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Modeling and Measurement of Path Loss in Reconfigurable Intelligent Surface Assisted Broadcast Wireless Communication
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作者 Teng Xiaokun Ren Yanqing +4 位作者 Zhou Ruya Tang Wankai Yang Jie Chen Weicong Jin Shi 《China Communications》 2025年第5期61-70,共10页
Reconfigurable intelligent surface(RIS)has proven to be promising for future wireless communication.Due to its ability to manipulate electromagnetic(EM)waves,RIS provides a flexible and programmable way to implement i... Reconfigurable intelligent surface(RIS)has proven to be promising for future wireless communication.Due to its ability to manipulate electromagnetic(EM)waves,RIS provides a flexible and programmable way to implement intelligent wireless environments.While path loss modeling has been conducted in some prior research,an issue remaining unknown is the characteristics of multi-beam path loss for RIS.In this paper,we model,simulate and measure the multi-beam path loss in RIS-assisted broadcast communication scenarios.We propose two specific configurations of RIS and derive the path loss models,which reveal that the incident beam can be equally divided into multiple beams without power loss through rational design of the phase coding.The proposed path loss model is validated through simulation subsequently.To further verify our conclusions,we build a millimeter wave(mmWave)measurement system with a 35 GHz fabricated RIS.The measurement result corresponds well with the simulation,which shows a difference of about 3 dB in the received signal power of quad-beam compared with dual-beam,as well as dual-beam compared with single-beam,except for the impact of radiation patterns of the antennas and RIS elements. 展开更多
关键词 broadcast communication passive beamforming path loss reconfigurable intelligent surface
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Channel Measurement and Path Loss Modeling from 220 GHz to 330 GHz for 6G Wireless Communications 被引量:11
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作者 Pan Tang Jianhua Zhang +7 位作者 Haoyu Tian Zhaowei Chang Jun Men Yuxiang Zhang Lei Tian Liang Xia Qixing Wang Jingsuo He 《China Communications》 SCIE CSCD 2021年第5期19-32,共14页
Terahertz(THz)communication has been envisioned as a key enabling technology for sixthgeneration(6G).In this paper,we present an extensive THz channel measurement campaign for 6G wireless communications from 220 GHz t... Terahertz(THz)communication has been envisioned as a key enabling technology for sixthgeneration(6G).In this paper,we present an extensive THz channel measurement campaign for 6G wireless communications from 220 GHz to 330 GHz.Furthermore,the path loss is analyzed and modeled by using two single-frequency path loss models and a multiplefrequencies path loss model.It is found that at most frequency points,the measured path loss is larger than that in the free space.But at around 310 GHz,the propagation attenuation is relatively weaker compared to that in the free space.Also,the frequency dependence of path loss is observed and the frequency exponent of the multiple-frequencies path loss model is 2.1.Moreover,the cellular performance of THz communication systems is investigated by using the obtained path loss model.Simulation results indicate that the current inter-site distance(ISD)for the indoor scenario is too small for THz communications.Furthermore,the tremendous capacity gain can be obtained by using THz bands compared to using microwave bands and millimeter wave bands.Generally,this work can give an insight into the design and optimization of THz communication systems for 6G. 展开更多
关键词 TERAHERTZ channel measurement channel modeling path loss
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Investigating path loss characteristics of UWB signals in vacancy indoor environment based on time-domain technique 被引量:3
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作者 Wang Yang Zhang Naitong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期296-302,共7页
The path loss analysis model based on 5 rays in vacancy indoor environment is proposed. The relationship between multipath overlapping and the path loss is analyzed mathematically. Time-domain technique is introduced ... The path loss analysis model based on 5 rays in vacancy indoor environment is proposed. The relationship between multipath overlapping and the path loss is analyzed mathematically. Time-domain technique is introduced to compute reflection coefficient in a very short time interval. A 5 rays path loss calculation method, which is satisfactory accurate, is developed. 5 typical environments are involved to analyze and generalize the common path loss characteristics in vacancy indoor environment. The simulation result shows that the path loss can be characterized as 3 zones with different path loss exponent as distance between transmitter and receiver increasing. 展开更多
关键词 UWB path loss TIME-DOMAIN MULTIpath indoor environment.
