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Channel Measurement and Path Loss Modeling from 220 GHz to 330 GHz for 6G Wireless Communications 被引量:9
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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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Intelligent Reflecting Surfaces Enabled Cognitive Internet of Things Based on Practical Pathloss Model 被引量:5
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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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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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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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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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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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基于RFID的医疗设备远程管理系统设计 被引量:3
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作者 向明华 赵菊云 +1 位作者 向国华 吴玲 《自动化技术与应用》 2024年第3期62-65,135,共5页
为提高医院内设备定位精度,设计基于RFID的医疗设备远程管理系统。通过阅读器、电子标签和处理器组成RFID节点,引入AS3992芯片作为核心芯片,实现数据处理和编码,执行远程指令。采用自由空间传播模型计算路径损耗产生值,通过三角定位数... 为提高医院内设备定位精度,设计基于RFID的医疗设备远程管理系统。通过阅读器、电子标签和处理器组成RFID节点,引入AS3992芯片作为核心芯片,实现数据处理和编码,执行远程指令。采用自由空间传播模型计算路径损耗产生值,通过三角定位数学方法计算待定标签位置,采用RFID定位方法确定标签的最近邻居,实现医疗设备的远程定位。实验结果表明,在没有障碍物的情况下,所提系统设备定位误差少于1 m,在有障碍物的情况下,定位误差在2 m左右,证明所提出系统定位准确性较高,满足系统的设计需求。 展开更多
关键词 RFID 医疗设备远程管理 路径损耗 A/D转换
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采动含水层生态功能修复:概念内涵、理论与技术框架 被引量:3
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作者 鞠金峰 李全生 +1 位作者 许家林 王晨煜 《绿色矿山》 2024年第1期21-30,共10页
针对我国保水采煤研究现状及煤矿区采损生态修复的技术需求,提出应开展采动含水层生态功能修复研究,并将其纳入绿色开采技术体系中。在充分阐述采动含水层生态功能修复概念与内涵的基础上,构建了以采动含水层失水流动规律及水径流阻隔... 针对我国保水采煤研究现状及煤矿区采损生态修复的技术需求,提出应开展采动含水层生态功能修复研究,并将其纳入绿色开采技术体系中。在充分阐述采动含水层生态功能修复概念与内涵的基础上,构建了以采动含水层失水流动规律及水径流阻隔关键技术为主的理论与技术框架,分析了当前相关研究进展与未来攻关方向。含水层的损伤失水与生态功能退化本质源于采煤引起的岩层运动与裂隙发育,应在充分掌握含水层失水机制与规律的基础上对其开展生态功能修复理论与技术研究。深入揭示含水层失水路径分布与水流动力耗散规律,将失水流量集中分布的采动影响区作为重点修复的靶区,合理运用“边采边修”、“采后再修”等方式实施水流通道封堵与修复。同时,应充分利用采动岩体裂隙自修复机制及其引起的含水层自恢复效应,开展采动含水层生态功能引导修复研究与实践;基于水-气-岩相互作用产生化学沉淀促进导水裂隙自修复的降渗机理,提出了向含水层下方裂隙岩体中灌注可与地下水产生化学沉淀的修复试剂,以诱导沉淀物在裂隙中吸附-固结并封堵通道的含水层生态功能修复技术路径。在此基础上,阐述了利用铁/钙质化学沉淀进行导水裂隙修复降渗的研究现状,提出未来应重点研究形成利于不同类型导水通道高效封堵的化学沉淀诱导生成对策。研究可望为西北部生态脆弱矿区煤炭开采地下水保护与生态修复提供参考。 展开更多
