 HDDC 硬件原型进行了频率为 33 kHz 的实验室测试。然后对模拟和硬件测试的结果进行比较,以验证拟议 HDDC 的性能。在接近额定负载时,转换器的工作效率约为 95.4%。
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引用次数: 0
Spectral Efficient Neural Network-Based M-ary Chirp Spread Spectrum Receivers for Underwater Acoustic Communication 用于水下声学通信的基于神经网络的高频谱效率 M-ary Chirp 扩频接收器
IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-05-17 DOI: 10.1007/s13369-024-08918-6
Songzuo Liu, Habib Hussain Zuberi, Zuhair Arfeen, Xuanye Zhang, Muhammad Bilal, Zongxin Sun

This article addresses the challenges encountered in underwater acoustic communication (UWAC) and presents a novel approach for chirp spread spectrum (CSS) communication. CSS is recognized for its ability to adjust to multipath and Doppler dispersion in underwater conditions, despite it usually demands a large bandwidth time product to achieve optimal performance. To address this constraint and improve data rate, the paper proposes a neural network-based receiver for spectral efficient M-ary CSS communication. M-ary communication is accomplished by transmitting chirps with different start and stop frequencies. At the receiver, a multilayer perceptron (MLP) artificial neural network and a one-dimensional convolutional neural network (1D CNN) are used for supervised classification. The neural network is trained offline using a comprehensive dataset developed by the BELLHOP ray tracing algorithm, which simulates various underwater acoustic channels. The application of VTRM pre-processing equalization aims to enhance performance. The simulation results illustrate the superior performance of the proposed receiver when compared to a conventional receiver based on a matched filter. The 16-ary chirp spread spectrum 1D CNN and MLP receivers show a gain of 6 and 4 dB, respectively, in a simulated channel after undergoing VTRM pre-processing. Furthermore, the utilization of a 16-ary 1D CNN receiver results in a noticeable 6 dB enhancement in two recorded channels. However, the MLP receiver outperforms the traditional receiver in terms of bit error rate. The article emphasizes the possibility of higher data rates and enhanced performance in underwater communication systems by employing the proposed M-ary CSS neural network-based method.

本文探讨了水下声学通信(UWAC)中遇到的挑战,并提出了一种啁啾扩频(CSS)通信的新方法。CSS 因其在水下条件下适应多径和多普勒频散的能力而得到认可,尽管它通常需要较大的带宽时间积才能达到最佳性能。为了解决这一限制并提高数据传输速率,本文提出了一种基于神经网络的接收器,用于频谱高效的 M-ary CSS 通信。M-ary 通信是通过发送起始和终止频率不同的啁啾来实现的。接收器采用多层感知器(MLP)人工神经网络和一维卷积神经网络(1D CNN)进行监督分类。神经网络使用 BELLHOP 射线跟踪算法开发的综合数据集进行离线训练,该算法模拟了各种水下声道。VTRM 预处理均衡的应用旨在提高性能。仿真结果表明,与基于匹配滤波器的传统接收器相比,所提出的接收器性能更优越。经过 VTRM 预处理后,16 级啁啾扩频 1D CNN 和 MLP 接收器在模拟信道中的增益分别为 6 和 4 dB。此外,利用 16 层 1D CNN 接收器在两个记录信道中明显增强了 6 分贝。不过,就误码率而言,MLP 接收器优于传统接收器。文章强调,通过采用所提出的基于 M-ary CSS 神经网络的方法,可以提高水下通信系统的数据传输速率和性能。
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引用次数: 0
期刊
Arabian Journal for Science and Engineering
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