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Path loss modelling and comparison based on the radio propagation measurement at 3.5GHz 被引量:4
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作者 王萍 Li Yingzhe +2 位作者 Chang Ruoting Sun Kun Xu Hui 《High Technology Letters》 EI CAS 2009年第3期272-276,共5页
Wideband IMT-Advanced mobile communication systems tend to operate in the high frequency bands due to a relatively large capacity available. Thus, Measurement and modelling methods of radio propaga- tion eharaeteristi... Wideband IMT-Advanced mobile communication systems tend to operate in the high frequency bands due to a relatively large capacity available. Thus, Measurement and modelling methods of radio propaga- tion eharaeteristics are proposed for the field test of Chinese 4th generation (4G) trial system. The mea- surement system is established for 3.5GHz based on the sophistieated measurement instruments and the virtual instrument teehnology. The characteristic parameters of radio propagation sueh as path loss (PL) exponent and shadow fading standard deviation are extracted from measurement data, which result in the path loss model finally. The comparisons with other existing international models results validate our mea- surement in terms of path loss model. Based on the analysis of the existing extension model assumed for the microwave frequency at 3.5GHz, we find that the Stanford University Interim (SUI) model fits very well with the measurement result in the hotspot scenario, while the COST 231 model is closer to the mea- surement result in the suburban scenario. This result provides a measurement-based channel referenee for the development of the future IMT-Advanced systems in China. 展开更多
关键词 IMT-advaneed channel measurement channel model path loss radio propagation Stanford University Interim (SUI) COST 231 Hata WINNER
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Statistical Model of Path Loss for Railway 5G Marshalling Yard Scenario 被引量:1
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作者 DING Jianwen LIU Yao +2 位作者 LIAO Hongjian SUN Bin WANG Wei 《ZTE Communications》 2023年第3期117-122,共6页
The railway mobile communication system is undergoing a smooth transition from the Global System for Mobile Communications-Railway(GSM-R)to the Railway 5G.In this paper,an empirical path loss model based on a large am... The railway mobile communication system is undergoing a smooth transition from the Global System for Mobile Communications-Railway(GSM-R)to the Railway 5G.In this paper,an empirical path loss model based on a large amount of measured data is established to predict the path loss in the Railway 5G marshalling yard scenario.According to the different characteristics of base station directional antennas,the antenna gain is verified.Then we propose the position of the breakpoint in the antenna propagation area,and based on the breakpoint segmentation,a large-scale statistical model for marshalling yards is established. 展开更多
关键词 5G-R marshalling yard path loss prediction statistical modeling
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Path Loss Modeling: A Machine Learning Based Approach Using Support Vector Regression and Radial Basis Function Models 被引量:3
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作者 Stephen Ojo Arif Sari Taiwo P. Ojo 《Open Journal of Applied Sciences》 2022年第6期990-1010,共21页
Path loss prediction models are vital for accurate signal propagation in wireless channels. Empirical and deterministic models used in path loss predictions have not produced optimal results. In this paper, we introdu... Path loss prediction models are vital for accurate signal propagation in wireless channels. Empirical and deterministic models used in path loss predictions have not produced optimal results. In this paper, we introduced machine learning algorithms to path loss predictions because it offers a flexible network architecture and extensive data can be used. We introduced support vector regression (SVR) and radial basis function (RBF) models to path loss predictions in the investigated environments. The SVR model was able to process several input parameters without introducing complexity to the network architecture. The RBF on its part provides a good function approximation. Hyperparameter