关键词 含水层生态功能修复 失水路径 修复靶区 导水裂隙自修复 绿色开采
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全产业链视角下江苏省推进节粮减损的现实困境与纾解对策
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作者 刘媛 朱方林 +1 位作者 汤勇华 朱大威 《粮油食品科技》 CAS CSCD 北大核心 2024年第5期226-231,共6页
粮食安全关乎国运民生,然而当前粮食损失和浪费问题严峻,维护粮食安全必须坚持开源与节流并重。在全产业链视角下,剖析了江苏省粮食产业存在着由于自然灾害和病虫害增加、绿色储粮标准化和物流现代化水平有待提高、粮食过度加工、节粮... 粮食安全关乎国运民生,然而当前粮食损失和浪费问题严峻,维护粮食安全必须坚持开源与节流并重。在全产业链视角下,剖析了江苏省粮食产业存在着由于自然灾害和病虫害增加、绿色储粮标准化和物流现代化水平有待提高、粮食过度加工、节粮意识淡化等原因导致的粮食损失与浪费问题,探讨了生产源头、仓储物流、加工利用、宣传教育等各环节节粮减损的具体实施路径,提出加强标准体系建设、科技创新引领、强化应急管理、凝聚实施合力等对策建议。 展开更多
关键词 全产业链 节粮 减损 实施路径 对策建议
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极低频电流场透地通信路径损耗建模与分析 被引量:1
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作者 徐湛 温晓雯 张淦 《电讯技术》 北大核心 2024年第3期376-381,共6页
针对水平方向地电极电流场无线强穿透信息传输需求,研究了基于极低频水平双电极电流场信道传输特性。考虑到电极半径、电极入土深度、电极间距、发射信号频率和信号传输距离等参数对透地(Through-The-Earth,TTE)通信传输性能的影响,建... 针对水平方向地电极电流场无线强穿透信息传输需求,研究了基于极低频水平双电极电流场信道传输特性。考虑到电极半径、电极入土深度、电极间距、发射信号频率和信号传输距离等参数对透地(Through-The-Earth,TTE)通信传输性能的影响,建立了地电极电流场TTE通信路径损耗模型,分析了各参数对路径损耗的影响,确定了信号传输最佳工作参数。根据选定参数搭建了极低频电流场TTE通信系统,在200 m和400 m通信距离下测试了3~10 Hz信号的路径损耗,通过试验数据与仿真结果对比分析验证了模型的准确性。 展开更多
关键词 隧道救援 透地通信 地电极电流场 极低频 路径损耗模型
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基于手机信令HMM轨迹映射的交通方式识别算法
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作者 王江锋 杨昊 +1 位作者 梁艳平 张楚瑶 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 2024年第11期45-54,共10页
为解决手机信令数据稀疏性限制和重构轨迹特征提取与融合能力不足问题,提出一种出行轨迹重构与多源特征融合的交通方式精准识别算法。构建刻画基站信号传播路径损耗与信号强度的无线信号损耗模型,利用隐马尔可夫模型(hidden markov mode... 为解决手机信令数据稀疏性限制和重构轨迹特征提取与融合能力不足问题,提出一种出行轨迹重构与多源特征融合的交通方式精准识别算法。构建刻画基站信号传播路径损耗与信号强度的无线信号损耗模型,利用隐马尔可夫模型(hidden markov model,HMM)将手机信令轨迹由基站序列重构为路段节点序列,提出基于无线信号传播隐马尔可夫模型(wireless signal propagation hidden markov model,WP-HMM)的出行轨迹重构方法,用以描述信号强度与距离作用关系。基于出行重构后的轨迹,结合路段类型特征,提出了时空标准化相似性度量算法,以融合导航轨迹特征,并构建了基于随机森林(random forest,RF)的交通方式识别算法。实证分析表明:通过出行轨迹的重构,模型的平均识别精度提高了8%以上,且对新样本具有优异的泛化能力;相较于现有方法,时空标准化相似性度量算法能更准确捕捉轨迹间的移动模式;在不同环境下的轨迹识别中,模型在郊区区域的表现显著高于城区。所提算法在大规模手机信令数据的出行方式识别领域具有重要的应用价值。 展开更多
关键词 交通工程 交通方式识别 手机信令数据 路径损耗 轨迹相似性
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