tuning of the machine learning models was carried out in order to achieve optimal results. The performances of the SVR and RBF models were compared and result validated using the root-mean squared error (RMSE). The two machine learning algorithms were also compared with the Cost-231, SUI, Egli, Freespace, Cost-231 W-I models. The analytical models overpredicted path loss. Overall, the machine learning models predicted path loss with greater accuracy than the empirical models. The SVR model performed best across all the indices with RMSE values of 1.378 dB, 1.4523 dB, 2.1568 dB in rural, suburban and urban settings respectively and should therefore be adopted for signal propagation in the investigated environments and beyond. 展开更多
关键词 Support Vector Regression Radial Basis Function Machine Learning path loss Empirical DETERMINISTIC
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Robust Fingerprint Construction Based on Multiple Path Loss Model (M-PLM) for Indoor Localization
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作者 Yun Fen Yong Chee Keong Tan +1 位作者 Ian Kim Teck Tan Su Wei Tan 《Computers, Materials & Continua》 SCIE EI 2023年第1期1801-1818,共18页
A robust radio map is essential in implementing a fingerprint-based indoor positioning system(IPS).However,the offline site survey to manually construct the radio map is time-consuming and labour-intensive.Various int... A robust radio map is essential in implementing a fingerprint-based indoor positioning system(IPS).However,the offline site survey to manually construct the radio map is time-consuming and labour-intensive.Various interpolation techniques have been proposed to infer the virtual fingerprints to reduce the time and effort required for offline site surveys.This paper presents a novel fingerprint interpolator using a multi-path loss model(MPLM)to create the virtual fingerprints from the collected sample data based on different signal paths from different access points(APs).Based on the historical signal data,the poor signal paths are identified using their standard deviations.The proposed method reduces the positioning errors by smoothing out the wireless signal fluctuations and stabilizing the signals for those poor signal paths.By consideringmultipath signal propagations from different APs,the inherent noise from these signal paths can be alleviated.Firstly,locations of the signal data with standard deviations higher than the threshold are identified.The new fingerprints are then generated at these locations based on the proposed M-PLM interpolation function to replace the old fingerprints.The proposed technique interpolates virtual fingerprints based on good signal paths with more stable signals to improve the positioning performance.Experimental results show that the proposed scheme enhances the positioning accuracy by up to 44%compared to the conventional interpolation techniques such as the Inverse DistanceWeighting,Kriging,and single Path LossModel.As a result,we can overcome the site survey problems for IPS by building an accurate radio map with more reliable signals to improve indoor positioning performance. 展开更多
关键词 path loss model radio map indoor positioning system INTERPOLATION fingerprinting
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Propagation Path Loss Models at 28 GHz Using K-Nearest Neighbor Algorithm
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作者 Vu Thanh Quang Dinh Van Linh To Thi Thao 《通讯和计算机(中英文版)》 2022年第1期1-8,共8页
In this paper,we develop and apply K-Nearest Neighbor algorithm to propagation pathloss regression.The path loss models present the dependency of attenuation value on distance using machine learning algorithms based o... In this paper,we develop and apply K-Nearest Neighbor algorithm to propagation pathloss regression.The path loss models present the dependency of attenuation value on distance using machine learning algorithms based on the experimental data.The algorithm is performed by choosing k nearest points and training dataset to find the optimal k value.The proposed method is applied to impove and adjust pathloss model at 28 GHz in Keangnam area,Hanoi,Vietnam.The experiments in both line-of-sight and non-line-of-sight scenarios used many combinations of transmit and receive antennas at different transmit antenna heights and random locations of receive antenna have been carried out using Wireless Insite Software.The results have been compared with 3GPP and NYU Wireless Path Loss Models in order to verify the performance of the proposed approach. 展开更多
关键词 K-nearest neighbor regression 5G millimeter waves path loss
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Path Loss Modelling for Location Service Applications
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作者 Slawomir J. Ambroziak Ryszard J. Katulski Jaroslaw Sadowski Jacek Stefanski 《通讯和计算机(中英文版)》 2013年第9期1247-1252,共6页
关键词 路径损耗模型 位置服务 应用 无线通信网络 定位业务 蜂窝网络 UMTS 多径传播
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Modified Ceiling Bounce Model for Computing Path Loss and Delay Spread in Indoor Optical Wireless Systems
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作者 K. SMITHA A. SIVABALAN J. JOHN 《International Journal of Communications, Network and System Sciences》 2009年第8期754-758,共5页
This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation propert... This paper proposes modifications to the tradional Ceiling Bounce Model and uses it to characterize diffuse indoor optical wireless channel by analyzing the effect of transceiver position on signal propagation properties. The modified approach uses a combination of the tradional ceiling bounce method and a statistical approach. The effects of different transmitter-receiver separations and height of the ceiling on path loss and delay spread are studied in detail. 展开更多
关键词 INDOOR OPTICAL Channel MODIFIED CEILING BOUNCE MODEL path loss Delay Spread
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Intelligent Reflecting Surfaces Enabled Cognitive Internet of Things Based on Practical Pathloss Model 被引量:6
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作者 Zheng Chu Pei Xiao +2 位作者 De Mi Hongzhi Chen Wanming Hao 《China Communications》 SCIE CSCD 2020年第12期1-16,共16页
In this paper,we aim to unlock the potential of intelligent reflecting surfaces(IRSs)in cognitive internet of things(loT).Considering that the secondary IoT devices send messages to the secondary access point(SAP)by s... In this paper,we aim to unlock the potential of intelligent reflecting surfaces(IRSs)in cognitive internet of things(loT).Considering that the secondary IoT devices send messages to the secondary access point(SAP)by sharing the spectrum with the primary network,the interference is introduced by the IoT devices to the primary access point(PAP)which profits from the IoT devices by pricing the interference power charged by them.A practical path loss model is adopted such that the IRSs deployed between the IoT devices and SAP serve as diffuse scatterers,but each reflected signal can be aligned with its own desired direction.Moreover,two transmission policies of the secondary network are investigated without/with a successive interference cancellation(SIC)technique.The signal-to-interference plus noise ratio(SINR)balancing is considered to overcome the nearfar effect of the IoT devices so as to allocate the resource fairly among them.We propose a Stackelberg game strategy to characterize the interaction between primary and secondary networks.For the proposed game,the Stackelberg equilibrium is analytically derived to optimally obtain the closed-form solution of the power allocation and interference pricing.Numerical results are demonstrated to validate the performance of the theoretical derivations. 展开更多
关键词 dedicated intelligent reflecting surfaces internet of things practical path loss cognitive network Stackelberg game
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A general altitude-dependent path loss model for UAV-to-ground millimeter-wave communications 被引量:3
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作者 Qiuming ZHU Mengtian YAO +4 位作者 Fei BAI Xiaomin CHEN Weizhi ZHONG Boyu HUA Xijuan YE 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2021年第6期767-776,共10页
A general empirical path loss(PL) model for air-to-ground(A2 G) millimeter-wave(mm Wave) channels is proposed in this paper. Different from existing PL models, the new model takes the height factor of unmanned aerial ... A general empirical path loss(PL) model for air-to-ground(A2 G) millimeter-wave(mm Wave) channels is proposed in this paper. Different from existing PL models, the new model takes the height factor of unmanned aerial vehicles(UAVs) into account, and divides the propagation conditions into three cases(i.e., line-of-sight, reflection,and diffraction). A map-based deterministic PL prediction algorithm based on the ray-tracing(RT) technique is developed, and is used to generate numerous PL data for different cases. By fitting and analyzing the PL data under different scenarios and UAV heights, altitude-dependent model parameters are provided. Simulation results show that the proposed model can be effectively used to predict PL values for both low-and high-altitude cases.The prediction results of the proposed model better match the RT-based calculation results than those of the Third Generation Partnership Project(3 GPP) model and the close-in model. The standard deviation of the PL is also much smaller. Moreover, the new model is flexible and can be extended to other A2 G scenarios(not included in this paper) by adjusting the parameters according to the simulation or measurement data. 展开更多
关键词 path loss UAV-to-ground channel Millimeter-wave(mm Wave)communication channel RAY-TRACING Altitude-dependent
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Subcarrier assignment considering path loss for multiuser OFDM systems with proportional fairness
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作者 XU Wen-jun HE Zhi-qiang 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2008年第2期12-17,25,共7页
This article studies downlink subcarrier assignment problem to maximize rate-sum capacity subject to total power and proportional rate constraints in orthogonal frequency division multiplexing (OFDM) systems. Previo... This article studies downlink subcarrier assignment problem to maximize rate-sum capacity subject to total power and proportional rate constraints in orthogonal frequency division multiplexing (OFDM) systems. Previous algorithms assume that the initial power is equally distributed over all subcarriers. The presence of path loss makes the assumption not correct any more. This article proposes a novel subcarrier assignment algorithm which makes full use of path loss and rate proportionality information to improve rate-sum capacity. The proposed algorithm determines optimal initial power allocation according to path losses and rate proportionalities of different users, assigns subcarriers to users in a greedy fashion, and then exchanges subcarfiers between users to obtain fairer rate distribution. Simulation results show that the proposed algorithm approximately achieves double the capacity of static assignment schemes, such as fixed frequency band approach, and obtains better performance than previous subcarrier assignment algorithms in the presence of different path losses and proportional rate requirements.. 展开更多
关键词 OFDM subcarrier assignment path loss
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Maximum Inner Product Method for Extracting the Path-Loss Parameters in Primary Transformer Substations 被引量:2
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作者 Qiang Li Hongxin Zhang +2 位作者 Tianyi Zheng Xueli Wang Yinghua Lv 《China Communications》 SCIE CSCD 2019年第4期120-129,共10页
In order to deploy short-range wireless communication devices in the primary transformer substation, a Maximum Inner Product(MIP) Method is proposed to extract the path-loss parameters in 110 kV and 220 kV primary tra... In order to deploy short-range wireless communication devices in the primary transformer substation, a Maximum Inner Product(MIP) Method is proposed to extract the path-loss parameters in 110 kV and 220 kV primary transformer substations. The maximum inner product of the testing data is calculated to find out the loss index n and the standard deviation σ, and then the pathloss models can be set up. By comparing the MIP with Minimum Mean Square estimation(MMSE) and Cumulative Sum(CUSUM), MIP can match the measured values best. In order to apply the MIP path-loss model, under the initial signal to noise ratio(SNR) at 5 dB and 10 dB, a ZigBee simulation system is constructed to validate the situation that bit error rate(BER) varies with distance. And the ZigBee devices with 5 units are tested in a 220 kV primary transformer substation. The result of the test proves that the path-loss model is accurate. 展开更多
关键词 PRIMARY transformer SUBSTATION path-loss ZigBee
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面向远海场景的统计信道建模与性能分析
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作者 李瑞彤 林霏 +4 位作者 季翔 孙浩 张颖颖 李军 刘海英 《现代电子技术》 北大核心 2026年第1期15-20,共6页
目前对海洋通信的研究多集中于近海场景的信道建模,且较少考虑真实气象条件,针对远海场景的研究仍需进一步完善。为此,文中基于山东省黄海海域的实测气象数据,构建了利用海上蒸发波导现象的超视距统计信道模型,该模型采用有理数函数模... 目前对海洋通信的研究多集中于近海场景的信道建模,且较少考虑真实气象条件,针对远海场景的研究仍需进一步完善。为此,文中基于山东省黄海海域的实测气象数据,构建了利用海上蒸发波导现象的超视距统计信道模型,该模型采用有理数函数模型对海洋环境中电磁波的传播特性进行描述。同时,为提高模型的准确性,使用非线性最小二乘法对模型系数进行修正和优化。仿真分析表明,该信道模型在周边海域对电磁波传播路径损耗的预测更为精确,冬季和夏季的预测均方根误差均小于表面波导模型和自由空间模型,并在无人机辅助海上通信系统中表现出更为优异的性能。 展开更多
关键词 统计信道模型 海上通信 蒸发波导 实测气象数据 有理函数模型 超视距传输 抛物线方程 路径损耗
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A Model for RF Loss through Vegetation with Varying Water Content 被引量:2
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作者 Sonam Peden Ronald C. Bradbury +1 位作者 David William Lamb Mark Hedley 《Journal of Electromagnetic Analysis and Applications》 2021年第3期41-56,共16页
Assessing plant water status is important for monitoring plant physiology. Radio signals are attenuated when passing through vegetation. Both analytical and empirical models developed for radio frequency (RF) loss thr... Assessing plant water status is important for monitoring plant physiology. Radio signals are attenuated when passing through vegetation. Both analytical and empirical models developed for radio frequency (RF) loss through vegetation have been dependent on experimental measurements and those measurements have been completed in specific situations. However, for models to be more broadly applicable across a broad range of vegetation types and constructs, basic electrical properties of the vegetation need to be characterised. Radio waves are affected especially by water and the relationship between water content in vegetation expressed as effective water path (EWP) in mm and measured RF loss (dB) at 2.4 GHz was investigated in this work. The EWP of eucalyptus leaves of varying amounts of leaf moisture (0% - 41.5%) ranged from 0 - 14 mm, respectively. When the model was compared with the actual RF loss there was a systematic offset equivalent to a residual leaf moisture content of 6.5% that was unaccounted for in the leaf moisture content determination (oven drying). This was attributed to bound water. When the model was adjusted for this amount of additional leaf water, the average RMSE in predicted RF loss was ±2.2 dB and was found to explain 89% of the variance in measured RF loss. 展开更多
关键词 Radio Attenuation LEAVES Water Content path loss Vegetation Thickness PERMITTIVITY
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The Wireless Power Transmission on the Wristto-Forehead Path Based on the Body Channel
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作者 Cheng Han Linghui Kong +3 位作者 Qingya Li Shan Yu Zhiwei Zhang Jingna Mao 《Journal of Beijing Institute of Technology》 EI CAS 2022年第1期91-100,共10页
The body channel based wireless power transfer(BC-WPT)method utilizes the human body as the medium to transfer power for bioelectronics,which can achieve a lower transmission loss due to its higher conductivity.Howeve... The body channel based wireless power transfer(BC-WPT)method utilizes the human body as the medium to transfer power for bioelectronics,which can achieve a lower transmission loss due to its higher conductivity.However,except for the channel length,different on-body loca-tions of the transmitter and receiver also influence the power supply performance.This paper fo-cuses on the wrist-to-forehead path to show the potential of BC-WPT for the brain bioelectronics such as the brain computer interface device.The channel characteristics from 10 MHz to 60 MHz are measured by a vector network analyzer(VNA)and a prototype BC-WPT system with differ-ent copper electrodes and the lowest power loss locates between-22 dB and-33 dB.Furthermore,the minimum path loss limit is simulated in Advanced Design System(ADS)software and the low-est optimum path loss can reach nearly-13 dB.Finally,a rectifier circuit is also built at the receiv-er side to harvest d.c.voltage.The results show that the open-circuit voltage(OCV)can reach 1.75 V with the transmitter of 50Ωoutput impedance supplying 5V_(pp)sine voltage at 60 MHz when adopt-ing 1 cm-diameter circular electrodes. 展开更多
关键词 body channel based wireless power transfer(BC-WPT) wrist-to-forehead path chan-nel characteristics minimum path loss limit open-circuit voltage(OCV)
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RF Loss Model for Tree Canopies with Varying Water Content
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作者 Sonam Peden Ronald C. Bradbury +1 位作者 David William Lamb Mark Hedley 《Journal of Electromagnetic Analysis and Applications》 2021年第6期83-101,共19页
Detection of plant water status is important for monitoring plant physiology. Previous studies showed that radio waves are attenuated when passing through vegetation such as trees, and models (both empirical and analy... Detection of plant water status is important for monitoring plant physiology. Previous studies showed that radio waves are attenuated when passing through vegetation such as trees, and models (both empirical and analytical) were developed. However, for models to be more broadly applicable across a broad range of vegetation types and constructs, basic electrical properties of the vegetation need to be characterised. In our previous work, a model was developed to calculate the RF loss through vegetation with varying water content. In this paper, the model was extended to calculate RF loss through tree canopies with or without an air gap. When the model was compared with the actual RF loss acquired using Eucalyptus <em>blakelyi</em> trees (with and without leaves), there was a systematic offset equivalent to a residual moisture content of 13% that was attributed to bound water. When the model was adjusted for the additional water content, the effective water path (EWP) was found to explain 72% of the variance in the measured RF loss. 展开更多
关键词 Radio Attenuation Water Content Vegetation Thickness PERMITTIVITY path loss
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Indoor Radio Propagation Model Based on Dominant Path
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作者 Yongxiang Zhao Meifang Li Feng Shi 《International Journal of Communications, Network and System Sciences》 2010年第3期330-337,共8页
When there are bigger obstacles in the indoor environment such as elevator, the radio waves basically can not penetrate it. The contribution of received signal strength by transmission and reflection will be greatly r... When there are bigger obstacles in the indoor environment such as elevator, the radio waves basically can not penetrate it. The contribution of received signal strength by transmission and reflection will be greatly reduced, and most of the time, the radio waves will reach the user by bypass diffraction. Therefore, the traditional path loss model is no longer applicable, and the improved model should be proposed. In this paper, we firstly proposed an indoor radio propagation model based on dominant path in which the received signal strength has nothing to do with the direct distance between user and access point, but is related to the length of dominant path. Then on the basis of dominant path model, the NLOS influence is considered in order to further improve the accuracy of dominant path model. Experimental results demonstrated that the proposed dominant path model can improve the accuracy of traditional path loss model remarkably. 展开更多
关键词 Wireless LANS Indoor POSITIONING Radio WAVES RECEIVED Signal Strength path loss Model DOMINANT path
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改进黑翅鸢算法优化神经网络的室内定位
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作者 杨晶晶 万里宏 +2 位作者 张雪明 麦鴚 雷俊杰 《重庆理工大学学报(自然科学)》 北大核心 2025年第5期229-237,共9页
针对传统无线信号的路径损耗模型(path loss model,PLM)在预测距离值时易受多径效应影响,导致在复杂室内环境中定位精度下降的问题,提出一种基于改进黑翅鸢算法(improved black-winged kite algorithm,IBKA)优化反向传播(back propagati... 针对传统无线信号的路径损耗模型(path loss model,PLM)在预测距离值时易受多径效应影响,导致在复杂室内环境中定位精度下降的问题,提出一种基于改进黑翅鸢算法(improved black-winged kite algorithm,IBKA)优化反向传播(back propagation,BP)神经网络的室内定位算法。分别引入Tent混沌映射、透镜成像反向学习策略和黄金正弦策略优化黑翅鸢算法,通过基准测试函数测试证实了IBKA拥有更好的性能,通过IBKA优化神经网络算法的初始权值和阈值建立IBKA-BP神经网络测距模型。在实验室内采集RSSI信号样本数据进行分析,结果表明所提IBKA-BP优化算法均方根误差为21.42 cm,小于PLM、GWO-BP、BKA-BP和ISSA-BP的63.25、47.04、33.77、28.78 cm,且收敛速度更快,在复杂室内环境下定位性能更好。 展开更多
关键词 改进黑翅鸢算法 BP神经网络 RSSI测距算法 路径损耗模型
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